From 254f072940a9a8a0119518106c90794730e07c91 Mon Sep 17 00:00:00 2001
From: izumicancode <altavhusayn@gmail.com>
Date: Wed, 12 Aug 2026 00:36:50 -0700
Subject: [PATCH 1/8] Initial import from local workspace

---
 .github/ISSUE_TEMPLATE/bug_report.md          |   30 +
 .github/ISSUE_TEMPLATE/feature_request.md     |   20 +
 .github/ISSUE_TEMPLATE/new-site-suggestion.md |   22 +
 .github/LICENSE                               |  437 +++++++
 .github/workflows/auto-close-issues.yaml      |   21 +
 .github/workflows/python-test.yaml            |   42 +
 .gitignore                                    |  272 +++++
 Dockerfile                                    |    6 +
 README.md                                     |  188 ++++
 assets/fonts/Montserrat-Bold.ttf              |  Bin 0 -> 191648 bytes
 assets/fonts/Montserrat-Regular.ttf           |  Bin 0 -> 190648 bytes
 assets/img/ai-stars.png                       |  Bin 0 -> 15007 bytes
 assets/img/arrow.png                          |  Bin 0 -> 2343 bytes
 assets/img/blackbird-logo.png                 |  Bin 0 -> 63618 bytes
 assets/img/correct.png                        |  Bin 0 -> 17488 bytes
 assets/img/link.png                           |  Bin 0 -> 12319 bytes
 assets/img/warning.png                        |  Bin 0 -> 15127 bytes
 assets/text/splash.txt                        |   84 ++
 blackbird.py                                  |  551 +++++++++
 data/email-data.json                          |  455 ++++++++
 data/useragents.txt                           | 1000 +++++++++++++++++
 data/wmn-metadata.json                        |  164 +++
 docs/.gitbook/assets/ai-demo.png              |  Bin 0 -> 566946 bytes
 docs/.gitbook/assets/ai-pdf.png               |  Bin 0 -> 61334 bytes
 .../assets/blackbird_prinscreen_ai.png        |  Bin 0 -> 403310 bytes
 .../.gitbook/assets/blackbird_printscreen.png |  Bin 0 -> 319802 bytes
 .../assets/blackbird_report_pdf_results.png   |  Bin 0 -> 38990 bytes
 docs/.gitbook/assets/digitalocean.svg         |   22 +
 docs/.gitbook/assets/pdf-full.png             |  Bin 0 -> 94650 bytes
 docs/.gitbook/assets/sherlockeye_cover.jpg    |  Bin 0 -> 66906 bytes
 docs/LICENSE                                  |  674 +++++++++++
 docs/README.md                                |   34 +
 docs/SUMMARY.md                               |    8 +
 docs/advanced-usage.md                        |  203 ++++
 docs/ai.md                                    |   51 +
 docs/basic-usage.md                           |   63 ++
 docs/getting-started.md                       |   22 +
 docs/use-cases.md                             |   39 +
 requirements.txt                              |   21 +
 src/__init__.py                               |    0
 src/config.py                                 |   39 +
 src/modules/ai/__init__.py                    |    0
 src/modules/ai/client.py                      |   99 ++
 src/modules/ai/key_manager.py                 |   71 ++
 src/modules/core/email.py                     |  179 +++
 src/modules/core/username.py                  |  204 ++++
 src/modules/export/csv.py                     |   28 +
 src/modules/export/dump.py                    |   37 +
 src/modules/export/file_operations.py         |   72 ++
 src/modules/export/json.py                    |   24 +
 src/modules/export/pdf.py                     |  352 ++++++
 src/modules/sites/instagram.py                |  215 ++++
 src/modules/utils/file_operations.py          |   14 +
 src/modules/utils/filter.py                   |  111 ++
 src/modules/utils/hash.py                     |    9 +
 src/modules/utils/http_client.py              |   94 ++
 src/modules/utils/input.py                    |   10 +
 src/modules/utils/log.py                      |   16 +
 src/modules/utils/parse.py                    |  111 ++
 src/modules/utils/permute.py                  |   31 +
 src/modules/utils/precheck.py                 |   34 +
 src/modules/utils/userAgent.py                |   18 +
 src/modules/whatsmyname/__init__.py           |    0
 src/modules/whatsmyname/list_operations.py    |   59 +
 tests/data/mock-email.json                    |  143 +++
 tests/data/mock-username.json                 |  101 ++
 tests/test_core.py                            |   53 +
 tests/test_export.py                          |   63 ++
 68 files changed, 6616 insertions(+)
 create mode 100644 .github/ISSUE_TEMPLATE/bug_report.md
 create mode 100644 .github/ISSUE_TEMPLATE/feature_request.md
 create mode 100644 .github/ISSUE_TEMPLATE/new-site-suggestion.md
 create mode 100644 .github/LICENSE
 create mode 100644 .github/workflows/auto-close-issues.yaml
 create mode 100644 .github/workflows/python-test.yaml
 create mode 100644 .gitignore
 create mode 100644 Dockerfile
 create mode 100644 README.md
 create mode 100644 assets/fonts/Montserrat-Bold.ttf
 create mode 100644 assets/fonts/Montserrat-Regular.ttf
 create mode 100644 assets/img/ai-stars.png
 create mode 100644 assets/img/arrow.png
 create mode 100644 assets/img/blackbird-logo.png
 create mode 100644 assets/img/correct.png
 create mode 100644 assets/img/link.png
 create mode 100644 assets/img/warning.png
 create mode 100644 assets/text/splash.txt
 create mode 100644 blackbird.py
 create mode 100644 data/email-data.json
 create mode 100644 data/useragents.txt
 create mode 100644 data/wmn-metadata.json
 create mode 100644 docs/.gitbook/assets/ai-demo.png
 create mode 100644 docs/.gitbook/assets/ai-pdf.png
 create mode 100644 docs/.gitbook/assets/blackbird_prinscreen_ai.png
 create mode 100644 docs/.gitbook/assets/blackbird_printscreen.png
 create mode 100644 docs/.gitbook/assets/blackbird_report_pdf_results.png
 create mode 100644 docs/.gitbook/assets/digitalocean.svg
 create mode 100644 docs/.gitbook/assets/pdf-full.png
 create mode 100644 docs/.gitbook/assets/sherlockeye_cover.jpg
 create mode 100644 docs/LICENSE
 create mode 100644 docs/README.md
 create mode 100644 docs/SUMMARY.md
 create mode 100644 docs/advanced-usage.md
 create mode 100644 docs/ai.md
 create mode 100644 docs/basic-usage.md
 create mode 100644 docs/getting-started.md
 create mode 100644 docs/use-cases.md
 create mode 100644 requirements.txt
 create mode 100644 src/__init__.py
 create mode 100644 src/config.py
 create mode 100644 src/modules/ai/__init__.py
 create mode 100644 src/modules/ai/client.py
 create mode 100644 src/modules/ai/key_manager.py
 create mode 100644 src/modules/core/email.py
 create mode 100644 src/modules/core/username.py
 create mode 100644 src/modules/export/csv.py
 create mode 100644 src/modules/export/dump.py
 create mode 100644 src/modules/export/file_operations.py
 create mode 100644 src/modules/export/json.py
 create mode 100644 src/modules/export/pdf.py
 create mode 100644 src/modules/sites/instagram.py
 create mode 100644 src/modules/utils/file_operations.py
 create mode 100644 src/modules/utils/filter.py
 create mode 100644 src/modules/utils/hash.py
 create mode 100644 src/modules/utils/http_client.py
 create mode 100644 src/modules/utils/input.py
 create mode 100644 src/modules/utils/log.py
 create mode 100644 src/modules/utils/parse.py
 create mode 100644 src/modules/utils/permute.py
 create mode 100644 src/modules/utils/precheck.py
 create mode 100644 src/modules/utils/userAgent.py
 create mode 100644 src/modules/whatsmyname/__init__.py
 create mode 100644 src/modules/whatsmyname/list_operations.py
 create mode 100644 tests/data/mock-email.json
 create mode 100644 tests/data/mock-username.json
 create mode 100644 tests/test_core.py
 create mode 100644 tests/test_export.py

diff --git a/.github/ISSUE_TEMPLATE/bug_report.md b/.github/ISSUE_TEMPLATE/bug_report.md
new file mode 100644
index 00000000..ce6e1921
--- /dev/null
+++ b/.github/ISSUE_TEMPLATE/bug_report.md
@@ -0,0 +1,30 @@
+---
+name: Bug report
+about: Create a report to help us improve
+title: BUG
+labels: bug
+assignees: ''
+
+---
+
+**Describe the bug**
+A clear and concise description of what the bug is.
+
+**To Reproduce**
+Steps to reproduce the behavior:
+1. Go to '...'
+2. Click on '....'
+3. Scroll down to '....'
+4. See error
+
+**Expected behavior**
+A clear and concise description of what you expected to happen.
+
+**Screenshots**
+If applicable, add screenshots to help explain your problem.
+
+**Desktop (please complete the following information):**
+ - OS: [e.g. iOS]
+
+**Additional context**
+Add any other context about the problem here.
diff --git a/.github/ISSUE_TEMPLATE/feature_request.md b/.github/ISSUE_TEMPLATE/feature_request.md
new file mode 100644
index 00000000..3924dadb
--- /dev/null
+++ b/.github/ISSUE_TEMPLATE/feature_request.md
@@ -0,0 +1,20 @@
+---
+name: Feature request
+about: Suggest an idea for this project
+title: Feature Request
+labels: enhancement
+assignees: ''
+
+---
+
+**Is your feature request related to a problem? Please describe.**
+A clear and concise description of what the problem is. Ex. I'm always frustrated when [...]
+
+**Describe the solution you'd like**
+A clear and concise description of what you want to happen.
+
+**Describe alternatives you've considered**
+A clear and concise description of any alternative solutions or features you've considered.
+
+**Additional context**
+Add any other context or screenshots about the feature request here.
diff --git a/.github/ISSUE_TEMPLATE/new-site-suggestion.md b/.github/ISSUE_TEMPLATE/new-site-suggestion.md
new file mode 100644
index 00000000..54b7957e
--- /dev/null
+++ b/.github/ISSUE_TEMPLATE/new-site-suggestion.md
@@ -0,0 +1,22 @@
+---
+name: New Site Suggestion
+about: Suggest a new site to be added to the tool search
+title: New Site Suggestion
+labels: new-site(s)
+assignees: ''
+
+---
+
+# New Site Addition Proposal: [Site Name]
+
+## Description
+Provide a brief description of the website you'd like to add to Blackbird.
+
+## Website Details
+- **Website URL**: [Insert URL here]
+- **Know username/email**: [username/email]
+- **Category/Topic**: [Specify the category or topic of the website (e.g., social media, news, forums, etc.)]
+- **Access Restrictions**: [Indicate if the website requires login credentials or has any access restrictions]
+
+## Additional Notes
+Include any additional information, context, or considerations related to this proposed addition.
diff --git a/.github/LICENSE b/.github/LICENSE
new file mode 100644
index 00000000..cbe5ad16
--- /dev/null
+++ b/.github/LICENSE
@@ -0,0 +1,437 @@
+Attribution-NonCommercial-ShareAlike 4.0 International
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+Section 8 -- Interpretation.
+
+  a. For the avoidance of doubt, this Public License does not, and
+     shall not be interpreted to, reduce, limit, restrict, or impose
+     conditions on any use of the Licensed Material that could lawfully
+     be made without permission under this Public License.
+
+  b. To the extent possible, if any provision of this Public License is
+     deemed unenforceable, it shall be automatically reformed to the
+     minimum extent necessary to make it enforceable. If the provision
+     cannot be reformed, it shall be severed from this Public License
+     without affecting the enforceability of the remaining terms and
+     conditions.
+
+  c. No term or condition of this Public License will be waived and no
+     failure to comply consented to unless expressly agreed to by the
+     Licensor.
+
+  d. Nothing in this Public License constitutes or may be interpreted
+     as a limitation upon, or waiver of, any privileges and immunities
+     that apply to the Licensor or You, including from the legal
+     processes of any jurisdiction or authority.
+
+=======================================================================
+
+Creative Commons is not a party to its public
+licenses. Notwithstanding, Creative Commons may elect to apply one of
+its public licenses to material it publishes and in those instances
+will be considered the “Licensor.” The text of the Creative Commons
+public licenses is dedicated to the public domain under the CC0 Public
+Domain Dedication. Except for the limited purpose of indicating that
+material is shared under a Creative Commons public license or as
+otherwise permitted by the Creative Commons policies published at
+creativecommons.org/policies, Creative Commons does not authorize the
+use of the trademark "Creative Commons" or any other trademark or logo
+of Creative Commons without its prior written consent including,
+without limitation, in connection with any unauthorized modifications
+to any of its public licenses or any other arrangements,
+understandings, or agreements concerning use of licensed material. For
+the avoidance of doubt, this paragraph does not form part of the
+public licenses.
+
+Creative Commons may be contacted at creativecommons.org.
diff --git a/.github/workflows/auto-close-issues.yaml b/.github/workflows/auto-close-issues.yaml
new file mode 100644
index 00000000..51d8c142
--- /dev/null
+++ b/.github/workflows/auto-close-issues.yaml
@@ -0,0 +1,21 @@
+name: Close inactive issues & PRs
+
+on:
+  schedule:
+    - cron: '0 0 * * *'  # Runs daily at midnight UTC
+
+jobs:
+  stale:
+    runs-on: ubuntu-latest
+
+    steps:
+    - name: Close stale issues
+      uses: actions/stale@v7
+      with:
+        repo-token: ${{ secrets.GITHUB_TOKEN }}
+        days-before-stale: 30
+        days-before-close: 7
+        stale-issue-message: 'This issue has been marked as stale because it has not had recent activity. It will be closed if no further activity occurs.'
+        close-issue-message: 'Closing this issue due to inactivity. Please reopen if you still need help.'
+        stale-pr-message: 'This pull request has been marked as stale because it has not had recent activity. It will be closed if no further activity occurs.'
+        close-pr-message: 'Closing this pull request due to inactivity. Please reopen if you still need help.'
diff --git a/.github/workflows/python-test.yaml b/.github/workflows/python-test.yaml
new file mode 100644
index 00000000..be759d8d
--- /dev/null
+++ b/.github/workflows/python-test.yaml
@@ -0,0 +1,42 @@
+name: Blackbird Python Tests
+
+on:
+  push:
+    branches: [ main ]
+  pull_request:
+    branches: [ main ]
+
+jobs:
+  test-verify-email-username:
+    runs-on: ubuntu-latest
+
+    steps:
+    - uses: actions/checkout@v2
+    - name: Set up Python 3.11
+      uses: actions/setup-python@v2
+      with:
+        python-version: '3.11'
+    - name: Install dependencies
+      run: |
+        python -m pip install --upgrade pip
+        pip install -r requirements.txt
+    - name: Run Core functions
+      run: |
+        python -m unittest tests/test_core.py
+
+  test-data-export:
+    runs-on: ubuntu-latest
+
+    steps:
+    - uses: actions/checkout@v2
+    - name: Set up Python 3.11
+      uses: actions/setup-python@v2
+      with:
+        python-version: '3.11'
+    - name: Install dependencies
+      run: |
+        python -m pip install --upgrade pip
+        pip install -r requirements.txt
+    - name: Run Export functions
+      run: |
+        python -m unittest tests/test_export.py
\ No newline at end of file
diff --git a/.gitignore b/.gitignore
new file mode 100644
index 00000000..b7f0979b
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,272 @@
+# File created using '.gitignore Generator' for Visual Studio Code: https://bit.ly/vscode-gig
+
+# Created by https://www.toptal.com/developers/gitignore/api/windows,python,osx,linux,visualstudiocode
+# Edit at https://www.toptal.com/developers/gitignore?templates=windows,python,osx,linux,visualstudiocode
+
+### Linux ###
+*~
+
+# temporary files which can be created if a process still has a handle open of a deleted file
+.fuse_hidden*
+
+# KDE directory preferences
+.directory
+
+# Linux trash folder which might appear on any partition or disk
+.Trash-*
+
+# .nfs files are created when an open file is removed but is still being accessed
+.nfs*
+
+### OSX ###
+# General
+.DS_Store
+.AppleDouble
+.LSOverride
+
+# Icon must end with two \r
+Icon
+
+
+# Thumbnails
+._*
+
+# Files that might appear in the root of a volume
+.DocumentRevisions-V100
+.fseventsd
+.Spotlight-V100
+.TemporaryItems
+.Trashes
+.VolumeIcon.icns
+.com.apple.timemachine.donotpresent
+
+# Directories potentially created on remote AFP share
+.AppleDB
+.AppleDesktop
+Network Trash Folder
+Temporary Items
+.apdisk
+
+### Python ###
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.nox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+*.py,cover
+.hypothesis/
+.pytest_cache/
+cover/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+
+local_settings.py
+db.sqlite3
+db.sqlite3-journal
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+.pybuilder/
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# IPython
+profile_default/
+ipython_config.py
+
+# pyenv
+#   For a library or package, you might want to ignore these files since the code is
+#   intended to run in multiple environments; otherwise, check them in:
+# .python-version
+
+# pipenv
+#   According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
+#   However, in case of collaboration, if having platform-specific dependencies or dependencies
+#   having no cross-platform support, pipenv may install dependencies that don't work, or not
+#   install all needed dependencies.
+#Pipfile.lock
+
+# poetry
+#   Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
+#   This is especially recommended for binary packages to ensure reproducibility, and is more
+#   commonly ignored for libraries.
+#   https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
+#poetry.lock
+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
+
+# pytype static type analyzer
+.pytype/
+
+# Cython debug symbols
+cython_debug/
+
+# PyCharm
+#  JetBrains specific template is maintained in a separate JetBrains.gitignore that can
+#  be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
+#  and can be added to the global gitignore or merged into this file.  For a more nuclear
+#  option (not recommended) you can uncomment the following to ignore the entire idea folder.
+#.idea/
+
+### VisualStudioCode ###
+.vscode/*
+!.vscode/settings.json
+!.vscode/tasks.json
+!.vscode/launch.json
+!.vscode/extensions.json
+!.vscode/*.code-snippets
+
+# Local History for Visual Studio Code
+.history/
+
+# Built Visual Studio Code Extensions
+*.vsix
+
+### VisualStudioCode Patch ###
+# Ignore all local history of files
+.history
+.ionide
+
+# Support for Project snippet scope
+
+### Windows ###
+# Windows thumbnail cache files
+Thumbs.db
+Thumbs.db:encryptable
+ehthumbs.db
+ehthumbs_vista.db
+
+# Dump file
+*.stackdump
+
+# Folder config file
+[Dd]esktop.ini
+
+# Recycle Bin used on file shares
+$RECYCLE.BIN/
+
+# Windows Installer files
+*.cab
+*.msi
+*.msix
+*.msm
+*.msp
+
+# Windows shortcuts
+*.lnk
+
+# End of https://www.toptal.com/developers/gitignore/api/windows,python,osx,linux,visualstudiocode
+
+# Custom rules (everything added below won't be overriden by 'Generate .gitignore File' if you use 'Update' option)
+
+envs.sh
+.env-*
+.vscode
+.trunk
+results/
+!results/example.json
+/Scripts
+pyvenv.cfg
+wmn-data.json
+*.csv
+*.pdf
+logs/*.log
+logs/blackbird.log
+*_blackbird/*
+*.log
+logs/blackbird.log
+/logs
+.ai_key.json
diff --git a/Dockerfile b/Dockerfile
new file mode 100644
index 00000000..44295e21
--- /dev/null
+++ b/Dockerfile
@@ -0,0 +1,6 @@
+FROM python:3.12-slim
+
+COPY . .
+
+RUN python3 -m pip install -r requirements.txt
+ENTRYPOINT ["python3","blackbird.py"]
\ No newline at end of file
diff --git a/README.md b/README.md
new file mode 100644
index 00000000..0a312bd2
--- /dev/null
+++ b/README.md
@@ -0,0 +1,188 @@
+# Blackbird — OSINT Username & Email Reconnaissance Tool
+
+Blackbird checks a given username or email address against hundreds of sites
+(social, gaming, coding, dating, finance, and more) to find where an account
+exists. When it finds a match on Instagram, it can also pull additional
+metadata (obfuscated email/phone) if you provide a valid, logged-in session.
+
+This copy includes a set of fixes and additions on top of the original
+project — see [Changes in This Copy](#changes-in-this-copy) below.
+
+---
+
+## Quick Start
+
+```bash
+cd blackbird
+pip install -r requirements.txt
+python blackbird.py
+```
+
+Running it with no arguments launches **interactive mode** — it will ask you:
+
+1. Whether to search a **username** or an **email**
+2. The target(s) to search (comma-separated for multiple)
+3. Whether to filter to a specific category or site
+4. Whether to export a PDF/CSV report
+5. For your **Instagram session ID**, if you want enhanced metadata (email/phone)
+
+You'll then see a live progress bar, followed by a results table **grouped by
+category** (social, coding, gaming, etc.), with any extra Instagram metadata
+shown in its own column.
+
+---
+
+## Command-Line Usage
+
+You don't have to use interactive mode — all the original flags still work:
+
+```bash
+# Search a single username across all sites
+python blackbird.py -u ted
+
+# Search multiple usernames
+python blackbird.py -u ted alice bob
+
+# Search a username, restricted to one category
+python blackbird.py -u ted --filter "cat=social"
+
+# Search a username, restricted to a specific site (partial match)
+python blackbird.py -u ted --filter "name~Instagram"
+
+# Search an email
+python blackbird.py -e ted@example.com
+
+# Export results
+python blackbird.py -u ted --pdf --csv --json
+
+# See how many sites/categories are currently loaded
+python blackbird.py --stats
+```
+
+Run `python blackbird.py -h` for the full flag list.
+
+### Filter syntax
+
+`--filter` takes `property=value` (or `~`, `>`, `<`, `>=`, `<=`, `!=`)
+expressions, combinable with `and`/`or`:
+
+```
+--filter "cat=social"
+--filter "name~Instagram"
+--filter "cat=social and name~insta"
+```
+
+Valid categories (see `--stats` for the live, current list): `social`,
+`gaming`, `coding`, `tech`, `hobby`, `misc`, `finance`, `business`,
+`shopping`, `images`, `music`, `blog`, `art`, `dating`, `political`, `news`,
+`video`, `archived`, `health`, plus `xx NSFW xx` (excluded automatically with
+`--no-nsfw`).
+
+---
+
+## Instagram Enhanced Metadata (Email/Phone)
+
+Instagram's public profile page doesn't expose email/phone, but Instagram's
+own "forgot password" style lookup does, obfuscated (e.g. `t***@gmail.com`).
+Blackbird can use this — but only with a **valid, logged-in session cookie**
+belonging to your own Instagram account.
+
+### Getting your session ID
+
+1. Log in to instagram.com in a browser, using your own account.
+2. Open DevTools (`F12`) → **Application** tab → **Cookies** → `instagram.com`.
+3. Copy the value of the cookie named `sessionid`.
+4. Either:
+   - Paste it in when the app **prompts you** for it (recommended — no file
+     to manage), or
+   - Save it permanently in a `.env` file in the repo root:
+     ```env
+     INSTAGRAM_SESSION_ID=your_real_sessionid_value_here
+     API_URL=https://ai.blackbird.run
+     ```
+
+**This value is equivalent to a login credential for your account.** Don't
+share it, commit it to version control, or paste it anywhere public. It also
+expires/rotates periodically — if enhanced lookups stop working, get a fresh
+one.
+
+### Reading the warnings
+
+| Message | Meaning | Fix |
+|---|---|---|
+| `INSTAGRAM_SESSION_ID is not set` | No session ID configured | Provide one when prompted, or add it to `.env` |
+| `Session rejected (HTTP 401/403)` | Session expired or invalid | Log in again, grab a fresh `sessionid` |
+| `Enhanced metadata lookup failed` | Ran but returned nothing | Re-run with `--verbose`; refresh session ID |
+| `Unexpected response... no user data returned` | Account private/nonexistent, or Instagram changed its API | Verify manually |
+
+---
+
+## Site Coverage
+
+Blackbird's site list is pulled live from the open-source
+[WhatsMyName project](https://github.com/WebBreacher/WhatsMyName) and updates
+automatically on every run (unless you pass `--no-update`), so it's always
+tracking the current upstream list rather than a fixed, aging snapshot.
+
+Run `python blackbird.py --stats` at any time to see the current total and a
+per-category breakdown.
+
+---
+
+## Exporting Results
+
+| Flag | Output |
+|---|---|
+| `--pdf` | PDF report |
+| `--csv` | CSV file |
+| `--json` | JSON file |
+| `--dump` | Saves raw HTML of each found page |
+
+Exports are written to a folder named `<target>_<date>_blackbird/` in the
+repo root.
+
+---
+
+## Changes in This Copy
+
+Fixes and additions made on top of the upstream project:
+
+- **Interactive terminal app mode** — running `python blackbird.py` with no
+  arguments now launches a guided menu (search type → target → filters →
+  export options → Instagram session), instead of requiring you to already
+  know the CLI flags.
+- **Categorized results table** — every search (interactive or CLI) now ends
+  with a table grouped by category, with a dedicated column for any
+  Instagram email/phone metadata recovered.
+- **Fixed a crash** (`AttributeError: 'list' object has no attribute
+  'strip'`) that occurred when Instagram metadata values came back as a list
+  instead of a plain string — the results table now handles strings, lists,
+  dicts, and `None` values safely, and a rendering issue in the table can no
+  longer crash a search that already succeeded.
+- **Fixed a crash** (`IndexError: list index out of range`) that occurred
+  when `--filter` (or the interactive filter prompt) was given a malformed
+  value, e.g. typing a bare site name like `Instagram` instead of
+  `name=Instagram`. Malformed filters now show a clear error instead of
+  crashing, and the interactive prompt auto-converts a bare word into a
+  `name~value` filter.
+- **Instagram session ID is no longer silently skipped** — if it's missing
+  or has expired, the console now tells you exactly which case it is
+  (missing / rejected / malformed response) instead of quietly falling back
+  to username-only results.
+- **Interactive session ID prompt** — if `INSTAGRAM_SESSION_ID` isn't set in
+  `.env`, the app asks for it directly at runtime (only when running in a
+  real interactive terminal; scripted/piped runs skip it automatically
+  rather than hanging).
+- **`--stats` flag** — see current site/category counts at a glance.
+- This README.
+
+---
+
+## Legal & Ethical Use
+
+This tool is for OSINT research on accounts and information you are
+authorized to look into — for example, your own accounts, accounts you have
+explicit consent to test, or authorized security assessments. Your
+`INSTAGRAM_SESSION_ID` is your own account's live credential; treat it
+accordingly, and use this tool in line with the Terms of Service of every
+site it queries.
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diff --git a/assets/img/correct.png b/assets/img/correct.png
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diff --git a/assets/text/splash.txt b/assets/text/splash.txt
new file mode 100644
index 00000000..7fbad0f1
--- /dev/null
+++ b/assets/text/splash.txt
@@ -0,0 +1,84 @@
+[cyan1]Try https://sherlockeye.io – we see more.[/cyan1]
+[cyan1]Real eyes use https://sherlockeye.io.[/cyan1]
+[cyan1]https://sherlockeye.io knows things.[/cyan1]
+[cyan1]Private mode? Not with https://sherlockeye.io.[/cyan1]
+[cyan1]Seen by https://sherlockeye.io.[/cyan1]
+[cyan1]Unlock the truth at https://sherlockeye.io[/cyan1]
+[cyan1]Investigate deeper with https://sherlockeye.io[/cyan1]
+[cyan1]Your case deserves https://sherlockeye.io[/cyan1]
+[cyan1]It’s not magic. It’s https://sherlockeye.io.[/cyan1]
+[cyan1]https://sherlockeye.io sees more.[/cyan1]
+[cyan1]Go deeper with https://sherlockeye.io[/cyan1]
+[cyan1]Trust the eye: https://sherlockeye.io[/cyan1]
+[cyan1]Dig smarter. Use https://sherlockeye.io[/cyan1]
+[cyan1]https://sherlockeye.io is watching.[/cyan1]
+[cyan1]https://sherlockeye.io – when OSINT gets serious.[/cyan1]
+[cyan1]Find what others miss – https://sherlockeye.io[/cyan1]
+[cyan1]Investigate like a pro with https://sherlockeye.io[/cyan1]
+[cyan1]Smarter searches start at https://sherlockeye.io[/cyan1]
+[cyan1]Give your case an edge: https://sherlockeye.io[/cyan1]
+[cyan1]https://sherlockeye.io: Your second set of eyes.[/cyan1]
+[grey58]Data is tasty![/grey58]
+[grey58]Trust me, I'm stealthy.[/grey58]
+[grey58]Bird's watching you.[/grey58]
+[grey58]Loading secrets...[/grey58]
+[grey58]Snooping professionally.[/grey58]
+[grey58]Cloak on, let’s go![/grey58]
+[grey58]Nothing up my sleeve![/grey58]
+[grey58]Magic? Nope, just OSINT.[/grey58]
+[grey58]Zoom... Enhance... Repeat.[/grey58]
+[grey58]Still better than incognito mode.[/grey58]
+[grey58]Searching... like a pro.[/grey58]
+[grey58]Welcome, Agent.[/grey58]
+[grey58]Access granted.[/grey58]
+[grey58]Tracking faster than your ex.[/grey58]
+[grey58]No VPN? Brave.[/grey58]
+[grey58]Booting up… Stay low.[/grey58]
+[grey58]Your IP smells suspicious.[/grey58]
+[grey58]Running in stealth mode.[/grey58]
+[grey58]Just another friendly scan.[/grey58]
+[grey58]Feathers sharpened.[/grey58]
+[grey58]You can run, but we cached.[/grey58]
+[grey58]One does not simply hide online.[/grey58]
+[grey58]I'm not stalking, I'm OSINT-ing.[/grey58]
+[grey58]Now scanning 1337 targets.[/grey58]
+[grey58]Caffeinated and scanning.[/grey58]
+[grey58]I spy with my little eye... data.[/grey58]
+[grey58]Every clue counts.[/grey58]
+[grey58]Blackbird loves breadcrumbs.[/grey58]
+[white]Use --username to search one or more usernames.[/white]
+[white]Load a full list with --username-file.[/white]
+[white]Try --permute to search variations of your usernames.[/white]
+[white]Use --permuteall to combine all elements of the username.[/white]
+[white]You can also search by email with --email.[/white]
+[white]Use --email-file to load multiple emails from a file.[/white]
+[white]Export results using --csv, --pdf or --json.[/white]
+[white]Want detailed logs? Use --verbose.[/white]
+[white]Enable AI-powered insights with --ai.[/white]
+[white]Use --setup-ai to configure your API key for AI features.[/white]
+[white]Filter sources by category with --filter.[/white]
+[white]Hide NSFW sites using --no-nsfw.[/white]
+[white]Dump raw HTML results with --dump.[/white]
+[white]Set a custom proxy with --proxy.[/white]
+[white]Adjust timeout per request using --timeout.[/white]
+[white]Limit concurrency with --max-concurrent-requests.[/white]
+[white]Use --no-update to skip updating the sites list.[/white]
+[white]Use --filter to limit search scope.[/white]
+[magenta3]Blackbird’s AI analyzes results instantly – for free.[/magenta3]
+[magenta3]Let Blackbird AI handle the heavy lifting.[/magenta3]
+[magenta3]AI summaries by Blackbird are just one flag away.[/magenta3]
+[magenta3]Insightful, automatic, and 100% free – that’s Blackbird AI.[/magenta3]
+[magenta3]Blackbird includes built-in AI to speed up investigations.[/magenta3]
+[magenta3]Don’t just search – analyze with Blackbird AI.[/magenta3]
+[magenta3]Turn raw data into smart summaries with Blackbird AI.[/magenta3]
+[magenta3]No key required – Blackbird AI is free by default.[/magenta3]
+[magenta3]Blackbird AI: instant context, zero effort.[/magenta3]
+[magenta3]Reports enhanced by Blackbird’s built-in AI engine.[/magenta3]
+[magenta3]Blackbird’s AI summarizes profiles with real insights. Free, with daily limits.[/magenta3]
+[magenta3]Don’t just collect data – interpret it. Use --ai for instant profiling.[/magenta3]
+[magenta3]No guesswork. Blackbird AI highlights tags, risk flags and behaviors.[/magenta3]
+[magenta3]Daily-limited, always free. Use --ai to activate Blackbird’s smart summaries.[/magenta3]
+[magenta3]Blackbird AI reveals who’s behind the profile: tags, patterns, and behavior.[/magenta3]
+[magenta3]Built-in AI transforms raw results into readable summaries. It’s free – use --ai.[/magenta3]
+[magenta3]Get tags, insights and even risk factors.[/magenta3]
+[magenta3]Understand the profile behind the results. Let Blackbird AI explain – just use.[/magenta3]
\ No newline at end of file
diff --git a/blackbird.py b/blackbird.py
new file mode 100644
index 00000000..d1474c1a
--- /dev/null
+++ b/blackbird.py
@@ -0,0 +1,551 @@
+import os
+import argparse
+import re
+from rich.console import Console
+import logging
+import sys
+from datetime import datetime
+import random
+import time
+from rich.live import Live
+from rich.text import Text
+
+sys.path.append(os.path.join(os.path.dirname(__file__), "src"))
+
+import config
+from modules.whatsmyname.list_operations import checkUpdates
+from modules.core.username import verifyUsername
+from modules.core.email import verifyEmail
+from modules.utils.userAgent import getRandomUserAgent
+from modules.export.file_operations import createSaveDirectory
+from modules.export.csv import saveToCsv
+from modules.export.pdf import saveToPdf
+from modules.export.json import saveToJson
+from modules.utils.file_operations import isFile, getLinesFromFile
+from modules.utils.permute import Permute
+from dotenv import load_dotenv
+
+load_dotenv()
+
+
+def initiate():
+    if not os.path.exists("logs/"):
+        os.makedirs("logs/")
+    logging.basicConfig(
+        filename=config.LOG_PATH,
+        level=logging.DEBUG,
+        format="%(asctime)s - %(name)s - %(levelname)s - %(message)s",
+    )
+
+    parser = argparse.ArgumentParser(
+        prog="blackbird",
+        description="An OSINT tool to search for accounts by username in social networks.",
+    )
+    parser.add_argument(
+        "-u",
+        "--username",
+        nargs="*",
+        type=str,
+        help="One or more usernames to search.",
+    )
+    parser.add_argument(
+        "-uf",
+        "--username-file",
+        help="The list of usernames to be searched.",
+    )
+    parser.add_argument(
+        "--permute",
+        action="store_true",
+        help="Permute usernames, ignoring single elements.",
+    )
+    parser.add_argument(
+        "--permuteall", action="store_true", help="Permute usernames, all elements."
+    )
+    parser.add_argument(
+        "-e",
+        "--email",
+        nargs="*",
+        type=str,
+        help="One or more email to search.",
+    )
+    parser.add_argument(
+        "-ef",
+        "--email-file",
+        help="The list of emails to be searched.",
+    )
+    parser.add_argument(
+        "--csv",
+        action="store_true",
+        help="Generate a CSV with the results."
+    )
+
+    parser.add_argument(
+        "--pdf",
+        action="store_true",
+        help="Generate a PDF with the results."
+    )
+
+    parser.add_argument(
+        "--json",
+        action="store_true",
+        help="Generate a JSON with the results."
+    )
+
+    parser.add_argument(
+        "-v", "--verbose",
+        action="store_true",
+        help="Show verbose output."
+    )
+
+    parser.add_argument(
+        "-ai", "--ai",
+        action="store_true",
+        help="Use AI features."
+    )
+    parser.add_argument("--setup-ai", action="store_true", help="Configure the API key required for AI features.")
+    parser.add_argument(
+        "--filter",
+        help='Filter sites to be searched by list property value.E.g --filter "cat=social"',
+    )
+    parser.add_argument(
+        "--no-nsfw", action="store_true", help="Removes NSFW sites from the search."
+    )
+    parser.add_argument(
+        "--dump", action="store_true", help="Dump HTML content for found accounts."
+    )
+    parser.add_argument("--proxy", help="Proxy to send HTTP requests though.")
+    parser.add_argument(
+        "--timeout",
+        type=int,
+        default=30,
+        help="Timeout in seconds for each HTTP request (Default is 30).",
+    )
+    parser.add_argument(
+        "--max-concurrent-requests",
+        type=int,
+        default=30,
+        help="Specify the maximum number of concurrent requests allowed. Default is 30.",
+    )
+    parser.add_argument(
+        "--no-update", action="store_true", help="Don't update sites lists."
+    )
+    parser.add_argument(
+        "--about", action="store_true", help="Show about information and exit."
+    )
+    parser.add_argument(
+        "--stats",
+        action="store_true",
+        help="Show how many sites/categories are currently loaded, then exit.",
+    )
+    args = parser.parse_args()
+
+    # Store the necessary arguments to config Object
+    config.stats = args.stats
+    config.username = args.username
+    config.username_file = args.username_file
+    config.permute = args.permute
+    config.permuteall = args.permuteall
+    config.csv = args.csv
+    config.pdf = args.pdf
+    config.json = args.json
+    config.filter = args.filter
+    config.no_nsfw = args.no_nsfw
+    config.dump = args.dump
+    config.proxy = args.proxy
+    config.verbose = args.verbose
+    config.ai = args.ai
+    config.setup_ai = args.setup_ai
+    config.timeout = args.timeout
+    config.max_concurrent_requests = args.max_concurrent_requests
+    config.email = args.email
+    config.email_file = args.email_file
+    config.no_update = args.no_update
+    config.about = args.about
+    config.instagram_session_id = os.getenv("INSTAGRAM_SESSION_ID")
+    config.api_url = os.getenv("API_URL")
+
+    config.console = Console()
+
+    # If no Instagram session ID is configured in .env, prompt for one
+    # interactively — but only when this run will actually search usernames
+    # (Instagram lookups don't apply to email-only searches, --about, or
+    # --setup-ai), and only when stdin is a real interactive terminal.
+    doing_username_search = bool(config.username or config.username_file)
+    if (
+        not config.instagram_session_id
+        and doing_username_search
+        and not config.about
+        and not config.setup_ai
+        and sys.stdin.isatty()
+    ):
+        config.console.print(
+            "[bold yellow]⚠️  No INSTAGRAM_SESSION_ID found in .env[/bold yellow]"
+        )
+        config.console.print(
+            "Enhanced Instagram metadata (obfuscated email/phone) requires a"
+            " valid sessionid cookie from a logged-in Instagram session."
+        )
+        try:
+            entered = input(
+                "Paste your Instagram sessionid now (or press Enter to skip): "
+            ).strip()
+        except (EOFError, KeyboardInterrupt):
+            entered = ""
+
+        if entered:
+            config.instagram_session_id = entered
+            config.console.print(
+                "[green]✔ Using the session ID you entered for this run.[/green]"
+            )
+        else:
+            config.console.print(
+                "[yellow]Skipping enhanced Instagram metadata for this run.[/yellow]"
+            )
+
+    config.dateRaw = datetime.now().strftime("%m_%d_%Y")
+    config.datePretty = datetime.now().strftime("%B %d, %Y")
+
+    config.userAgent = getRandomUserAgent(config)
+
+    config.usernameFoundAccounts = None
+    config.emailFoundAccounts = None
+
+    config.currentUser = None
+    config.currentEmail = None
+
+    lines = getLinesFromFile("assets/text/splash.txt")
+    config.splash_line = random.choice(lines) if lines else ""
+
+
+def run_interactive_menu(config):
+    """Full interactive terminal app mode — launched when blackbird.py is run
+    with no CLI arguments. Prompts for search type, target, and options,
+    then runs the search and shows a categorized results view."""
+    from rich.prompt import Prompt, Confirm
+
+    if not sys.stdin.isatty():
+        config.console.print("Either --username or --email is required")
+        sys.exit()
+
+    config.console.print("\n[bold magenta]═══ Blackbird Interactive Mode ═══[/bold magenta]\n")
+
+    search_type = Prompt.ask(
+        "[cyan]What do you want to search?[/cyan]",
+        choices=["username", "email"],
+        default="username",
+    )
+
+    if search_type == "username":
+        raw = Prompt.ask("[cyan]Enter username(s)[/cyan] (comma-separated for multiple)")
+        config.username = [u.strip() for u in raw.split(",") if u.strip()]
+        if not config.username:
+            config.console.print("[red]No username entered. Exiting.[/red]")
+            sys.exit()
+
+        if Confirm.ask("[cyan]Filter to a specific category or site name?[/cyan]", default=False):
+            raw_filter = Prompt.ask(
+                "  Enter filter (e.g. [dim]cat=social[/dim] or [dim]name=Instagram[/dim], "
+                "or just type a site name like [dim]Instagram[/dim])"
+            ).strip()
+            if raw_filter and not re.search(r"[=~><!]", raw_filter):
+                # User typed a bare word (e.g. "Instagram") — treat it as a
+                # site-name filter instead of crashing on malformed syntax.
+                config.filter = f"name~{raw_filter}"
+            else:
+                config.filter = raw_filter
+
+        if Confirm.ask("[cyan]Save results to a PDF report when done?[/cyan]", default=True):
+            config.pdf = True
+        if Confirm.ask("[cyan]Also save as CSV?[/cyan]", default=False):
+            config.csv = True
+    else:
+        raw = Prompt.ask("[cyan]Enter email(s)[/cyan] (comma-separated for multiple)")
+        config.email = [e.strip() for e in raw.split(",") if e.strip()]
+        if not config.email:
+            config.console.print("[red]No email entered. Exiting.[/red]")
+            sys.exit()
+        if Confirm.ask("[cyan]Save results to a PDF report when done?[/cyan]", default=True):
+            config.pdf = True
+
+    config.console.print("")
+
+
+def display_categorized_results(foundAccounts, config, target_label):
+    """Print a results table grouped by site category (Social, Gaming, etc.),
+    highlighting any extra metadata (e.g. Instagram email/phone) recovered.
+    Never lets a display issue crash a search that already succeeded."""
+    from rich.table import Table
+    from collections import defaultdict
+
+    if not foundAccounts:
+        return
+
+    try:
+        by_category = defaultdict(list)
+        for account in foundAccounts:
+            category = account.get("category") or "Other"
+            by_category[category].append(account)
+
+        total = len(foundAccounts)
+        config.console.print(
+            f"\n[bold green]📊 Found {total} account(s) for \"{target_label}\" "
+            f"across {len(by_category)} categor{'y' if len(by_category) == 1 else 'ies'}:[/bold green]\n"
+        )
+
+        table = Table(
+            title=f'Blackbird Results — "{target_label}"',
+            show_lines=False,
+            header_style="bold white on magenta",
+            title_style="bold cyan",
+            expand=True,
+        )
+        table.add_column("Category", style="cyan", no_wrap=True)
+        table.add_column("Site", style="bold white")
+        table.add_column("URL", style="bright_blue", overflow="fold")
+        table.add_column("Extra Data", style="yellow")
+
+        for category in sorted(by_category.keys(), key=lambda c: str(c)):
+            accounts = sorted(by_category[category], key=lambda a: str(a.get("name", "")))
+            for account in accounts:
+                extra = ""
+                metadata = account.get("metadata")
+                if metadata:
+                    parts = []
+                    for item in metadata:
+                        try:
+                            name = str(item.get("name", "")).strip()
+                            raw_value = item.get("value")
+                            if isinstance(raw_value, (list, tuple, set)):
+                                value = ", ".join(
+                                    str(v).strip() for v in raw_value if str(v).strip()
+                                )
+                            elif isinstance(raw_value, dict):
+                                value = ", ".join(
+                                    f"{k}: {v}" for k, v in raw_value.items()
+                                )
+                            elif raw_value is None:
+                                value = ""
+                            else:
+                                value = str(raw_value).strip()
+                            parts.append(f"{name}: {value}" if value else name)
+                        except Exception:
+                            # Skip a single malformed metadata item rather than
+                            # losing the whole row / whole table.
+                            continue
+                    extra = "\n".join(parts)
+                table.add_row(
+                    str(category),
+                    str(account.get("name", "")),
+                    str(account.get("url", "")),
+                    extra,
+                )
+
+        config.console.print(table)
+        config.console.print("")
+    except Exception as e:
+        config.console.print(
+            f"[yellow]⚠️  Couldn't render the categorized results table ({e})."
+            f" Your {total if 'total' in dir() else len(foundAccounts)} results were still found"
+            " — use --pdf, --csv, or --json to export them.[/yellow]"
+        )
+
+
+if __name__ == "__main__":
+    initiate()
+    config.console.print(
+        """[red]
+    ▄▄▄▄    ██▓    ▄▄▄       ▄████▄   ██ ▄█▀ ▄▄▄▄    ██▓ ██▀███  ▓█████▄ 
+    ▓█████▄ ▓██▒   ▒████▄    ▒██▀ ▀█   ██▄█▒ ▓█████▄ ▓██▒▓██ ▒ ██▒▒██▀ ██▌
+    ▒██▒ ▄██▒██░   ▒██  ▀█▄  ▒▓█    ▄ ▓███▄░ ▒██▒ ▄██▒██▒▓██ ░▄█ ▒░██   █▌
+    ▒██░█▀  ▒██░   ░██▄▄▄▄██ ▒▓▓▄ ▄██▒▓██ █▄ ▒██░█▀  ░██░▒██▀▀█▄  ░▓█▄   ▌
+    ░▓█  ▀█▓░██████▒▓█   ▓██▒▒ ▓███▀ ░▒██▒ █▄░▓█  ▀█▓░██░░██▓ ▒██▒░▒████▓ 
+    ░▒▓███▀▒░ ▒░▓  ░▒▒   ▓▒█░░ ░▒ ▒  ░▒ ▒▒ ▓▒░▒▓███▀▒░▓  ░ ▒▓ ░▒▓░ ▒▒▓  ▒ 
+    ▒░▒   ░ ░ ░ ▒  ░ ▒   ▒▒ ░  ░  ▒   ░ ░▒ ▒░▒░▒   ░  ▒ ░  ░▒ ░ ▒░ ░ ▒  ▒ 
+    ░    ░   ░ ░    ░   ▒   ░        ░ ░░ ░  ░    ░  ▒ ░  ░░   ░  ░ ░  ░ 
+    ░          ░  ░     ░  ░░ ░      ░  ░    ░       ░     ░        ░    
+        ░                  ░                     ░               ░      
+
+    [/red]"""
+    )
+    config.console.print(
+        f"             [white]{config.splash_line}[/white] | by [red]Lucas Antoniaci[/red]"
+    )
+
+    if config.about:
+        config.console.print(
+            """
+        Author: Lucas Antoniaci (p1ngul1n0)
+        Description: Blackbird is an OSINT tool that perform reverse search in username and emails.
+        About WhatsMyName Project: This tool search for accounts using data from the WhatsMyName project, which is an open-source tool developed by WebBreacher. WhatsMyName License: The WhatsMyName project is licensed under the Creative Commons Attribution-ShareAlike 4.0 International License (CC BY-SA 4.0). More details (https://github.com/WebBreacher/WhatsMyName)
+        """
+        )
+        sys.exit()
+
+    if config.stats:
+        if config.no_update:
+            config.console.print(":next_track_button:  Skipping update...")
+        else:
+            checkUpdates(config)
+        from modules.whatsmyname.list_operations import readList
+        from collections import Counter
+
+        data = readList("username", config)
+        sites = data["sites"]
+        cats = Counter(s["cat"] for s in sites)
+
+        from rich.table import Table
+        table = Table(title="Blackbird Site Coverage", header_style="bold white on magenta")
+        table.add_column("Category", style="cyan")
+        table.add_column("Sites", style="bold white", justify="right")
+        for cat, count in sorted(cats.items(), key=lambda x: -x[1]):
+            table.add_row(cat, str(count))
+        config.console.print(table)
+        config.console.print(f"\n[bold green]Total: {len(sites)} sites across {len(cats)} categories[/bold green]")
+        config.console.print(
+            "[dim]This list is pulled live from the WhatsMyName project and updates automatically"
+            " (unless --no-update is passed) — it's already tracking the largest actively"
+            " maintained public site list, rather than a fixed bundled one.[/dim]"
+        )
+        sys.exit()
+
+    if (
+        not config.username
+        and not config.email
+        and not config.username_file
+        and not config.email_file
+        and not config.setup_ai
+    ):
+        run_interactive_menu(config)
+    if not config.username and (config.permute or config.permuteall):
+        config.console.print("Permutations requires --username")
+        sys.exit()
+
+    if config.no_update:
+        config.console.print(":next_track_button:  Skipping update...")
+    else:
+        checkUpdates(config)
+
+    if config.ai:
+        config.console.print("[yellow1]:exclamation: By proceeding, you consent to share the found site names with Blackbird AI for analysis.[/yellow1] [Y/n]", end="")
+        confirm = input(" > ").strip().lower()
+
+        if confirm not in ["", "y"]:
+            config.console.print(":stop_sign:  Cancelled by user.")
+            sys.exit()
+
+        from modules.ai.key_manager import load_api_key_from_file
+        apikey = load_api_key_from_file(config)
+        if not apikey:
+            config.console.print(
+                ":x: No API Key found. Please run with --setup-ai to configure the API Key."
+            )
+            sys.exit()
+
+    if config.setup_ai:
+        config.console.print("[yellow1]:exclamation: By continuing, you acknowledge that your IP is registered for API key management and abuse prevention.[/yellow1] [Y/n]", end="")
+        confirm = input(" > ").strip().lower()
+
+        if confirm not in ["", "y"]:
+            config.console.print(":stop_sign:  Cancelled by user.")
+            sys.exit()
+
+        from modules.ai.key_manager import fetch_api_key_from_server
+        result = fetch_api_key_from_server(config)
+        if not result:
+            config.console.print(
+                ":x: Failed to fetch API Key. Please check your internet connection or try again later."
+            )
+        sys.exit()
+
+    if config.username_file:
+        if isFile(config.username_file):
+            config.username = getLinesFromFile(config.username_file)
+            config.console.print(
+                f':glasses: Successfully loaded {len(config.username)} usernames from "{config.username_file}"'
+            )
+        else:
+            config.console.print(f'❌ Could not read file "{config.username_file}"')
+            sys.exit()
+
+    if config.username:
+        if (config.permute or config.permuteall) and len(config.username) > 1:
+            elements = " ".join(config.username)
+            way = "all" if config.permuteall else "strict"
+            permute = Permute(config.username)
+            config.username = permute.gather(way)
+            config.console.print(
+                f":glasses: Successfully loaded {len(config.username)} usernames from permuting {elements}"
+            )
+        for user in config.username:
+            config.currentUser = user
+            if config.dump or config.csv or config.pdf or config.json:
+                createSaveDirectory(config)
+            verifyUsername(config.currentUser, config)
+            display_categorized_results(config.usernameFoundAccounts, config, config.currentUser)
+            if config.ai:
+                if len(config.usernameFoundAccounts) > 2:
+                    from modules.ai.client import send_prompt
+                    site_names = [account.get("name", "") for account in config.usernameFoundAccounts]
+                    if (site_names):
+                        prompt = ", ".join(site_names)
+
+                        data = send_prompt(prompt, config)
+
+                        if (data):
+                            config.ai_analysis = data
+                else:
+                    config.console.print(
+                        ":warning: Not enough accounts found for AI analysis. Skipping AI features."
+                    )
+
+            if config.csv and config.usernameFoundAccounts:
+                saveToCsv(config.usernameFoundAccounts, config)
+            if config.pdf and config.usernameFoundAccounts:
+                saveToPdf(config.usernameFoundAccounts, "username", config)
+            if config.json and config.usernameFoundAccounts:
+                saveToJson(config.usernameFoundAccounts, config)
+
+            config.currentUser = None
+            config.usernameFoundAccounts = None
+
+    if config.email_file:
+        if isFile(config.email_file):
+            config.email = getLinesFromFile(config.email_file)
+            config.console.print(
+                f':glasses: Successfully loaded {len(config.email)} emails from "{config.email_file}"'
+            )
+        else:
+            config.console.print(f'❌ Could not read file "{config.email_file}"')
+            sys.exit()
+
+    if config.email:
+        for email in config.email:
+            config.currentEmail = email
+            if config.dump or config.csv or config.pdf or config.json:
+                createSaveDirectory(config)
+            verifyEmail(email, config)
+            display_categorized_results(config.emailFoundAccounts, config, email)
+            if config.ai:
+                if len(config.emailFoundAccounts) > 2:
+                    from modules.ai.client import send_prompt
+                    site_names = [account.get("name", "") for account in config.emailFoundAccounts]
+                    if (site_names):
+                        prompt = ", ".join(site_names)
+                        
+                        data = send_prompt(prompt, config)
+
+                        if (data):
+                            config.ai_analysis = data
+                else:
+                    config.console.print(
+                        ":warning: Not enough accounts found for AI analysis. Skipping AI features."
+                    )
+
+            if config.csv and config.emailFoundAccounts:
+                saveToCsv(config.emailFoundAccounts, config)
+            if config.pdf and config.emailFoundAccounts:
+                saveToPdf(config.emailFoundAccounts, "email", config)
+            if config.json and config.emailFoundAccounts:
+                saveToJson(config.emailFoundAccounts, config)
+            config.currentEmail = None
+            config.emailFoundAccounts = None
diff --git a/data/email-data.json b/data/email-data.json
new file mode 100644
index 00000000..b5035b18
--- /dev/null
+++ b/data/email-data.json
@@ -0,0 +1,455 @@
+{
+    "authors": [
+        "Lucas 'p1ngul1n0' Antoniaci"
+    ],
+    "categories": [
+        "archived",
+        "art",
+        "blog",
+        "business",
+        "coding",
+        "dating",
+        "finance",
+        "gaming",
+        "health",
+        "hobby",
+        "images",
+        "misc",
+        "music",
+        "news",
+        "political",
+        "search",
+        "shopping",
+        "social",
+        "tech",
+        "video",
+        "xx NSFW xx"
+    ],
+    "sites": [
+        {
+            "name": "Gravatar",
+            "uri_check": "https://gravatar.com/{account}.json",
+            "data": null,
+            "method": "GET",
+            "headers": null,
+            "e_code": 200,
+            "e_string": "displayName",
+            "m_string": "User not found",
+            "m_code": 404,
+            "known": [],
+            "cat": "images",
+            "input_operation": "hash-sha256",
+            "metadata": [
+                {
+                    "schema": "JSON",
+                    "type": "Image",
+                    "name": "Avatar",
+                    "path": [
+                        "entry",
+                        0,
+                        "thumbnailUrl"
+                    ]
+                },
+                {
+                    "schema": "JSON",
+                    "type": "String",
+                    "name": "Name",
+                    "path": [
+                        "entry",
+                        0,
+                        "displayName"
+                    ]
+                },
+                {
+                    "schema": "JSON",
+                    "type": "String",
+                    "name": "Username",
+                    "path": [
+                        "entry",
+                        0,
+                        "preferredUsername"
+                    ]
+                },
+                {
+                    "schema": "JSON",
+                    "type": "String",
+                    "name": "About Me",
+                    "path": [
+                        "entry",
+                        0,
+                        "aboutMe"
+                    ]
+                },
+                {
+                    "schema": "JSON",
+                    "type": "String",
+                    "name": "Location",
+                    "path": [
+                        "entry",
+                        0,
+                        "currentLocation"
+                    ]
+                },
+                {
+                    "schema": "JSON",
+                    "type": "String",
+                    "name": "Job",
+                    "path": [
+                        "entry",
+                        0,
+                        "job_title"
+                    ]
+                },
+                {
+                    "schema": "JSON",
+                    "type": "String",
+                    "name": "Company",
+                    "path": [
+                        "entry",
+                        0,
+                        "company"
+                    ]
+                },
+                {
+                    "schema": "JSON",
+                    "type": "Array",
+                    "item-path": [
+                        "value"
+                    ],
+                    "name": "Contact",
+                    "path": [
+                        "entry",
+                        0,
+                        "contactInfo"
+                    ]
+                },
+                {
+                    "schema": "JSON",
+                    "type": "Array",
+                    "item-path": [
+                        "value"
+                    ],
+                    "name": "Emails",
+                    "path": [
+                        "entry",
+                        0,
+                        "emails"
+                    ]
+                },
+                {
+                    "schema": "JSON",
+                    "type": "Array",
+                    "item-path": [
+                        "url"
+                    ],
+                    "name": "Accounts",
+                    "path": [
+                        "entry",
+                        0,
+                        "accounts"
+                    ]
+                },
+                {
+                    "schema": "JSON",
+                    "type": "Array",
+                    "item-path": [
+                        "value"
+                    ],
+                    "name": "URLs",
+                    "path": [
+                        "entry",
+                        0,
+                        "urls"
+                    ]
+                }
+            ],
+            "pre_check": null
+        },
+        {
+            "name": "Adobe",
+            "uri_check": "https://auth.services.adobe.com/signin/v2/users/accounts",
+            "data": "{\"username\":\"{account}\",\"usernameType\":\"EMAIL\"}",
+            "method": "POST",
+            "headers": {
+                "X-Ims-Clientid": "homepage_milo",
+                "Content-Type": "application/json"
+            },
+            "e_code": 200,
+            "e_string": "authenticationMethods",
+            "m_string": "[]",
+            "m_code": 404,
+            "known": [],
+            "cat": "misc",
+            "input_operation": null,
+            "metadata": [
+                {
+                    "schema": "JSON",
+                    "type": "Image",
+                    "name": "Avatar",
+                    "path": [
+                        0,
+                        "images",
+                        "230"
+                    ]
+                }
+            ],
+            "pre_check": null
+        },
+        {
+            "name": "Duolingo",
+            "uri_check": "https://www.duolingo.com/2017-06-30/users?email={account}",
+            "data": null,
+            "method": "GET",
+            "headers": null,
+            "e_code": 200,
+            "e_string": "username",
+            "m_string": "{\"users\":[]}",
+            "m_code": 404,
+            "known": [],
+            "cat": "hobby",
+            "input_operation": null,
+            "metadata": null,
+            "pre_check": null
+        },
+        {
+            "name": "Chess.com",
+            "uri_check": "https://www.chess.com/callback/email/available?email={account}",
+            "data": null,
+            "method": "GET",
+            "headers": null,
+            "e_code": 226,
+            "e_string": "Email In Use",
+            "m_string": "Email Available",
+            "m_code": 404,
+            "known": [],
+            "cat": "gaming",
+            "input_operation": null,
+            "metadata": null,
+            "pre_check": null
+        },
+        {
+            "name": "Notion",
+            "uri_check": "https://www.notion.so/api/v3/getLoginOptions",
+            "data": "{\"email\":\"{account}\"}",
+            "method": "POST",
+            "headers": {
+                "Content-Type": "application/json"
+            },
+            "e_code": 200,
+            "e_string": "\"hasAccount\":true",
+            "m_string": "\"hasAccount\":false",
+            "m_code": 404,
+            "known": [],
+            "cat": "misc",
+            "input_operation": null,
+            "metadata": null,
+            "pre_check": null
+        },
+        {
+            "name": "Spotify",
+            "uri_check": "https://spclient.wg.spotify.com/signup/public/v1/account?validate=1&email={account}",
+            "data": null,
+            "method": "GET",
+            "headers": null,
+            "e_code": 200,
+            "e_string": "\"status\":20",
+            "m_string": "\"status\":1",
+            "m_code": 404,
+            "known": [],
+            "cat": "music",
+            "input_operation": null,
+            "metadata": null,
+            "pre_check": null
+        },
+        {
+            "name": "Strava",
+            "uri_check": "https://www.strava.com/athletes/email_unique?email={account}",
+            "data": null,
+            "method": "GET",
+            "headers": null,
+            "e_code": 200,
+            "e_string": "false",
+            "m_string": "true",
+            "m_code": 404,
+            "known": [],
+            "cat": "music",
+            "input_operation": null,
+            "metadata": null,
+            "pre_check": null
+        },
+        {
+            "name": "Twitter",
+            "uri_check": "https://api.twitter.com/i/users/email_available.json?email={account}",
+            "data": null,
+            "method": "GET",
+            "headers": null,
+            "e_code": 200,
+            "e_string": "\"taken\":true",
+            "m_string": "\"taken\":false",
+            "m_code": 404,
+            "known": [],
+            "cat": "music",
+            "input_operation": null,
+            "metadata": null,
+            "pre_check": null
+        },
+        {
+            "name": "NetShoes",
+            "uri_check": "https://www.netshoes.com.br/auth/account/exists/{account}",
+            "data": null,
+            "headers": null,
+            "method": "GET",
+            "e_code": 200,
+            "e_string": "\"exists\":true",
+            "m_string": "\"email\"",
+            "m_code": 404,
+            "known": [],
+            "cat": "shopping",
+            "input_operation": null,
+            "metadata": null,
+            "pre_check": null
+        },
+        {
+            "name": "OLX",
+            "uri_check": "https://apigw.olx.com.br/v0/user/login/check_email",
+            "data": "{\"email\":\"{account}\"}",
+            "method": "POST",
+            "headers": {
+                "Content-Type": "application/json",
+                "X-Olx-Team-Key": "5XzjuCgmYE7qMlYpsLZbTvm98ik4CS4a"
+            },
+            "e_code": 200,
+            "e_string": "EMAIL",
+            "m_string": "ACCOUNT_NOT_FOUND",
+            "m_code": 401,
+            "known": [],
+            "cat": "shopping",
+            "input_operation": null,
+            "metadata": null,
+            "pre_check": null
+        },
+        {
+            "name": "Milanuncios",
+            "uri_check": "https://userprofiles.gw.milanuncios.com/api/v2/users",
+            "data": "{\"name\":\"SAsASA\",\"password\":\"1234561\",\"email\":\"{account}\",\"isConsentApproved\":\"true\",\"sellerType\":\"PRIVATE\",\"role\":\"USER\"}",
+            "method": "POST",
+            "headers": {
+                "Content-Type": "application/json"
+            },
+            "e_code": 409,
+            "e_string": "user-profiles.email-already-exists",
+            "m_string": "user-profiles.invalid-password",
+            "m_code": 400,
+            "known": [],
+            "cat": "shopping",
+            "input_operation": null,
+            "metadata": null,
+            "pre_check": null
+        },
+        {
+            "name": "El Mundo",
+            "uri_check": "https://seguro.elmundo.es/ueregistro/v2/usuarios/registro",
+            "data": "{\"email\":\"{account}\",\"pass\":\"11\",\"portal\":8,\"aceptaCondicionesLegales\":true,\"aceptaEsMayorDeDieciseis\":true,\"comunicacionesComerciales\":[],\"rid\":null,\"csp\":null,\"urlOrigen\":\"\",\"movil\":\"\",\"aceptaSuscripcionClub\":false,\"pianoTrackingId\":null}",
+            "method": "POST",
+            "headers": {
+                "Content-Type": "application/json"
+            },
+            "e_code": 400,
+            "e_string": "\"codigo\":\"176\"",
+            "m_string": "\"codigo\":\"001\"",
+            "m_code": 404,
+            "known": [],
+            "cat": "shopping",
+            "input_operation": null,
+            "metadata": null,
+            "pre_check": null
+        },
+        {
+            "name": "Xvideos",
+            "uri_check": "https://www.xvideos.com/account/checkemail?email={account}",
+            "data": "email={account}",
+            "method": "POST",
+            "headers": null,
+            "e_code": 200,
+            "e_string": "\"result\":false",
+            "m_string": "\"result\":true",
+            "m_code": 404,
+            "known": [],
+            "cat": "xx NSFW xx",
+            "input_operation": null,
+            "metadata": null,
+            "pre_check": null
+        },
+        {
+            "name": "Picsart",
+            "uri_check": "https://api.picsart.com/users/email/existence?email_encoded=0&emails={account}",
+            "data": null,
+            "method": "GET",
+            "headers": null,
+            "e_code": 200,
+            "e_string": "\"response\":[\"",
+            "m_string": "\"registration_flow\"",
+            "m_code": 404,
+            "known": [],
+            "cat": "art",
+            "input_operation": null,
+            "metadata": null,
+            "pre_check": null
+        },
+        {
+            "name": "Eventbrite",
+            "uri_check": "https://www.eventbrite.com/api/v3/users/lookup/",
+            "data": "{\"email\":\"{account}\",\"source_user_id\":\"\",\"source_provider\":\"\"}",
+            "method": "POST",
+            "headers": {
+                "Cookie": "csrftoken={csrftoken_value}",
+                "X-Csrftoken": "{csrftoken_value}",
+                "Referer": "https://www.eventbrite.com/",
+                "Content-Type": "application/json"
+            },
+            "e_code": 200,
+            "e_string": "\"exists\":true",
+            "m_string": "\"exists\":false",
+            "m_code": 404,
+            "known": [],
+            "cat": "social",
+            "input_operation": null,
+            "metadata": [
+                {
+                    "schema": "JSON",
+                    "type": "String",
+                    "name": "User ID",
+                    "path": [
+                        "user_id"
+                    ]
+                }
+            ],
+            "pre_check": {
+                "type": "cookie",
+                "endpoint": "https://www.eventbrite.com/",
+                "method": "GET",
+                "headers": null,
+                "data": null,
+                "cookie_name": "csrftoken"
+            }
+        },
+        {
+            "name": "Imageshack",
+            "uri_check": "https://imageshack.com/rest_api/v2/user",
+            "data": "email={account}&username=user&password=1&set_cookies=true",
+            "method": "POST",
+            "headers": {
+                "Content-Type": "application/x-www-form-urlencoded; charset=UTF-8"
+            },
+            "e_code": 400,
+            "e_string": "\"error_code\":30",
+            "m_string": "\"error_code\":29",
+            "m_code": 404,
+            "known": [],
+            "cat": "images",
+            "input_operation": null,
+            "metadata": null,
+            "pre_check": null
+        }
+    ]
+}
\ No newline at end of file
diff --git a/data/useragents.txt b/data/useragents.txt
new file mode 100644
index 00000000..858b6393
--- /dev/null
+++ b/data/useragents.txt
@@ -0,0 +1,1000 @@
+Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Ubuntu Chromium/37.0.2062.94 Chrome/37.0.2062.94 Safari/537.36
+Mozilla/5.0 (Windows NT 6.1; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/45.0.2454.85 Safari/537.36
+Mozilla/5.0 (Windows NT 6.1; WOW64; Trident/7.0; rv:11.0) like Gecko
+Mozilla/5.0 (Windows NT 6.1; WOW64; rv:40.0) Gecko/20100101 Firefox/40.0
+Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_5) AppleWebKit/600.8.9 (KHTML, like Gecko) Version/8.0.8 Safari/600.8.9
+Mozilla/5.0 (iPad; CPU OS 8_4_1 like Mac OS X) AppleWebKit/600.1.4 (KHTML, like Gecko) Version/8.0 Mobile/12H321 Safari/600.1.4
+Mozilla/5.0 (Windows NT 6.3; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/45.0.2454.85 Safari/537.36
+Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/45.0.2454.85 Safari/537.36
+Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/42.0.2311.135 Safari/537.36 Edge/12.10240
+Mozilla/5.0 (Windows NT 6.3; WOW64; rv:40.0) Gecko/20100101 Firefox/40.0
+Mozilla/5.0 (Windows NT 6.3; WOW64; Trident/7.0; rv:11.0) like Gecko
+Mozilla/5.0 (Windows NT 6.1) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/45.0.2454.85 Safari/537.36
+Mozilla/5.0 (Windows NT 6.1; Trident/7.0; rv:11.0) like Gecko
+Mozilla/5.0 (Windows NT 10.0; WOW64; rv:40.0) Gecko/20100101 Firefox/40.0
+Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_4) AppleWebKit/600.7.12 (KHTML, like Gecko) Version/8.0.7 Safari/600.7.12
+Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_5) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/45.0.2454.85 Safari/537.36
+Mozilla/5.0 (Macintosh; Intel Mac OS X 10.10; rv:40.0) Gecko/20100101 Firefox/40.0
+Mozilla/5.0 (Macintosh; Intel Mac OS X 10_9_5) AppleWebKit/600.8.9 (KHTML, like Gecko) Version/7.1.8 Safari/537.85.17
+Mozilla/5.0 (iPad; CPU OS 8_4 like Mac OS X) AppleWebKit/600.1.4 (KHTML, like Gecko) Version/8.0 Mobile/12H143 Safari/600.1.4
+Mozilla/5.0 (iPad; CPU OS 8_3 like Mac OS X) AppleWebKit/600.1.4 (KHTML, like Gecko) Version/8.0 Mobile/12F69 Safari/600.1.4
+Mozilla/5.0 (Windows NT 6.1; rv:40.0) Gecko/20100101 Firefox/40.0
+Mozilla/5.0 (compatible; MSIE 10.0; Windows NT 6.1; WOW64; Trident/6.0)
+Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; WOW64; Trident/5.0)
+Mozilla/5.0 (Windows NT 6.3; WOW64; Trident/7.0; Touch; rv:11.0) like Gecko
+Mozilla/5.0 (Windows NT 5.1; rv:40.0) Gecko/20100101 Firefox/40.0
+Mozilla/5.0 (Windows NT 5.1) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/45.0.2454.85 Safari/537.36
+Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_3) AppleWebKit/600.6.3 (KHTML, like Gecko) Version/8.0.6 Safari/600.6.3
+Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_3) AppleWebKit/600.5.17 (KHTML, like Gecko) Version/8.0.5 Safari/600.5.17
+Mozilla/5.0 (Windows NT 6.1; WOW64; rv:38.0) Gecko/20100101 Firefox/38.0
+Mozilla/5.0 (Windows NT 6.1; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/44.0.2403.157 Safari/537.36
+Mozilla/5.0 (iPhone; CPU iPhone OS 8_4_1 like Mac OS X) AppleWebKit/600.1.4 (KHTML, like Gecko) Version/8.0 Mobile/12H321 Safari/600.1.4
+Mozilla/5.0 (Windows NT 10.0; WOW64; Trident/7.0; rv:11.0) like Gecko
+Mozilla/5.0 (iPad; CPU OS 7_1_2 like Mac OS X) AppleWebKit/537.51.2 (KHTML, like Gecko) Version/7.0 Mobile/11D257 Safari/9537.53
+Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; Trident/5.0)
+Mozilla/5.0 (Macintosh; Intel Mac OS X 10_9_5) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/45.0.2454.85 Safari/537.36
+Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_4) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/45.0.2454.85 Safari/537.36
+Mozilla/5.0 (Macintosh; Intel Mac OS X 10.9; rv:40.0) Gecko/20100101 Firefox/40.0
+Mozilla/5.0 (compatible; MSIE 10.0; Windows NT 6.1; Trident/6.0)
+Mozilla/5.0 (Windows NT 6.0) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/45.0.2454.85 Safari/537.36
+Mozilla/5.0 (Windows NT 6.3; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/44.0.2403.157 Safari/537.36
+Mozilla/5.0 (X11; CrOS x86_64 7077.134.0) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/44.0.2403.156 Safari/537.36
+Mozilla/5.0 (Macintosh; Intel Mac OS X 10_9_5) AppleWebKit/600.7.12 (KHTML, like Gecko) Version/7.1.7 Safari/537.85.16
+Mozilla/5.0 (Windows NT 6.0; rv:40.0) Gecko/20100101 Firefox/40.0
+Mozilla/5.0 (Macintosh; Intel Mac OS X 10.6; rv:40.0) Gecko/20100101 Firefox/40.0
+Mozilla/5.0 (iPad; CPU OS 8_1_3 like Mac OS X) AppleWebKit/600.1.4 (KHTML, like Gecko) Version/8.0 Mobile/12B466 Safari/600.1.4
+Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_2) AppleWebKit/600.3.18 (KHTML, like Gecko) Version/8.0.3 Safari/600.3.18
+Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_3) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/45.0.2454.85 Safari/537.36
+Mozilla/5.0 (Windows NT 6.2; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/45.0.2454.85 Safari/537.36
+Mozilla/5.0 (Windows NT 6.1; Win64; x64; Trident/7.0; rv:11.0) like Gecko
+Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_5) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/44.0.2403.157 Safari/537.36
+Mozilla/5.0 (iPad; CPU OS 8_1_2 like Mac OS X) AppleWebKit/600.1.4 (KHTML, like Gecko) Version/8.0 Mobile/12B440 Safari/600.1.4
+Mozilla/5.0 (Linux; U; Android 4.0.3; en-us; KFTT Build/IML74K) AppleWebKit/537.36 (KHTML, like Gecko) Silk/3.68 like Chrome/39.0.2171.93 Safari/537.36
+Mozilla/5.0 (iPad; CPU OS 8_2 like Mac OS X) AppleWebKit/600.1.4 (KHTML, like Gecko) Version/8.0 Mobile/12D508 Safari/600.1.4
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diff --git a/data/wmn-metadata.json b/data/wmn-metadata.json
new file mode 100644
index 00000000..9a280494
--- /dev/null
+++ b/data/wmn-metadata.json
@@ -0,0 +1,164 @@
+{
+    "sites": {
+        "TikTok": [
+            {
+                "schema": "JSON",
+                "type": "String",
+                "name": "Name",
+                "path": [
+                    "author_name"
+                ]
+            }
+        ],
+        "Gravatar": [
+            {
+                "schema": "JSON",
+                "type": "Image",
+                "name": "Avatar",
+                "path": [
+                    "entry",
+                    0,
+                    "thumbnailUrl"
+                ]
+            },
+            {
+                "schema": "JSON",
+                "type": "String",
+                "name": "Name",
+                "path": [
+                    "entry",
+                    0,
+                    "displayName"
+                ]
+            },
+            {
+                "schema": "JSON",
+                "type": "String",
+                "name": "Location",
+                "path": [
+                    "entry",
+                    0,
+                    "currentLocation"
+                ]
+            },
+            {
+                "schema": "JSON",
+                "type": "Array",
+                "item-path": [
+                    "value"
+                ],
+                "name": "Contact",
+                "path": [
+                    "entry",
+                    0,
+                    "emails"
+                ]
+            }
+        ],
+        "Duolingo": [
+            {
+                "schema": "JSON",
+                "type": "Image",
+                "name": "Avatar",
+                "prefix": "https:",
+                "path": [
+                    "users",
+                    0,
+                    "picture"
+                ]
+            },
+            {
+                "schema": "JSON",
+                "type": "String",
+                "name": "Name",
+                "path": [
+                    "users",
+                    0,
+                    "name"
+                ]
+            },
+            {
+                "schema": "JSON",
+                "type": "String",
+                "name": "Bio",
+                "path": [
+                    "users",
+                    0,
+                    "bio"
+                ]
+            },
+            {
+                "schema": "JSON",
+                "type": "Array",
+                "item-path": [
+                    "title"
+                ],
+                "name": "Courses",
+                "path": [
+                    "users",
+                    0,
+                    "courses"
+                ]
+            }
+        ],
+        "Instagram": [
+            {
+                "schema": "HTML",
+                "type": "Image",
+                "name": "Avatar",
+                "path": "<img[^>]+src=\"([^\"]+)\""
+            },
+            {
+                "schema": "HTML",
+                "type": "String",
+                "name": "Name",
+                "path": "<h2 class=\"profile-name-bottom\">([^<]+)</h2>"
+            },
+            {
+                "schema": "HTML",
+                "type": "String",
+                "name": "Bio",
+                "path": "<div class=\"profile-description\">([^<]+)</div>"
+            }
+        ],
+        "Twitter": [
+            {
+                "schema": "HTML",
+                "type": "Image",
+                "name": "Avatar",
+                "prefix": "https://nitter.privacydev.net",
+                "path": "<a[^>]*class=\"profile-card-avatar\"[^>]*><img[^>]+src=\"([^\"]+)\""
+            },
+            {
+                "schema": "HTML",
+                "type": "String",
+                "name": "Name",
+                "path": "<a[^>]*class=\"profile-card-fullname\"[^>]*>([^<]+)"
+            },
+            {
+                "schema": "HTML",
+                "type": "String",
+                "name": "Bio",
+                "path": "<div class=\"profile-bio\">([^<]+)</div>"
+            }
+        ],
+        "StreamElements": [
+            {
+                "schema": "JSON",
+                "type": "Image",
+                "name": "Avatar",
+                "path": [
+                    "avatar"
+                ]
+            },
+            {
+                "schema": "JSON",
+                "type": "String",
+                "name": "Name",
+                "path": [
+                    "displayName"
+                ]
+            }
+        ]
+    }
+}
\ No newline at end of file
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diff --git a/docs/LICENSE b/docs/LICENSE
new file mode 100644
index 00000000..f288702d
--- /dev/null
+++ b/docs/LICENSE
@@ -0,0 +1,674 @@
+                    GNU GENERAL PUBLIC LICENSE
+                       Version 3, 29 June 2007
+
+ Copyright (C) 2007 Free Software Foundation, Inc. <https://fsf.org/>
+ Everyone is permitted to copy and distribute verbatim copies
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diff --git a/docs/README.md b/docs/README.md
new file mode 100644
index 00000000..f2bc2c69
--- /dev/null
+++ b/docs/README.md
@@ -0,0 +1,34 @@
+# Blackbird
+
+<figure><img src=".gitbook/assets/ai-demo.png" alt=""><figcaption></figcaption></figure>
+
+## What is it?
+
+**Blackbird** is a powerful Open Source Intelligence (OSINT) tool designed for fast and thorough searches of user accounts by **username or email** across a wide range of online platforms.
+
+While built with OSINT in mind, Blackbird goes beyond simple account discovery — offering flexibility, customization, and **free AI-driven analysis** to support modern digital investigations and profiling.
+
+#### Key Features:
+
+* **Free AI-Powered Insights**\
+  Includes built-in access to an **AI analysis API**, free to use with daily limits. The AI interprets the discovered platforms to generate behavioral and technical summaries — no personal data is shared.
+* **Metadata Extraction**: Automatically extracts key details from discovered profiles, such as names, locations, images, and other public information.
+* **WhatsMyName Integration**: Seamlessly integrates with [WhatsMyName](https://github.com/WebBreacher/WhatsMyName) for enhanced search capabilities.
+* **Export Options**: Found accounts can be exported in PDF, CSV, or HTTP response formats, providing flexibility in data handling.
+* **Customizable Filters**: Use the `--filter` argument to tailor searches by specifying property names and desired values.
+
+#### Practical Applications:
+
+* **Digital Investigations**: Ideal for cybersecurity professionals conducting thorough investigations.
+* **Social Media Research**: Useful for identifying user accounts across multiple social media platforms.
+* **Compliance and Verification**: Assists in verifying user information for compliance purposes.
+* **Data Collection and Analysis**: Facilitates comprehensive data collection and analysis for various research purposes.
+
+### Project Developer
+
+[Lucas Antoniaci](https://www.linkedin.com/in/lucas-antoniaci/) [![Brazil](https://raw.githubusercontent.com/stevenrskelton/flag-icon/master/png/16/country-4x3/br.png)](https://raw.githubusercontent.com/stevenrskelton/flag-icon/master/png/16/country-4x3/br.png)
+
+### Sponsors
+
+<figure><img src=".gitbook/assets/digitalocean.svg" alt=""><figcaption></figcaption></figure>
+
diff --git a/docs/SUMMARY.md b/docs/SUMMARY.md
new file mode 100644
index 00000000..1bb0dc94
--- /dev/null
+++ b/docs/SUMMARY.md
@@ -0,0 +1,8 @@
+# Table of contents
+
+* [Blackbird](README.md)
+* [▶️ Getting Started](getting-started.md)
+* [🔍 Basic Usage](basic-usage.md)
+* [✨ AI](ai.md)
+* [🕵️ Advanced Usage](advanced-usage.md)
+* [🧐 Use Cases](use-cases.md)
diff --git a/docs/advanced-usage.md b/docs/advanced-usage.md
new file mode 100644
index 00000000..4b19b0b0
--- /dev/null
+++ b/docs/advanced-usage.md
@@ -0,0 +1,203 @@
+# 🕵️ Advanced Usage
+
+### Verbose
+
+Verbose mode provides more detailed information during the tool's execution.
+
+```bash
+python blackbird.py --username username1 --verbose
+```
+
+### Filter
+
+The `filter` command allows you to filter the sites to be searched based on various conditions. You can use a variety of operators and logical connectors to create complex filter expressions.
+
+```bash
+python blackbird.py --filter "name~Mastodon and cat=social or e_code<=200" --username crash 
+```
+
+Check below for details to create your own filter search.
+
+<details>
+
+<summary>Properties</summary>
+
+* `name` Name of the site being checked.
+* `cat` Category of the site.
+* `uri_check` The URL used to check for the existence of an account.
+* `e_code` Expected HTTP status code when an account exists.
+* `e_string` A string expected in the response when an account exists.
+* `m_string` A string expected in the response when an account does not exist.
+* `m_code` Expected HTTP status code when an account does not exist.
+
+</details>
+
+<details>
+
+<summary>Operators</summary>
+
+* `=` Equal to
+* `~` Contains
+* `>` Greater than
+* `<` Less than
+* `>=` Greater than or equal to
+* `<=` Less than or equal to
+* `!=` Not equal to
+
+</details>
+
+<details>
+
+<summary>Examples</summary>
+
+**Filter by Name Contains "Mastodon"**
+
+```bash
+python blackbird.py --filter "name~Mastodon" --username crash 
+```
+
+**Filter by Existent Code Greater Than 200**
+
+```bash
+python blackbird.py --filter "e_code>200" --username crash 
+```
+
+**Filter by Category Equals "social" and URI Contains "101010"**
+
+```bash
+python blackbird.py --filter "cat=social and uri_check~101010" --username crash 
+```
+
+**Filter by Error String Equals "@101010.pl" or Innexistent Code Less Than or Equal to 404**
+
+```bash
+python blackbird.py --filter "e_string=@101010.pl or m_code<=404" --username crash 
+```
+
+</details>
+
+### Enhanced Instagram Account Metadata Extraction
+
+The tool is able to extract additional, such as **obfuscated email and phone number information**. To take advantage of the enhanced Instagram account metadata extraction functionality, you need to set the `INSTAGRAM_SESSION_ID` in your `.env` file.
+
+<details>
+
+<summary>Steps to Acquire <code>INSTAGRAM_SESSION_ID</code>:</summary>
+
+* **Log in to Instagram:**
+  * Use your preferred web browser to log in to your Instagram account.
+* **Open Developer Tools:**
+  * Open the browser's developer tools. This is usually accessible by pressing `F12` or right-clicking on the page and selecting "Inspect".
+* **Navigate to Cookies:**
+  * In the developer tools, navigate to the "Application" tab.
+  * Under "Storage," click on "Cookies" and then select the Instagram domain (e.g., `instagram.com`).
+* **Find the `sessionid` Cookie:**
+  * Locate the cookie named `sessionid` in the list of cookies.
+* **Copy the `sessionid` Value:**
+  * Copy the value of the `sessionid` cookie. This value is your `INSTAGRAM_SESSION_ID`.
+*   **Set the `INSTAGRAM_SESSION_ID` in `.env`:**
+
+    * Open your `.env` file (create one if it doesn't exist) in the root directory of your project.
+    * Add the following line, replacing `your_session_id_here` with the value you copied:
+
+    ```env
+    INSTAGRAM_SESSION_ID=your_session_id_here
+    ```
+
+</details>
+
+### Permute
+
+If you\`re stuck in your investigation, you can use `--permute` to generate variations of a given username.&#x20;
+
+```bash
+python blackbird.py --username balestek 86 --permute
+```
+
+This will generate a list of 12 combinations:
+
+<details>
+
+<summary><code>--permute</code> Combinations</summary>
+
+```
+balestek86
+_balestek86
+balestek86_
+balestek_86
+balestek-86
+balestek.86
+86balestek
+_86balestek
+86balestek_
+86_balestek
+86-balestek
+86.balestek
+```
+
+
+
+</details>
+
+You can go even further and use `--permuteall` to generate more variations.
+
+<details>
+
+<summary><code>--permuteall</code> Combinations</summary>
+
+```
+balestek
+_balestek
+balestek_ 
+86
+_86
+86_
+balestek86
+_balestek86
+balestek86_
+balestek_86
+balestek-86
+balestek.86
+86balestek
+_86balestek
+86balestek_
+86_balestek
+86-balestek
+86.balestek
+```
+
+
+
+</details>
+
+### No NSFW
+
+If you wish to exclude NSFW sites from the search, simply use the `--no-nsfw` argument.
+
+```bash
+python blackbird.py --username username1 --no-nsfw
+```
+
+### Proxy
+
+Use the `--proxy` argument to route all HTTP requests through a proxy.
+
+```bash
+python blackbird.py --username username1 --proxy "http://myproxy:9090"
+```
+
+### Timeout
+
+To modify the server response timeout, use the `--timeout` argument followed by the desired timeout duration in seconds.
+
+```bash
+python blackbird.py --username username1 --timeout 30
+```
+
+### No Update
+
+Use the `--no-update` argument to instruct the tool not to check for updates in the WhatsMyName list.
+
+```bash
+python blackbird.py --username username1 --no-update
+```
diff --git a/docs/ai.md b/docs/ai.md
new file mode 100644
index 00000000..e86c9690
--- /dev/null
+++ b/docs/ai.md
@@ -0,0 +1,51 @@
+# ✨ AI
+
+<figure><img src=".gitbook/assets/ai-demo.png" alt=""><figcaption></figcaption></figure>
+
+Blackbird supports AI analysis to generate behavioral insights based on the sites where a username or email is found.
+
+### 🔧 Setup
+
+To enable AI analysis:
+
+1. Generate an API key:
+
+```bash
+python blackbird.py --setup-ai
+```
+
+> The API key is stored locally in a file named `.ai_key.json`.
+
+2. Run a search with the `--ai` flag:
+
+```bash
+python blackbird.py --username johndoe --ai
+```
+
+### 📄 Export
+
+AI-generated summaries are also included in the exported PDF reports.
+
+<figure><img src=".gitbook/assets/ai-pdf.png" alt="" width="515"><figcaption></figcaption></figure>
+
+### 📊 Rate Limits and Quotas
+
+AI usage is **free** but subject to a daily quota.\
+Each user can run a limited number of AI-enhanced searches per day. Once the limit is reached, access is temporarily restricted to prevent abuse and ensure fair usage for all users.
+
+### 🔐 Privacy and Data Handling
+
+Blackbird does **not** send any personal or sensitive information to the AI API.\
+Only the **names of the discovered sites** are transmitted for analysis.\
+No data is stored or retained after the response is generated.
+
+#### Example of data sent to the AI API:
+
+```json
+{"prompt": "DigitalOcean, X, Reddit"}
+```
+
+### 💬 Questions and Suggestions
+
+If you have suggestions, feedback, or questions about the AI API, feel free to [open an issue](https://github.com/p1ngul1n0/blackbird/issues) on the GitHub repository.
+
diff --git a/docs/basic-usage.md b/docs/basic-usage.md
new file mode 100644
index 00000000..3a6f3bd6
--- /dev/null
+++ b/docs/basic-usage.md
@@ -0,0 +1,63 @@
+# 🔍 Basic Usage
+
+{% hint style="warning" %}
+Blackbird can make mistakes. Consider checking the information.
+{% endhint %}
+
+### 👤 Username Reverse Search
+
+```bash
+python blackbird.py --username username1
+```
+
+```bash
+python blackbird.py --username username1 username2 username3
+```
+
+```bash
+python blackbird.py --username-file usernames.txt
+```
+
+### 📧 Email Reverse Search
+
+```bash
+python blackbird.py --email email1@email
+```
+
+```bash
+python blackbird.py --email email1@email email2@email email3@email
+```
+
+```bash
+python blackbird.py --email-file emails.txt
+```
+
+### 📁 Export
+
+#### PDF
+
+```bash
+python blackbird.py --username p1ngul1n0 --pdf
+```
+
+<figure><img src=".gitbook/assets/pdf-full.png" alt=""><figcaption></figcaption></figure>
+
+#### CSV
+
+```
+python blackbird.py --username username1 --csv
+```
+
+#### JSON
+
+```
+python blackbird.py --username username1 --json
+```
+
+#### DUMP
+
+Dump all found account HTTP responses.
+
+```
+python blackbird.py --username username1 --dump
+```
diff --git a/docs/getting-started.md b/docs/getting-started.md
new file mode 100644
index 00000000..94024706
--- /dev/null
+++ b/docs/getting-started.md
@@ -0,0 +1,22 @@
+# ▶️ Getting Started
+
+{% hint style="info" %}
+Python3 or above is required
+{% endhint %}
+
+### Setup
+
+#### **Clone the repository**
+
+```bash
+git clone https://github.com/p1ngul1n0/blackbird
+cd blackbird
+```
+
+#### **Install requirements**
+
+```bash
+pip install -r requirements.txt
+```
+
+#### ✅ **You're good to go!**
diff --git a/docs/use-cases.md b/docs/use-cases.md
new file mode 100644
index 00000000..c6d6796e
--- /dev/null
+++ b/docs/use-cases.md
@@ -0,0 +1,39 @@
+# 🧐 Use Cases
+
+Here you can find several use cases for Blackbird, demonstrating how it can be applied in real-world scenarios.
+
+### Reverse search multiple emails and usernames
+
+```bash
+python blackbird.py --username username1 username2 username3 --email email@email email1@email email2@email
+```
+
+### Reverse search multiple emails and usernames and export to PDF and CSV
+
+```bash
+python blackbird.py --pdf --csv --username username1 username2 username3 --email email@email.com email1@email.com email2@email.com
+```
+
+### Reverse search a username on Instagram to obtain obfuscated email and phone number
+
+```bash
+python blackbird.py --username username1 --filter "name=Instagram"
+```
+
+### Reverse search email and save HTTP response data for later analysis
+
+```bash
+python blackbird.py --email john@gmail.com --dump
+```
+
+### Reverse search username in social anime sites
+
+```bash
+python blackbird.py --username username1 --filter "uri_check~anime and cat=social"
+```
+
+### Reverse search list of usernames in TikTok
+
+```bash
+python blackbird.py --uf usernames.txt --filter "name=TikTok"
+```
diff --git a/requirements.txt b/requirements.txt
new file mode 100644
index 00000000..a0276615
--- /dev/null
+++ b/requirements.txt
@@ -0,0 +1,21 @@
+aiohappyeyeballs==2.6.1
+aiohttp==3.12.13
+aiosignal==1.3.2
+attrs==25.3.0
+certifi==2025.6.15
+chardet==5.2.0
+charset-normalizer==3.4.2
+frozenlist==1.7.0
+idna==3.10
+markdown-it-py==3.0.0
+mdurl==0.1.2
+multidict==6.6.2
+pillow==11.3.0
+propcache==0.3.2
+Pygments==2.19.2
+python-dotenv==1.1.1
+reportlab==4.4.2
+requests==2.32.4
+rich==14.0.0
+urllib3==2.5.0
+yarl==1.20.1
diff --git a/src/__init__.py b/src/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/src/config.py b/src/config.py
new file mode 100644
index 00000000..88b069e7
--- /dev/null
+++ b/src/config.py
@@ -0,0 +1,39 @@
+import os
+
+# List directory
+LIST_DIRECTORY = "data"
+
+# Username List
+USERNAME_LIST_URL = (
+    "https://raw.githubusercontent.com/WebBreacher/WhatsMyName/main/wmn-data.json"
+)
+USERNAME_LIST_FILENAME = "wmn-data.json"
+USERNAME_LIST_PATH = os.path.join(os.getcwd(), LIST_DIRECTORY, USERNAME_LIST_FILENAME)
+USERNAME_METADATA_LIST_FILENAME = "wmn-metadata.json"
+USERNAME_METADATA_LIST_PATH = os.path.join(
+    os.getcwd(), LIST_DIRECTORY, USERNAME_METADATA_LIST_FILENAME
+)
+
+# Email List
+EMAIL_LIST_FILENAME = "email-data.json"
+EMAIL_LIST_PATH = os.path.join(os.getcwd(), LIST_DIRECTORY, EMAIL_LIST_FILENAME)
+
+# Logs
+LOG_DIRECTORY = "logs"
+LOG_FILENAME = "blackbird.log"
+LOG_PATH = os.path.join(os.getcwd(), LOG_DIRECTORY, LOG_FILENAME)
+
+# Assets
+ASSETS_DIRECTORY = "assets"
+FONTS_DIRECTORY = "fonts"
+IMAGES_DIRECTORY = "img"
+
+
+# PDF
+FONT_REGULAR_FILE = "Montserrat-Regular.ttf"
+FONT_BOLD_FILE = "Montserrat-Bold.ttf"
+FONT_NAME_REGULAR = "Montserrat"
+FONT_NAME_BOLD = "Montserrat-Bold"
+
+aiModel = None
+ai_analysis = None
\ No newline at end of file
diff --git a/src/modules/ai/__init__.py b/src/modules/ai/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/src/modules/ai/client.py b/src/modules/ai/client.py
new file mode 100644
index 00000000..7b14cd1d
--- /dev/null
+++ b/src/modules/ai/client.py
@@ -0,0 +1,99 @@
+from utils.http_client import do_sync_request
+import time
+import sys
+from rich.text import Text
+import json
+from .key_manager import load_api_key_from_file
+from utils.log import logError
+
+def send_prompt(prompt, config):
+    config.console.print(f":sparkles: Analyzing with AI...")
+    apikey = load_api_key_from_file(config)
+    if not apikey:
+        config.console.print(":x: No API key found. Please obtain an API key first with --setup-ai")
+        return None
+    headers = {
+        "Content-Type": "application/json",
+        "User-Agent": "blackbird-cli",
+        "x-api-key": apikey
+    }
+    payload = {
+        "prompt": prompt
+    }
+
+    payload = json.dumps(payload)
+
+
+    try:
+        response = do_sync_request(
+            method="POST",
+            url=config.api_url + "/analyze",
+            config=config,
+            customHeaders=headers,
+            data=payload
+        )
+
+        if response is not None:
+            try:
+                data = response.json()
+            except json.JSONDecodeError:
+                data = None        
+
+        if response.status_code != 200 and data:
+            config.console.print(f":x: {data['message']}")
+            return None
+        
+        if response.status_code == 200 and data:
+
+            if data["success"]:
+                show_results(data, config)
+                return data["data"]["result"]
+        return None
+
+    except Exception as e:
+        config.console.print(f":x: Error sending prompt to API!")
+        logError(e, "Error sending prompt to API!", config)
+        return None
+
+def show_results(results, config):
+    ai_summary = results["data"]["result"]["summary"]
+    ai_categorization = results["data"]["result"]["categorization"]
+    ai_tags = results["data"]["result"]["tags"]
+    ai_risk_flags = results["data"]["result"]["risk_flags"]
+    ai_insights = results["data"]["result"]["insights"]
+    remaining_quota = results["data"]["remaining_quota"]
+
+    if ai_summary:
+        summary_lines = ai_summary.strip().split("\n")
+        type_block("Summary", summary_lines, config)
+
+    if ai_categorization:
+        type_block("Profile Type", [ai_categorization], config)
+
+    if ai_insights:
+        type_block("Insights", [f"- {insight}" for insight in ai_insights], config)
+
+    if ai_risk_flags:
+        type_block("Risk Flags", [f"- {flag}" for flag in ai_risk_flags], config)
+
+    if ai_tags:
+        tags_line = ", ".join(ai_tags)
+        type_block("Tags", [tags_line], config)
+
+    config.console.print(f"{remaining_quota} AI queries left for today")
+
+def type_line(line, delay=0.01):
+    text = Text.assemble(("> ", "cyan1"), (line, "default"))
+    for char in text.plain:
+        sys.stdout.write(char)
+        sys.stdout.flush()
+        time.sleep(delay)
+    sys.stdout.write("\n")
+    sys.stdout.flush()
+    time.sleep(0.05)
+
+def type_block(title, content_lines, config):
+    config.console.print(f"[[cyan1]{title}[/cyan1]]")
+    for line in content_lines:
+        type_line(f" {line}")
+    print()
\ No newline at end of file
diff --git a/src/modules/ai/key_manager.py b/src/modules/ai/key_manager.py
new file mode 100644
index 00000000..19387d72
--- /dev/null
+++ b/src/modules/ai/key_manager.py
@@ -0,0 +1,71 @@
+import os
+import json
+import requests
+from pathlib import Path
+from utils.log import logError
+from utils.http_client import do_sync_request
+import sys
+
+PROJECT_ROOT = Path(__file__).resolve().parents[3]
+KEY_PATH = PROJECT_ROOT / ".ai_key.json"
+
+def fetch_api_key_from_server(config):
+    try:
+        headers = {
+            "User-Agent": "blackbird-cli",
+        }
+        response = do_sync_request(
+            method="GET",
+            url=config.api_url + "/generate-key",
+            customHeaders=headers,
+            config=config,
+            data=None
+        )
+        
+        data = response.json()
+
+        if (data["success"]) and data["status"] == 200:
+            apikey =  data["data"]["api_key"]
+            config.console.print(f":white_check_mark: {data['message']}")
+            save_api_key_to_file(apikey, config)
+            return True
+            
+
+        if (data["status"] == 200 and not data["success"]):
+            config.console.print(f":closed_lock_with_key: {data['message']}")
+            if (data["data"] and "api_key" in data["data"]):
+                apikey = data["data"]["api_key"]
+                save_api_key_to_file(apikey, config)
+                return True
+        
+        if (data["status"] == 500):
+            config.console.print(f":x: {data['message']}")
+            return None
+            
+        return None
+    except Exception as e:
+        logError(e, "Error obtaining API Key", config)
+        return None
+
+def save_api_key_to_file(api_key, config):
+    try:
+        with open(KEY_PATH, "w") as f:
+            json.dump({"api_key": api_key}, f)
+        config.console.print(f":white_check_mark: API Key saved to {KEY_PATH}")
+    except Exception as e:
+        config.console.print(":x: Error saving API Key to file!")
+        logError(e, "Error saving API Key to file", None)
+
+def load_api_key_from_file(config):
+    if not KEY_PATH.exists():
+        return None
+    try:
+        with open(KEY_PATH, "r") as f:
+            data = json.load(f)
+            if config.verbose:
+                config.console.print(f":white_check_mark: API Key loaded from {KEY_PATH}")
+            return data.get("api_key")
+    except Exception as e:
+        config.console.print(f":x: Error loading API Key {KEY_PATH}")
+        logError(e, "Error loading API Key from file", None)
+        return None
\ No newline at end of file
diff --git a/src/modules/core/email.py b/src/modules/core/email.py
new file mode 100644
index 00000000..62b86ee6
--- /dev/null
+++ b/src/modules/core/email.py
@@ -0,0 +1,179 @@
+import os
+from pathlib import Path
+from rich.markup import escape
+import time
+import aiohttp
+import asyncio
+import sys
+
+sys.path.append(
+    os.path.abspath(os.path.join(os.path.dirname(__file__), "..", "..", "src"))
+)
+
+from ..utils.filter import filterFoundAccounts, applyFilters
+from ..utils.parse import extractMetadata
+from ..utils.http_client import do_async_request
+from ..whatsmyname.list_operations import readList
+from ..utils.input import processInput
+from ..utils.log import logError
+from ..export.dump import dumpContent
+from ..utils.precheck import perform_pre_check
+
+
+# Verify account existence based on list args
+async def checkSite(
+    site,
+    method,
+    url,
+    session,
+    semaphore,
+    config,
+    data=None,
+    headers=None,
+):
+    returnData = {
+        "name": site["name"],
+        "url": url,
+        "category": site["cat"],
+        "status": "NONE",
+        "metadata": None,
+    }
+    async with semaphore:
+        if site["pre_check"]:
+            authenticated_headers = perform_pre_check(
+                site["pre_check"], headers, config
+            )
+            headers = authenticated_headers
+            if headers == False:
+                returnData["status"] = "ERROR"
+                return returnData
+
+        response = await do_async_request(method, url, session, config, data, headers)
+        if response == None:
+            returnData["status"] = "ERROR"
+            return returnData
+        try:
+            if response:
+                if (site["e_string"] in response["content"]) and (
+                    site["e_code"] == response["status_code"]
+                ):
+                    if (site["m_string"] not in response["content"]) and (
+                        site["m_code"] != response["status_code"]
+                    ):
+                        returnData["status"] = "FOUND"
+                        config.console.print(
+                            rf"  ✔️  \[[cyan1]{site['name']}[/cyan1]] [bright_white]{response['url']}[/bright_white]"
+                        )
+                        if site["metadata"]:
+                            extractedMetadata = extractMetadata(
+                                site["metadata"], response, site["name"], config
+                            )
+                            extractedMetadata.sort(key=lambda x: x["name"])
+                            returnData["metadata"] = extractedMetadata
+                        # Save response content to a .HTML file
+                        if config.dump:
+                            path = os.path.join(
+                                config.saveDirectory, f"dump_{config.currentEmail}"
+                            )
+
+                            result = dumpContent(path, site, response, config)
+                            if result == True and config.verbose:
+                                config.console.print(
+                                    f"      💾  Saved HTML data from found account"
+                                )
+                else:
+                    returnData["status"] = "NOT-FOUND"
+                    if config.verbose:
+                        config.console.print(
+                            f"  ❌ [[blue]{site['name']}[/blue]] [bright_white]{response['url']}[/bright_white]"
+                        )
+                return returnData
+        except Exception as e:
+            logError(e, f"Coudn't check {site['name']} {url}", config)
+            return returnData
+
+
+# Control survey on list sites
+from rich.text import Text
+from rich.live import Live
+
+async def fetchResults(email, config):
+    data = readList("email", config)
+    originalEmail = email
+    async with aiohttp.ClientSession() as session:
+        tasks = []
+        semaphore = asyncio.Semaphore(config.max_concurrent_requests)
+        total_sites = len(config.email_sites)
+        completed = 0
+        results = []
+
+        def render():
+            percent = int((completed / total_sites) * 100)
+            return Text.from_markup(
+                f"🛰️  Enumerating accounts with email [cyan1]\"{originalEmail}\"[/cyan1] — [green1]{percent}%[/green1] ({completed}/{total_sites})"
+            )
+
+        async def wrappedCheck(site):
+            nonlocal completed
+            if site["input_operation"] is not None:
+                email_processed = processInput(originalEmail, site["input_operation"], config)
+            else:
+                email_processed = originalEmail
+
+            url = site["uri_check"].replace("{account}", email_processed)
+            data = site["data"].replace("{account}", email_processed) if site["data"] else None
+            headers = site["headers"] if site["headers"] else None
+
+            result = await checkSite(
+                site=site,
+                method=site["method"],
+                url=url,
+                session=session,
+                semaphore=semaphore,
+                config=config,
+                data=data,
+                headers=headers,
+            )
+            completed += 1
+            return result
+
+        tasks = [wrappedCheck(site) for site in config.email_sites]
+
+        with Live(render(), refresh_per_second=10, console=config.console) as live:
+            for coro in asyncio.as_completed(tasks):
+                result = await coro
+                results.append(result)
+                live.update(render())
+
+        return {"results": results, "email": originalEmail}
+
+
+
+# Start email check and presents results to user
+def verifyEmail(email, config):
+
+    data = readList("email", config)
+    sitesToSearch = data["sites"]
+    config.email_sites = applyFilters(sitesToSearch, config)
+
+    start_time = time.time()
+    results = asyncio.run(fetchResults(email, config))
+    end_time = time.time()
+
+    config.console.print(
+        f":chequered_flag: Check completed in {round(end_time - start_time, 1)} seconds ({len(results['results'])} sites)"
+    )
+
+    if config.dump:
+        config.console.print(
+            f"💾  Dump content saved to '[cyan1]{config.currentEmail}_{config.dateRaw}_blackbird/dump_{config.currentEmail}[/cyan1]'"
+        )
+
+    # Filter results to only found accounts
+    foundAccounts = list(filter(filterFoundAccounts, results["results"]))
+    config.emailFoundAccounts = foundAccounts
+
+    if len(foundAccounts) <= 0:
+        config.console.print("⭕ No accounts were found for the given email")
+
+    return foundAccounts
diff --git a/src/modules/core/username.py b/src/modules/core/username.py
new file mode 100644
index 00000000..9d23a927
--- /dev/null
+++ b/src/modules/core/username.py
@@ -0,0 +1,204 @@
+import sys
+import os
+import time
+import aiohttp
+import asyncio
+
+from rich.live import Live
+from rich.console import Console
+from rich.text import Text
+from rich.panel import Panel
+
+sys.path.append(
+    os.path.abspath(os.path.join(os.path.dirname(__file__), "..", "..", "src"))
+)
+
+from ..whatsmyname.list_operations import readList
+from ..utils.parse import extractMetadata, remove_duplicates
+from ..utils.filter import filterFoundAccounts, applyFilters
+from ..utils.http_client import do_async_request
+from ..utils.log import logError
+from ..export.dump import dumpContent
+from ..sites.instagram import get_instagram_account_info
+
+sys.path.append(os.path.join(os.path.dirname(__file__), ".."))
+
+
+# Verify account existence based on list args
+async def checkSite(
+    site,
+    method,
+    url,
+    session,
+    semaphore,
+    config,
+):
+    returnData = {
+        "name": site["name"],
+        "url": url,
+        "category": site["cat"],
+        "status": "NONE",
+        "metadata": None,
+    }
+    extractedMetadata = []
+
+    async with semaphore:
+        response = await do_async_request(method, url, session, config)
+        if response == None:
+            returnData["status"] = "ERROR"
+            return returnData
+        try:
+            if response:
+                if (site["e_string"] in response["content"]) and (
+                    site["e_code"] == response["status_code"]
+                ):
+                    if (site["m_string"] not in response["content"]) and (
+                        (site["m_code"] != response["status_code"])
+                        if site["m_code"] != site["e_code"]
+                        else True
+                    ):
+                        returnData["status"] = "FOUND"
+                        config.console.print(
+                            rf"  ✔️  \[[cyan1]{site['name']}[/cyan1]] [bright_white]{response['url']}[/bright_white]"
+                        )
+
+                        if site["name"] in config.metadata_params["sites"]:
+                            metadata = extractMetadata(
+                                config.metadata_params["sites"][site["name"]],
+                                response,
+                                site["name"],
+                                config,
+                            )
+                            extractedMetadata.extend(metadata)
+
+                        if config.ai and config.aiModel:
+                            metadata = extract_data_with_ai(
+                                config, site, response["content"], response["json"]
+                            )
+                            extractedMetadata.extend(metadata)
+
+                        if site["name"] == "Instagram":
+                            if config.instagram_session_id:
+                                metadata = get_instagram_account_info(
+                                    config.currentUser,
+                                    config.instagram_session_id,
+                                    config,
+                                )
+                                if metadata:
+                                    extractedMetadata.sort(key=lambda x: x["name"])
+                                    extractedMetadata.extend(metadata)
+                                else:
+                                    config.console.print(
+                                        r"  ⚠️  [Instagram] Enhanced metadata (email/phone) lookup failed"
+                                        " — your INSTAGRAM_SESSION_ID may be expired or invalid."
+                                        " Re-run with --verbose for details."
+                                    )
+                            else:
+                                config.console.print(
+                                    r"  ⚠️  [Instagram] Skipping enhanced metadata (email/phone) lookup"
+                                    " — INSTAGRAM_SESSION_ID is not set in your .env file."
+                                    " See docs/advanced-usage.md."
+                                )
+
+                        if extractedMetadata and len(extractedMetadata) > 0:
+                            extractedMetadata = remove_duplicates(extractedMetadata)
+                            extractedMetadata.sort(key=lambda x: x["name"])
+                            returnData["metadata"] = extractedMetadata
+
+                        # Save response content to a .HTML file
+                        if config.dump:
+                            path = os.path.join(
+                                config.saveDirectory, f"dump_{config.currentUser}"
+                            )
+
+                            result = dumpContent(path, site, response, config)
+                            if result == True and config.verbose:
+                                config.console.print(
+                                    f"      💾  Saved HTML data from found account"
+                                )
+                else:
+                    returnData["status"] = "NOT-FOUND"
+                    if config.verbose:
+                        config.console.print(
+                            f"  ❌ [[blue]{site['name']}[/blue]] [bright_white]{response['url']}[/bright_white]"
+                        )
+                return returnData
+        except Exception as e:
+            logError(e, f"Coudn't check {site['name']} {url}", config)
+            return returnData
+
+
+from rich.live import Live
+from rich.console import Group
+from rich.text import Text
+
+async def fetchResults(username, config):
+    async with aiohttp.ClientSession() as session:
+        semaphore = asyncio.Semaphore(config.max_concurrent_requests)
+        total_sites = len(config.username_sites)
+        completed = 0
+        results = []
+
+        def render():
+            percent = int((completed / total_sites) * 100)
+            return Text.from_markup(
+                f"🛰️  Enumerating accounts with username [cyan1]\"{username}\"[/cyan1] — [green1]{percent}%[/green1] ({completed}/{total_sites})"
+            )
+
+        async def wrappedCheck(site):
+            nonlocal completed
+            result = await checkSite(
+                site=site,
+                method="GET",
+                url=site["uri_check"].replace("{account}", username),
+                session=session,
+                semaphore=semaphore,
+                config=config,
+            )
+            completed += 1
+            return result
+
+        tasks = [wrappedCheck(site) for site in config.username_sites]
+
+        with Live(render(), refresh_per_second=10, console=config.console) as live:
+            for coro in asyncio.as_completed(tasks):
+                result = await coro
+                results.append(result)
+                live.update(render())
+
+        return {"results": results, "username": username}
+
+
+
+
+# Start username check and presents results to user
+def verifyUsername(username, config, sitesToSearch=None, metadata_params=None):
+    if sitesToSearch is None or metadata_params is None:
+        data = readList("username", config)
+        sitesToSearch = data["sites"]
+        config.metadata_params = readList("metadata", config)
+    else:
+        config.metadata_params = metadata_params
+
+    config.username_sites = applyFilters(sitesToSearch, config)
+
+    start_time = time.time()
+    results = asyncio.run(fetchResults(username, config))
+    end_time = time.time()
+
+    config.console.print(
+        f":chequered_flag: Check completed in {round(end_time - start_time, 1)} seconds"
+    )
+
+    if config.dump:
+        config.console.print(
+            f"💾  Dump content saved to '[cyan1]{config.currentUser}_{config.dateRaw}_blackbird/dump_{config.currentUser}[/cyan1]'"
+        )
+
+    # Filter results to only found accounts
+    foundAccounts = list(filter(filterFoundAccounts, results["results"]))
+    config.usernameFoundAccounts = foundAccounts
+    if len(foundAccounts) <= 0:
+        config.console.print("⭕ No accounts were found for the given username")
+
+    return foundAccounts
diff --git a/src/modules/export/csv.py b/src/modules/export/csv.py
new file mode 100644
index 00000000..1dbbc096
--- /dev/null
+++ b/src/modules/export/csv.py
@@ -0,0 +1,28 @@
+import csv
+import sys
+import os
+
+sys.path.append(
+    os.path.abspath(os.path.join(os.path.dirname(__file__), "..", "..", "src"))
+)
+
+from ..export.file_operations import generateName
+
+from ..utils.log import logError
+
+
+# Save results to CSV file
+def saveToCsv(results, config):
+    try:
+        fileName = generateName(config, "csv")
+        path = os.path.join(config.saveDirectory, fileName)
+        with open(path, "w", newline="", encoding="utf-8") as file:
+            writer = csv.writer(file)
+            writer.writerow(["name", "url"])
+            for result in results:
+                writer.writerow([result["name"], result["url"]])
+        config.console.print(f"💾  Saved results to '[cyan1]{fileName}[/cyan1]'")
+        return True
+    except Exception as e:
+        logError(e, "Coudn't saved results to CSV file!", config)
+        return False
diff --git a/src/modules/export/dump.py b/src/modules/export/dump.py
new file mode 100644
index 00000000..1bd096ab
--- /dev/null
+++ b/src/modules/export/dump.py
@@ -0,0 +1,37 @@
+import os
+import sys
+import json
+
+sys.path.append(os.path.join(os.path.dirname(__file__), "..", ""))
+
+from utils.log import logError
+
+
+# Dump HTML data to a .html file
+def dumpContent(path, site, response, config):
+
+    siteName = site["name"].replace(" ", "_")
+    content = response["content"]
+    extension = "txt"
+
+    if response["headers"]["Content-Type"]:
+        if "application/json" in response["headers"]["Content-Type"]:
+            extension = "json"
+            content = response["json"]
+        elif "text/html" in response["headers"]["Content-Type"]:
+            extension = "html"
+            content = response["content"]
+
+    fileName = f"{siteName}.{extension}"
+    path = os.path.join(path, fileName)
+
+    try:
+        with open(path, "w", encoding="utf-8") as file:
+            if response["json"]:
+                json.dump(content, file)
+            else:
+                file.write(content)
+        return True
+    except Exception as e:
+        logError(e, f"Coudn't DUMP data to HTML file!", config)
+        return False
diff --git a/src/modules/export/file_operations.py b/src/modules/export/file_operations.py
new file mode 100644
index 00000000..283362d0
--- /dev/null
+++ b/src/modules/export/file_operations.py
@@ -0,0 +1,72 @@
+from pathlib import Path
+from rich.markup import escape
+import os
+
+
+# Creates directory to save PDF, CSV and HTML content
+def createSaveDirectory(config):
+    folderName = generateName(config)
+
+    strPath = os.path.join(
+        os.path.dirname(__file__), "..", "..", "..", "results", Path(folderName)
+    )
+    config.saveDirectory = strPath
+    path = Path(strPath)
+    if not path.exists():
+        path.mkdir(parents=True, exist_ok=True)
+        if config.verbose:
+            config.console.print(
+                escape(f"🆕 Created directory to save search data [{folderName}]")
+            )
+
+    if config.dump:
+        if config.currentUser:
+            createDumpDirectory(config.currentUser, config)
+
+        if config.currentEmail:
+            createDumpDirectory(config.currentEmail, config)
+
+    if config.pdf:
+        if config.currentUser:
+            createImagesDirectory(config.currentUser, config)
+
+        if config.currentEmail:
+            createImagesDirectory(config.currentEmail, config)
+
+    return True
+
+
+def createDumpDirectory(identifier, config):
+    folderName = f"dump_{identifier}"
+    strPath = os.path.join(config.saveDirectory, folderName)
+    path = Path(strPath)
+    if not path.exists():
+        if config.verbose:
+            config.console.print(
+                escape(f"🆕 Created directory to save dump data [{folderName}]")
+            )
+        path.mkdir(parents=True, exist_ok=True)
+
+
+def createImagesDirectory(identifier, config):
+    folderName = f"images_{identifier}"
+    strPath = os.path.join(config.saveDirectory, folderName)
+    path = Path(strPath)
+    if not path.exists():
+        if config.verbose:
+            config.console.print(
+                escape(f"🆕 Created directory to save images [{folderName}]")
+            )
+        path.mkdir(parents=True, exist_ok=True)
+
+
+def generateName(config, extension=None):
+    if config.currentUser:
+        folderName = f"{config.currentUser}_{config.dateRaw}_blackbird"
+    elif config.currentEmail:
+        folderName = f"{config.currentEmail}_{config.dateRaw}_blackbird"
+
+    if extension:
+        folderName = folderName + "." + extension
+
+    return folderName
diff --git a/src/modules/export/json.py b/src/modules/export/json.py
new file mode 100644
index 00000000..df273adc
--- /dev/null
+++ b/src/modules/export/json.py
@@ -0,0 +1,24 @@
+import sys
+import os
+import json
+
+sys.path.append(
+    os.path.abspath(os.path.join(os.path.dirname(__file__), "..", "..", "src"))
+)
+
+from ..export.file_operations import generateName
+from ..utils.log import logError
+
+
+# Save results to JSON file
+def saveToJson(results, config):
+    try:
+        fileName = generateName(config, "json")
+        path = os.path.join(config.saveDirectory, fileName)
+        with open(path, "w", encoding="utf-8") as file:
+            json.dump(results, file, ensure_ascii=False, indent=4)
+        config.console.print(f"💾  Saved results to '[cyan1]{fileName}[/cyan1]'")
+        return True
+    except Exception as e:
+        logError(e, "Couldn't save results to JSON file!", config)
+        return False
diff --git a/src/modules/export/pdf.py b/src/modules/export/pdf.py
new file mode 100644
index 00000000..d66f6346
--- /dev/null
+++ b/src/modules/export/pdf.py
@@ -0,0 +1,352 @@
+from reportlab.lib.pagesizes import letter
+from reportlab.pdfgen import canvas
+from reportlab.pdfbase.pdfmetrics import stringWidth
+from reportlab.pdfbase import pdfmetrics
+from reportlab.pdfbase.ttfonts import TTFont
+from reportlab.lib.utils import simpleSplit
+import sys
+import os
+
+
+sys.path.append(
+    os.path.abspath(os.path.join(os.path.dirname(__file__), "..", "..", "src"))
+)
+
+from ..export.file_operations import generateName
+
+
+from ..utils.log import logError
+
+# Save results to PDF file
+
+
+def saveToPdf(foundAccounts, resultType, config):
+    regularFontFile = os.path.join(
+        os.getcwd(),
+        config.ASSETS_DIRECTORY,
+        config.FONTS_DIRECTORY,
+        config.FONT_REGULAR_FILE,
+    )
+    boldFontFile = os.path.join(
+        os.getcwd(),
+        config.ASSETS_DIRECTORY,
+        config.FONTS_DIRECTORY,
+        config.FONT_BOLD_FILE,
+    )
+    try:
+        pdfmetrics.registerFont(TTFont(config.FONT_NAME_REGULAR, regularFontFile))
+        pdfmetrics.registerFont(TTFont(config.FONT_NAME_BOLD, boldFontFile))
+
+        fileName = generateName(config, "pdf")
+        path = os.path.join(config.saveDirectory, fileName)
+
+        width, height = letter
+        canva = canvas.Canvas(path, pagesize=letter)
+        accountsCount = len(foundAccounts)
+
+        canva.drawImage(
+            os.path.join(
+                os.getcwd(),
+                config.ASSETS_DIRECTORY,
+                config.IMAGES_DIRECTORY,
+                "blackbird-logo.png",
+            ),
+            35,
+            height - 90,
+            width=60,
+            height=60,
+        )
+        canva.setFont(config.FONT_NAME_BOLD, 15)
+        canva.drawCentredString((width / 2) - 5, height - 70, "Report")
+        canva.setFont(config.FONT_NAME_REGULAR, 7)
+        canva.drawString(width - 90, height - 70, config.datePretty)
+        canva.setFont(config.FONT_NAME_REGULAR, 5)
+        canva.drawString(
+            width - 185,
+            height - 25,
+            "This report was generated using the Blackbird OSINT Tool.",
+        )
+
+        canva.setFillColor("#EDEBED")
+        canva.setStrokeColor("#BAB8BA")
+        canva.rect(40, height - 160, 530, 35, stroke=1, fill=1)
+        canva.setFillColor("#000000")
+        if resultType == "username":
+            identifier = config.currentUser
+        elif resultType == "email":
+            identifier = config.currentEmail
+        identifierWidth = stringWidth(identifier, config.FONT_NAME_BOLD, 11)
+        canva.drawImage(
+            os.path.join(
+                os.getcwd(),
+                config.ASSETS_DIRECTORY,
+                config.IMAGES_DIRECTORY,
+                "correct.png",
+            ),
+            (width / 2) - ((identifierWidth / 2) + 15),
+            height - 147,
+            width=10,
+            height=10,
+            mask="auto",
+        )
+        canva.setFont(config.FONT_NAME_BOLD, 11)
+        canva.drawCentredString(width / 2, height - 145, identifier)
+
+        canva.setFillColor("#FFF8C5")
+        canva.setStrokeColor("#D9C884")
+        canva.rect(40, height - 210, 530, 35, stroke=1, fill=1)
+        canva.setFillColor("#57523f")
+        canva.setFont(config.FONT_NAME_REGULAR, 8)
+        canva.drawImage(
+            os.path.join(
+                os.getcwd(),
+                config.ASSETS_DIRECTORY,
+                config.IMAGES_DIRECTORY,
+                "warning.png",
+            ),
+            55,
+            height - 197,
+            width=10,
+            height=10,
+            mask="auto",
+        )
+        canva.drawString(
+            70,
+            height - 195,
+            "Blackbird can make mistakes. Consider checking the information.",
+        )
+
+        if config.ai_analysis:
+            # Background do quadro
+            canva.setFillColor("#F4F6F8")
+            canva.setStrokeColor("#D0D5DA")
+            canva.rect(40, height - 545, 530, 320, stroke=1, fill=1)
+
+            # Cabeçalho
+            canva.setFillColor("#000000")
+            canva.drawImage(
+                os.path.join(os.getcwd(), config.ASSETS_DIRECTORY, config.IMAGES_DIRECTORY, "ai-stars.png"),
+                55, height - 245, width=12, height=12, mask="auto"
+            )
+            canva.setFont(config.FONT_NAME_BOLD, 10)
+            canva.drawString(70, height - 242, "AI Analysis - Behavioral Summary")
+            canva.setFont(config.FONT_NAME_REGULAR, 8)
+            canva.drawString(55, height - 255, "This behavioral summary was generated using AI based on the detected online presence.")
+
+            y_position = height - 270
+
+            if config.ai_analysis.get("summary"):
+                canva.setFont(config.FONT_NAME_BOLD, 10)
+                canva.drawString(55, y_position, "Summary")
+                y_position -= 12
+
+                lines = simpleSplit(config.ai_analysis["summary"], config.FONT_NAME_REGULAR, 8, 510)
+                text = canva.beginText()
+                text.setTextOrigin(55, y_position)
+                text.setFont(config.FONT_NAME_REGULAR, 8)
+                for line in lines:
+                    text.textLine(line)
+                    y_position -= 10
+                canva.drawText(text)
+
+                y_position -= 10
+
+            if config.ai_analysis.get("categorization"):
+                canva.setFont(config.FONT_NAME_BOLD, 10)
+                canva.drawString(55, y_position + 3, "Categorization")
+                y_position -= 10
+                canva.setFont(config.FONT_NAME_REGULAR, 8)
+                canva.drawString(55, y_position, config.ai_analysis["categorization"])
+                y_position -= 15
+
+            if config.ai_analysis.get("insights"):
+                canva.setFont(config.FONT_NAME_BOLD, 10)
+                canva.drawString(55, y_position + 3, "Insights")
+                y_position -= 10
+
+                canva.setFont(config.FONT_NAME_REGULAR, 8)
+                for insight in config.ai_analysis["insights"]:
+                    canva.drawString(55, y_position, "- " + insight)
+                    y_position -= 10
+                y_position -= 5
+
+            if config.ai_analysis.get("risk_flags"):
+                canva.setFont(config.FONT_NAME_BOLD, 10)
+                canva.drawString(55, y_position + 3, "Risk Flags")
+                y_position -= 10
+
+                canva.setFont(config.FONT_NAME_REGULAR, 8)
+                for risk in config.ai_analysis["risk_flags"]:
+                    canva.drawString(55, y_position, "- " + risk)
+                    y_position -= 10
+                y_position -= 5
+
+            if config.ai_analysis.get("tags"):
+                canva.setFont(config.FONT_NAME_BOLD, 10)
+                canva.drawString(55, y_position + 3, "Tags")
+                y_position -= 10
+
+                canva.setFont(config.FONT_NAME_REGULAR, 8)
+                for tag in config.ai_analysis["tags"]:
+                    canva.drawString(55, y_position, "- " + tag)
+                    y_position -= 10
+                y_position -= 5
+
+
+        if accountsCount >= 1:
+            if config.ai_analysis:
+                height -= 325
+            canva.setFillColor("#000000")
+            canva.setFont(config.FONT_NAME_REGULAR, 15)
+            canva.drawImage(
+                os.path.join(
+                    os.getcwd(),
+                    config.ASSETS_DIRECTORY,
+                    config.IMAGES_DIRECTORY,
+                    "arrow.png",
+                ),
+                40,
+                height - 245,
+                width=12,
+                height=12,
+                mask="auto",
+            )
+            canva.drawString(55, height - 245, f"Results ({accountsCount})")
+
+            y_position = height - 270
+            for result in foundAccounts:
+                if y_position < 72:
+                    canva.showPage()
+                    if (config.ai_analysis):
+                        if config.ai_analysis["summary"]:
+                            y_position = height + 250
+                    else:
+                        y_position = height - 50
+
+                canva.setFont(config.FONT_NAME_BOLD, 12)
+                canva.drawString(72, y_position, f"{result['name']}")
+
+                siteWidth = stringWidth(f"{result['name']}", config.FONT_NAME_BOLD, 12)
+                canva.drawImage(
+                    os.path.join(
+                        os.getcwd(),
+                        config.ASSETS_DIRECTORY,
+                        config.IMAGES_DIRECTORY,
+                        "link.png",
+                    ),
+                    77 + siteWidth,
+                    y_position,
+                    width=10,
+                    height=10,
+                    mask="auto",
+                )
+                canva.linkURL(
+                    result["url"],
+                    (77 + siteWidth, y_position, 77 + siteWidth + 10, y_position + 10),
+                    relative=1,
+                )
+                try:
+                    if result["metadata"]:
+                        initialWidth = y_position - 10
+                        y_position -= 25
+                        canva.setFont(config.FONT_NAME_REGULAR, 7)
+                        for data in result["metadata"]:
+                            if data["type"] == "String":
+                                metadataWidth = stringWidth(
+                                    f"{data['name']}:  {data['value']}",
+                                    config.FONT_NAME_REGULAR,
+                                    7,
+                                )
+                                canva.setFillColor("#EDEBED")
+                                canva.roundRect(
+                                    90,
+                                    y_position - 4,
+                                    metadataWidth + 5,
+                                    13,
+                                    6,
+                                    fill=1,
+                                    stroke=0,
+                                )
+                                canva.setFillColor("#000000")
+                                canva.setFont(config.FONT_NAME_BOLD, 7)
+                                canva.drawString(93, y_position, f"{data['name']}:")
+                                metadataWidth = stringWidth(
+                                    f"{data['name']}:",
+                                    config.FONT_NAME_BOLD,
+                                    7,
+                                )
+                                canva.setFont(config.FONT_NAME_REGULAR, 7)
+                                canva.drawString(
+                                    93 + metadataWidth, y_position, f"{data['value']}"
+                                )
+                                y_position -= 15
+                            elif data["type"] == "Array":
+                                metadataWidth = stringWidth(
+                                    f"{data['name']}:",
+                                    config.FONT_NAME_BOLD,
+                                    7,
+                                )
+                                canva.setFillColor("#EDEBED")
+                                canva.roundRect(
+                                    90,
+                                    y_position - 4,
+                                    metadataWidth + 5,
+                                    13,
+                                    6,
+                                    fill=1,
+                                    stroke=0,
+                                )
+                                canva.setFillColor("#000000")
+                                canva.setFont(config.FONT_NAME_BOLD, 7)
+                                canva.drawString(93, y_position, f"{data['name']}:")
+                                y_position -= 15
+                                for value in data["value"]:
+                                    metadataWidth = stringWidth(
+                                        value,
+                                        config.FONT_NAME_BOLD,
+                                        7,
+                                    )
+                                    canva.setFillColor("#EDEBED")
+                                    canva.roundRect(
+                                        100,
+                                        y_position - 4,
+                                        metadataWidth + 5,
+                                        13,
+                                        6,
+                                        fill=1,
+                                        stroke=0,
+                                    )
+                                    canva.setFillColor("#000000")
+                                    canva.setFont(config.FONT_NAME_REGULAR, 7)
+                                    canva.drawString(103, y_position, value)
+                                    y_position -= 15
+                            elif data["type"] == "Image":
+                                if data["downloaded"]:
+                                    try:
+                                        y_position -= 25
+                                        canva.drawImage(
+                                            os.path.join(
+                                                config.saveDirectory,
+                                                f"images_{identifier}",
+                                                f"{result['name']}_image.jpg",
+                                            ),
+                                            90,
+                                            y_position,
+                                            width=35,
+                                            height=35,
+                                        )
+                                        y_position -= 15
+                                    except:
+                                        pass
+                        endWidth = y_position
+                        canva.setStrokeColor("#CE0000")
+                        canva.line(85, initialWidth, 85, endWidth)
+                    y_position -= 25
+                except Exception as e:
+                    print(e)
+        canva.save()
+        config.console.print(f"💾  Saved results to '[cyan1]{fileName}[/cyan1]'")
+        return True
+    except Exception as e:
+        logError(e, "Coudn't saved results to PDF file!", config)
+        return False
diff --git a/src/modules/sites/instagram.py b/src/modules/sites/instagram.py
new file mode 100644
index 00000000..0a9a2b90
--- /dev/null
+++ b/src/modules/sites/instagram.py
@@ -0,0 +1,215 @@
+import sys
+import os
+
+sys.path.append(
+    os.path.abspath(os.path.join(os.path.dirname(__file__), "..", "..", "src"))
+)
+
+from ..utils.http_client import do_sync_request
+from ..utils.log import logError
+from ..utils.parse import extractMetadata
+from json import dumps
+from urllib.parse import urlencode
+
+metadataParams = [
+    {"schema": "JSON", "type": "String", "name": "User ID", "path": ["user", "pk_id"]},
+    {
+        "schema": "JSON",
+        "type": "String",
+        "name": "Full Name",
+        "path": ["user", "full_name"],
+    },
+    {
+        "schema": "JSON",
+        "type": "String",
+        "name": "Biography",
+        "path": ["user", "biography"],
+    },
+    {
+        "schema": "JSON",
+        "type": "String",
+        "name": "Follower Count",
+        "path": ["user", "follower_count"],
+    },
+    {
+        "schema": "JSON",
+        "type": "String",
+        "name": "Following Count",
+        "path": ["user", "following_count"],
+    },
+    {
+        "schema": "JSON",
+        "type": "String",
+        "name": "External URL",
+        "path": ["user", "external_url"],
+    },
+    {
+        "schema": "JSON",
+        "type": "String",
+        "name": "Category",
+        "path": ["user", "category"],
+    },
+    {
+        "schema": "JSON",
+        "type": "String",
+        "name": "Is Verified",
+        "path": ["user", "is_verified"],
+    },
+]
+
+metadataParams2 = [
+    {"schema": "JSON", "type": "String", "name": "Email Sent", "path": ["email_sent"]},
+    {"schema": "JSON", "type": "String", "name": "SMS Sent", "path": ["sms_sent"]},
+    {"schema": "JSON", "type": "String", "name": "WhatsApp Sent", "path": ["wa_sent"]},
+    {
+        "schema": "JSON",
+        "type": "String",
+        "name": "Obfuscated Email",
+        "path": ["obfuscated_email"],
+    },
+    {
+        "schema": "JSON",
+        "type": "String",
+        "name": "Obfuscated Phone",
+        "path": ["obfuscated_phone"],
+    },
+    {
+        "schema": "JSON",
+        "type": "String",
+        "name": "Is Private",
+        "path": ["user", "is_private"],
+    },
+    {
+        "schema": "JSON",
+        "type": "String",
+        "name": "Has Valid Phone",
+        "path": ["has_valid_phone"],
+    },
+    {
+        "schema": "JSON",
+        "type": "String",
+        "name": "Can Email Reset",
+        "path": ["can_email_reset"],
+    },
+    {
+        "schema": "JSON",
+        "type": "String",
+        "name": "Can SMS Reset",
+        "path": ["can_sms_reset"],
+    },
+    {
+        "schema": "JSON",
+        "type": "String",
+        "name": "Can WhatsApp Reset",
+        "path": ["can_wa_reset"],
+    },
+    {
+        "schema": "JSON",
+        "type": "String",
+        "name": "Facebook Login Option",
+        "path": ["fb_login_option"],
+    },
+    {"schema": "JSON", "type": "String", "name": "Status", "path": ["status"]},
+]
+
+
+def get_user_id(username, session_id, config):
+    try:
+        headers = {"User-Agent": "iphone_ua", "x-ig-app-id": "936619743392459"}
+        cookies = {"sessionid": session_id}
+        response = do_sync_request(
+            method="GET",
+            url=f"https://i.instagram.com/api/v1/users/web_profile_info/?username={username}",
+            config=config,
+            data=None,
+            customHeaders=headers,
+            cookies=cookies,
+        )
+
+        # A bad/expired sessionid typically comes back as HTTP 401/403,
+        # or a 200 with no "data" key. Surface that distinctly instead of
+        # letting it fall through to a generic KeyError below.
+        if response.status_code in (401, 403):
+            config.console.print(
+                "  ⚠️  [Instagram] Session rejected (HTTP "
+                f"{response.status_code}) — your INSTAGRAM_SESSION_ID is"
+                " likely expired or invalid. Grab a fresh sessionid cookie"
+                " and update your .env file."
+            )
+            return False
+
+        body = response.json()
+        if "data" not in body or "user" not in body.get("data", {}):
+            config.console.print(
+                "  ⚠️  [Instagram] Unexpected response while acquiring user"
+                f" ID for {username} (no user data returned). The account"
+                " may be private/nonexistent, or Instagram's response"
+                " format has changed."
+            )
+            return False
+
+        user_id = body["data"]["user"]["id"]
+        if config.verbose:
+            config.console.print(f"[Instagram] Acquired {username} user ID")
+        return user_id
+
+    except Exception as e:
+        logError(e, f"[Instagram] Coudn't acquire {username} user ID", config)
+        return False
+
+
+def get_instagram_account_info(username, session_id, config):
+    extractedMetadata = []
+    try:
+        user_id = get_user_id(username, session_id, config)
+
+        if user_id:
+            url = f"https://i.instagram.com/api/v1/users/{user_id}/info/"
+            response = do_sync_request(
+                method="GET",
+                url=url,
+                config=config,
+                data=None,
+                customHeaders={"User-Agent": "Instagram 55.0.0.00.0"},
+                cookies={"sessionid": session_id},
+            )
+            data = response.json()
+            response = {"json": data}
+
+            if data:
+                metadata = extractMetadata(
+                    metadataParams, response, "Instagram", config
+                )
+                extractedMetadata.extend(metadata)
+
+                json_data = dumps(
+                    {"q": username, "skip_recovery": "1"}, separators=(",", ":")
+                )
+                data = urlencode({"signed_body": f"SIGNATURE.{json_data}"})
+
+                headers = {
+                    "Content-Type": "application/x-www-form-urlencoded; charset=UTF-8",
+                    "X-IG-App-ID": "124024574287414",
+                    "User-Agent": "Instagram 103.0.0.0.1",
+                }
+
+                response = do_sync_request(
+                    method="POST",
+                    url="https://i.instagram.com/api/v1/users/lookup/",
+                    config=config,
+                    data=data,
+                    customHeaders=headers,
+                )
+                data = response.json()
+                response = {"json": data}
+
+                if data:
+                    metadata = extractMetadata(
+                        metadataParams2, response, "Instagram", config
+                    )
+                    extractedMetadata.extend(metadata)
+
+                return extractedMetadata
+    except Exception as e:
+        logError(e, f"[Instagram] Coudn't acquire more metadata", config)
+        return False
diff --git a/src/modules/utils/file_operations.py b/src/modules/utils/file_operations.py
new file mode 100644
index 00000000..0774e457
--- /dev/null
+++ b/src/modules/utils/file_operations.py
@@ -0,0 +1,14 @@
+import os
+
+
+def isFile(fileName):
+    return os.path.isfile(fileName)
+
+
+def getLinesFromFile(fileName):
+    try:
+        with open(fileName) as f:
+            lines = f.read().splitlines()
+            return lines
+    except:
+        return False
diff --git a/src/modules/utils/filter.py b/src/modules/utils/filter.py
new file mode 100644
index 00000000..af77763a
--- /dev/null
+++ b/src/modules/utils/filter.py
@@ -0,0 +1,111 @@
+import re
+import sys
+
+
+def filterFoundAccounts(site):
+    if "status" in site and site["status"] == "FOUND":
+        return True
+    else:
+        return False
+
+
+def parseFilter(filter):
+    pattern = r"(\w+)([=~><!]+)([^ ]+)\s*(and|or)?\s*"
+    matches = re.findall(pattern, filter)
+
+    conditions = []
+    logical_ops = []
+
+    for match in matches:
+        conditions.append((match[0], match[1], match[2]))
+        if match[3]:
+            logical_ops.append(match[3])
+
+    return conditions, logical_ops
+
+
+def evaluate_condition(prop, operator, value, site):
+    prop = prop.lower()
+    value = value.lower()
+    if prop not in site:
+        return False
+
+    site_value = str(site[prop])
+    site_value = site_value.lower()
+
+    if operator == "=":
+        return site_value == value
+    elif operator == "~":
+        return value in site_value
+    elif operator == ">":
+        return float(site_value) > float(value)
+    elif operator == "<":
+        return float(site_value) < float(value)
+    elif operator == ">=":
+        return float(site_value) >= float(value)
+    elif operator == "<=":
+        return float(site_value) <= float(value)
+    elif operator == "!=":
+        return site_value != value
+    else:
+        return False
+
+
+def filterAccounts(filter, site):
+    conditions, logical_ops = parseFilter(filter)
+
+    if not conditions:
+        print(
+            '⭕ Filter is not in correct format. Format should be --filter "property=value" (e.g. name=Instagram or cat=social)'
+        )
+        sys.exit()
+
+    result = evaluate_condition(*conditions[0], site)
+
+    # Evaluate remaining conditions and combine using logical operators
+    for i in range(1, len(conditions)):
+        next_result = evaluate_condition(*conditions[i], site)
+
+        if logical_ops[i - 1] == "and":
+            result = result and next_result
+        elif logical_ops[i - 1] == "or":
+            result = result or next_result
+
+    return result
+
+
+def filterNSFW(site):
+    if site["cat"] == "xx NSFW xx":
+        return False
+    else:
+        return True
+
+
+def applyFilters(sitesToSearch, config):
+    if config.filter:
+        sitesToSearch = list(
+            filter(lambda x: filterAccounts(config.filter, x), sitesToSearch)
+        )
+        if (len(sitesToSearch)) <= 0:
+            config.console.print(
+                f"⭕ No sites found for the given filter {config.filter}"
+            )
+            sys.exit()
+        else:
+            config.console.print(
+                f':page_with_curl: Applied [green1]"{config.filter}"[/green1] filter to sites [{len(sitesToSearch)}]'
+            )
+
+    if config.no_nsfw:
+        sitesToSearch = list(filter(lambda x: filterNSFW(x), sitesToSearch))
+        if (len(sitesToSearch)) <= 0:
+            config.console.print(
+                f"⭕ No remaining sites to be searched after NSFW filtering"
+            )
+            sys.exit()
+        else:
+            config.console.print(
+                f":page_with_curl: Filtered NSFW sites [{len(sitesToSearch)}]"
+            )
+
+    return sitesToSearch
diff --git a/src/modules/utils/hash.py b/src/modules/utils/hash.py
new file mode 100644
index 00000000..85908a39
--- /dev/null
+++ b/src/modules/utils/hash.py
@@ -0,0 +1,9 @@
+import hashlib
+import json
+
+
+# Return MD5 HASH for given JSON
+def hashJSON(jsonData):
+    dumpJson = json.dumps(jsonData, sort_keys=True)
+    jsonHash = hashlib.md5(dumpJson.encode("utf-8")).hexdigest()
+    return jsonHash
diff --git a/src/modules/utils/http_client.py b/src/modules/utils/http_client.py
new file mode 100644
index 00000000..d9d8dd73
--- /dev/null
+++ b/src/modules/utils/http_client.py
@@ -0,0 +1,94 @@
+import requests
+import sys
+import os
+import chardet
+
+sys.path.append(os.path.join(os.path.dirname(__file__), "."))
+
+from log import logError
+
+requests.packages.urllib3.disable_warnings()
+
+
+# Perform a Sync Request and return response details
+def do_sync_request(method, url, config, data=None, customHeaders=None, cookies=None):
+    headers = {"User-Agent": config.userAgent}
+    if customHeaders:
+        headers.update(customHeaders)
+    # Only set proxies parameter if actually needed to avoid performance overhead
+    request_kwargs = {
+        "method": method,
+        "url": url,
+        "timeout": config.timeout,
+        "verify": False,
+        "headers": headers,
+        "data": data,
+        "cookies": cookies,
+    }
+    
+    # Only add proxies parameter if a proxy is actually configured
+    if config.proxy:
+        request_kwargs["proxies"] = {"http": config.proxy, "https": config.proxy}
+    try:
+        response = requests.request(**request_kwargs)
+        if config.verbose:
+            config.console.print(
+                f"  🆗 Sync HTTP Request completed [{method} - {response.status_code}] {url}"
+            )
+        return response
+    except Exception as e:
+        if config.verbose:
+            config.console.print(f"  ❌ Error in Sync HTTP Request [{method}] {url}")
+        logError(e, f"Error in Sync HTTP Request [{method}] {url}", config)
+        return None
+
+
+# Perform an Async Request and return response details
+async def do_async_request(method, url, session, config, data=None, customHeaders=None):
+    headers = {"User-Agent": config.userAgent}
+    if customHeaders:
+        headers.update(customHeaders)
+    proxy = config.proxy if config.proxy else None
+    try:
+        response = await session.request(
+            method,
+            url,
+            proxy=proxy,
+            timeout=config.timeout,
+            allow_redirects=True,
+            ssl=False,
+            data=data,
+            headers=headers,
+            max_redirects=10,
+        )
+
+        json = None
+        try:
+            content = await response.text()
+        except:
+            binaryContent = await response.read()
+            encode = chardet.detect(binaryContent)["encoding"]
+            content = binaryContent.decode(encode)
+
+        if "Content-Type" in response.headers:
+            if "application/json" in response.headers["Content-Type"]:
+                json = await response.json()
+
+        responseData = {
+            "url": url,
+            "status_code": response.status,
+            "headers": response.headers,
+            "content": content,
+            "json": json,
+        }
+
+        if config.verbose:
+            config.console.print(
+                f"  🆗 Async HTTP Request completed [{method} - {response.status}] {url}"
+            )
+        return responseData
+    except Exception as e:
+        if config.verbose:
+            config.console.print(f"  ❌ Error in Async HTTP Request [{method}] {url}")
+        logError(e, f"Error in Async HTTP Request [{method}] {url}", config)
+        return None
diff --git a/src/modules/utils/input.py b/src/modules/utils/input.py
new file mode 100644
index 00000000..5e109bef
--- /dev/null
+++ b/src/modules/utils/input.py
@@ -0,0 +1,10 @@
+import hashlib
+
+
+def processInput(input, operation, config):
+    if operation == "hash-sha256":
+        email_bytes = input.encode("utf-8")
+        retValue = hashlib.sha256(email_bytes).hexdigest()
+        return retValue
+    else:
+        config.console.print(f" Invalid operation {input} [{operation}]")
diff --git a/src/modules/utils/log.py b/src/modules/utils/log.py
new file mode 100644
index 00000000..d95d47a8
--- /dev/null
+++ b/src/modules/utils/log.py
@@ -0,0 +1,16 @@
+import logging
+import traceback
+
+def logError(e, message, config):
+    if str(e) != "":
+        error = str(e)
+    else:
+        error = repr(e)
+    stacktrace = traceback.format_exc()
+    
+    logging.error(f"{message} | {error}")
+    logging.error(stacktrace)
+    if config.verbose:
+        config.console.print(f"⛔  {message}")
+        config.console.print("     | An error occurred:")
+        config.console.print(f"     | {error}")
diff --git a/src/modules/utils/parse.py b/src/modules/utils/parse.py
new file mode 100644
index 00000000..5634b2bc
--- /dev/null
+++ b/src/modules/utils/parse.py
@@ -0,0 +1,111 @@
+import sys
+import os
+
+sys.path.append(
+    os.path.abspath(os.path.join(os.path.dirname(__file__), "..", "..", "src"))
+)
+
+from ..utils.http_client import do_sync_request
+import re
+import os
+
+
+def access_json_property(data, path_config):
+    try:
+        property_value = data
+        for key in path_config:
+            property_value = property_value[key]
+        return property_value
+    except:
+        return False
+
+
+def access_html_regex(data, pattern):
+    try:
+        match = re.search(pattern, data)
+        if match:
+            return match.group(1).replace("\n", "")
+    except:
+        return False
+
+
+def download_image(metadataReturn, site, config):
+    response = do_sync_request("GET", metadataReturn["value"], config)
+    if config.currentUser:
+        path = os.path.join(
+            config.saveDirectory,
+            f"images_{config.currentUser}",
+            f"{site}_image.jpg",
+        )
+    elif config.currentEmail:
+        path = os.path.join(
+            config.saveDirectory,
+            f"images_{config.currentEmail}",
+            f"{site}_image.jpg",
+        )
+
+    if "image" in response.headers["Content-Type"]:
+        with open(path, "wb") as file:
+            file.write(response.content)
+            metadataReturn["downloaded"] = True
+
+    return metadataReturn
+
+
+def extractMetadata(metadata, response, site, config):
+    extractedMetadata = []
+    for params in metadata:
+        metadataReturn = params
+        prefix = params["prefix"] if "prefix" in params else False
+
+        if params["schema"] == "JSON":
+            returnValue = access_json_property(response["json"], params["path"])
+        elif params["schema"] == "HTML":
+            returnValue = access_html_regex(response["content"], params["path"])
+        else:
+            return None
+
+        if returnValue:
+            if params["type"] == "String" and returnValue:
+                if isinstance(returnValue, str):
+                    returnValue = str(returnValue.replace("\n", ""))
+                if prefix:
+                    metadataReturn["value"] = prefix + returnValue
+                else:
+                    metadataReturn["value"] = returnValue
+                config.console.print(
+                    f"      :right_arrow:  {metadataReturn['name']}: {metadataReturn['value']}"
+                )
+            elif params["type"] == "Array" and returnValue:
+                metadataReturn["value"] = []
+                config.console.print(f"      :right_arrow:  {metadataReturn['name']}:")
+                for value in returnValue:
+                    itemValue = access_json_property(value, metadataReturn["item-path"])
+                    metadataReturn["value"].append(itemValue)
+                    config.console.print(f"         :blue_circle: {itemValue}")
+            elif params["type"] == "Image" and returnValue:
+                metadataReturn["downloaded"] = False
+                if prefix:
+                    metadataReturn["value"] = prefix + returnValue
+                else:
+                    metadataReturn["value"] = returnValue
+                config.console.print(
+                    f"      :right_arrow:  {metadataReturn['name']}: {metadataReturn['value']}"
+                )
+                if config.pdf:
+                    metadataReturn = download_image(metadataReturn, site, config)
+            extractedMetadata.append(metadataReturn)
+
+    return extractedMetadata
+
+
+def remove_duplicates(items):
+    seen = set()
+    unique_items = []
+    for item in items:
+        path_tuple = tuple(item["path"]) if item["path"] is not None else ()
+        identifier = (item["schema"], item["type"], item["name"], path_tuple)
+        if identifier not in seen:
+            seen.add(identifier)
+            unique_items.append(item)
+    return unique_items
diff --git a/src/modules/utils/permute.py b/src/modules/utils/permute.py
new file mode 100644
index 00000000..dc70bfd7
--- /dev/null
+++ b/src/modules/utils/permute.py
@@ -0,0 +1,31 @@
+# License GPLv3 by balestek https://github.com/balestek
+from itertools import permutations
+
+
+class Permute:
+    def __init__(self, elements: list):
+        self.name = [element.lower() for element in elements]
+        self.separators = ["", "_", "-", "."]
+
+    def gather(self, way: str = "strict" or "all") -> list:
+        names = self.name
+        names = [name for name in names if name]
+        if len(names) == 1:
+            return names
+        permutations_list = []
+        for i in range(1, len(names) + 1):
+            for subset in permutations(names, i):
+                if i == 1:
+                    if way == "all":
+                        permutations_list.append(subset[0])
+                        permutations_list.append("_" + subset[0])
+                        permutations_list.append(subset[0] + "_")
+                    pass
+                else:
+                    for separator in self.separators:
+                        perm = separator.join(subset)
+                        permutations_list.append(perm)
+                        if separator == "":
+                            permutations_list.append("_" + perm)
+                            permutations_list.append(perm + "_")
+        return permutations_list
diff --git a/src/modules/utils/precheck.py b/src/modules/utils/precheck.py
new file mode 100644
index 00000000..8ff8fc00
--- /dev/null
+++ b/src/modules/utils/precheck.py
@@ -0,0 +1,34 @@
+import sys
+import os
+
+sys.path.append(
+    os.path.abspath(os.path.join(os.path.dirname(__file__), "..", "..", "src"))
+)
+
+from ..utils.http_client import do_sync_request
+from ..utils.log import logError
+
+
+def perform_pre_check(precheck_params, headers, config):
+    try:
+        method = precheck_params["method"]
+        url = precheck_params["endpoint"]
+        data = precheck_params["data"]
+        precheck_headers = precheck_params["headers"]
+        response = do_sync_request(method, url, config, data, precheck_headers)
+        if precheck_params["type"] == "cookie":
+            cookie_name = precheck_params["cookie_name"]
+            cookie_value = response.cookies.get(precheck_params["cookie_name"])
+            if cookie_value:
+                if config.verbose:
+                    config.console.print(
+                        f"🔑 Acquired cookie {cookie_name}: {cookie_value}"
+                    )
+                for header in headers:
+                    headers[header] = headers[header].replace(
+                        "{" + cookie_name + "_value}", cookie_value
+                    )
+
+        return headers
+    except Exception as e:
+        return None
diff --git a/src/modules/utils/userAgent.py b/src/modules/utils/userAgent.py
new file mode 100644
index 00000000..a9a6b834
--- /dev/null
+++ b/src/modules/utils/userAgent.py
@@ -0,0 +1,18 @@
+import random
+import os
+
+
+def getRandomUserAgent(config):
+    path = os.path.join(
+        os.path.join(os.path.dirname(__file__)),
+        "..",
+        "..",
+        "..",
+        "data",
+        "useragents.txt",
+    )
+    userAgents = open(path).read().splitlines()
+    userAgent = random.choice(userAgents)
+    if config.verbose:
+        config.console.print(f':id: Selected random User-Agent "{userAgent}"')
+    return userAgent
diff --git a/src/modules/whatsmyname/__init__.py b/src/modules/whatsmyname/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/src/modules/whatsmyname/list_operations.py b/src/modules/whatsmyname/list_operations.py
new file mode 100644
index 00000000..0db8a051
--- /dev/null
+++ b/src/modules/whatsmyname/list_operations.py
@@ -0,0 +1,59 @@
+import os
+import sys
+import json
+
+sys.path.append(os.path.join(os.path.dirname(__file__), ".."))
+
+
+from utils.http_client import do_sync_request
+from utils.hash import hashJSON
+from utils.log import logError
+
+
+# Read list file and return content
+def readList(option, config):
+    if option == "username":
+        with open(config.USERNAME_LIST_PATH, "r", encoding="UTF-8") as f:
+            data = json.load(f)
+        return data
+    elif option == "email":
+        with open(config.EMAIL_LIST_PATH, "r", encoding="UTF-8") as f:
+            data = json.load(f)
+        return data
+    elif option == "metadata":
+        with open(config.USERNAME_METADATA_LIST_PATH, "r", encoding="UTF-8") as f:
+            data = json.load(f)
+        return data
+    else:
+        return False
+
+
+# Download .JSON file list from defined URL
+def downloadList(config):
+    response = do_sync_request("GET", config.USERNAME_LIST_URL, config)
+    with open(config.USERNAME_LIST_PATH, "w", encoding="UTF-8") as f:
+        json.dump(response.json(), f, indent=4, ensure_ascii=False)
+
+
+# Check for changes in remote list
+def checkUpdates(config):
+    if os.path.isfile(config.USERNAME_LIST_PATH):
+        config.console.print(":counterclockwise_arrows_button: Checking for updates...")
+        try:
+            data = readList("username", config)
+            currentListHash = hashJSON(data)
+            response = do_sync_request("GET", config.USERNAME_LIST_URL, config)
+            remoteListHash = hashJSON(response.json())
+            if currentListHash != remoteListHash:
+                config.console.print(":counterclockwise_arrows_button: Updating...")
+                downloadList(config)
+            else:
+                config.console.print("✔️  Sites List is up to date")
+        except Exception as e:
+            config.console.print(":police_car_light: Coudn't read local list")
+            config.console.print(":down_arrow: Downloading site list")
+            logError(e, f"Coudn't read local list", config)
+            downloadList(config)
+    else:
+        config.console.print(":globe_with_meridians: Downloading site list")
+        downloadList(config)
diff --git a/tests/data/mock-email.json b/tests/data/mock-email.json
new file mode 100644
index 00000000..87c62b48
--- /dev/null
+++ b/tests/data/mock-email.json
@@ -0,0 +1,143 @@
+[
+    {
+        "name": "Gravatar",
+        "url": "https://gravatar.com/142d78e466cacab37c3751a6ba0d288ce40db609ce9c49617ea6b24665f1aa9c.json",
+        "status": "FOUND",
+        "metadata": [
+            [
+                {
+                    "schema": "JSON",
+                    "type": "Image",
+                    "name": "Avatar",
+                    "path": [
+                        "entry",
+                        0,
+                        "thumbnailUrl"
+                    ],
+                    "downloaded": false,
+                    "value": "https://2.gravatar.com/avatar/142d78e466cacab37c3751a6ba0d288ce40db609ce9c49617ea6b24665f1aa9c"
+                },
+                {
+                    "schema": "JSON",
+                    "type": "String",
+                    "name": "Name",
+                    "path": [
+                        "entry",
+                        0,
+                        "displayName"
+                    ],
+                    "value": "g2-1f9d9a9efc2f523b2f09629444632b5c"
+                },
+                {
+                    "schema": "JSON",
+                    "type": "String",
+                    "name": "Username",
+                    "path": [
+                        "entry",
+                        0,
+                        "preferredUsername"
+                    ],
+                    "value": "g2-1f9d9a9efc2f523b2f09629444632b5c"
+                }
+            ]
+        ]
+    },
+    {
+        "name": "Adobe",
+        "url": "https://auth.services.adobe.com/signin/v2/users/accounts",
+        "status": "FOUND",
+        "metadata": [
+            []
+        ]
+    },
+    {
+        "name": "Duolingo",
+        "url": "https://www.duolingo.com/2017-06-30/users?email=john@gmail.com",
+        "status": "FOUND",
+        "metadata": []
+    },
+    {
+        "name": "Chess.com",
+        "url": "https://www.chess.com/callback/email/available?email=john@gmail.com",
+        "status": "FOUND",
+        "metadata": []
+    },
+    {
+        "name": "Notion",
+        "url": "https://www.notion.so/api/v3/getLoginOptions",
+        "status": "FOUND",
+        "metadata": []
+    },
+    {
+        "name": "Spotify",
+        "url": "https://spclient.wg.spotify.com/signup/public/v1/account?validate=1&email=john@gmail.com",
+        "status": "FOUND",
+        "metadata": []
+    },
+    {
+        "name": "Strava",
+        "url": "https://www.strava.com/athletes/email_unique?email=john@gmail.com",
+        "status": "FOUND",
+        "metadata": []
+    },
+    {
+        "name": "Twitter",
+        "url": "https://api.twitter.com/i/users/email_available.json?email=john@gmail.com",
+        "status": "FOUND",
+        "metadata": []
+    },
+    {
+        "name": "NetShoes",
+        "url": "https://www.netshoes.com.br/auth/account/exists/john@gmail.com",
+        "status": "FOUND",
+        "metadata": []
+    },
+    {
+        "name": "Milanuncios",
+        "url": "https://userprofiles.gw.milanuncios.com/api/v2/users",
+        "status": "FOUND",
+        "metadata": []
+    },
+    {
+        "name": "El Mundo",
+        "url": "https://seguro.elmundo.es/ueregistro/v2/usuarios/registro",
+        "status": "FOUND",
+        "metadata": []
+    },
+    {
+        "name": "Xvideos",
+        "url": "https://www.xvideos.com/account/checkemail?email=john@gmail.com",
+        "status": "FOUND",
+        "metadata": []
+    },
+    {
+        "name": "Picsart",
+        "url": "https://api.picsart.com/users/email/existence?email_encoded=0&emails=john@gmail.com",
+        "status": "FOUND",
+        "metadata": []
+    },
+    {
+        "name": "Eventbrite",
+        "url": "https://www.eventbrite.com/api/v3/users/lookup/",
+        "status": "FOUND",
+        "metadata": [
+            [
+                {
+                    "schema": "JSON",
+                    "type": "String",
+                    "name": "User ID",
+                    "path": [
+                        "user_id"
+                    ],
+                    "value": "941247935"
+                }
+            ]
+        ]
+    },
+    {
+        "name": "Imageshack",
+        "url": "https://imageshack.com/rest_api/v2/user",
+        "status": "FOUND",
+        "metadata": []
+    }
+]
\ No newline at end of file
diff --git a/tests/data/mock-username.json b/tests/data/mock-username.json
new file mode 100644
index 00000000..fb93de33
--- /dev/null
+++ b/tests/data/mock-username.json
@@ -0,0 +1,101 @@
+[
+    {
+        "name": "DockerHub",
+        "url": "https://hub.docker.com/v2/users/p1ngul1n0/",
+        "status": "FOUND",
+        "metadata": []
+    },
+    {
+        "name": "giters",
+        "url": "https://giters.com/p1ngul1n0",
+        "status": "FOUND",
+        "metadata": []
+    },
+    {
+        "name": "GitHub",
+        "url": "https://github.com/p1ngul1n0",
+        "status": "FOUND",
+        "metadata": []
+    },
+    {
+        "name": "Gravatar",
+        "url": "http://en.gravatar.com/p1ngul1n0.json",
+        "status": "FOUND",
+        "metadata": [
+            [
+                {
+                    "schema": "JSON",
+                    "type": "Image",
+                    "name": "Avatar",
+                    "path": [
+                        "entry",
+                        0,
+                        "thumbnailUrl"
+                    ],
+                    "downloaded": false,
+                    "value": "https://2.gravatar.com/avatar/ef2256bcf70087d4e4b57c6b9cd39c82"
+                },
+                {
+                    "schema": "JSON",
+                    "type": "String",
+                    "name": "Name",
+                    "path": [
+                        "entry",
+                        0,
+                        "displayName"
+                    ],
+                    "value": "p1ngul1n0"
+                }
+            ]
+        ]
+    },
+    {
+        "name": "Reddit",
+        "url": "https://www.reddit.com/user/p1ngul1n0/about/.json",
+        "status": "FOUND",
+        "metadata": []
+    },
+    {
+        "name": "Telegram",
+        "url": "https://t.me/p1ngul1n0",
+        "status": "FOUND",
+        "metadata": []
+    },
+    {
+        "name": "Twitter",
+        "url": "https://nitter.privacydev.net/p1ngul1n0",
+        "status": "FOUND",
+        "metadata": [
+            [
+                {
+                    "schema": "HTML",
+                    "type": "Image",
+                    "name": "Avatar",
+                    "prefix": "https://nitter.privacydev.net",
+                    "path": "<a[^>]*class=\"profile-card-avatar\"[^>]*><img[^>]+src=\"([^\"]+)\"",
+                    "downloaded": false,
+                    "value": "https://nitter.privacydev.net/pic/pbs.twimg.com%2Fprofile_images%2F1604626688813531136%2FJ7jmDiGV_400x400.jpg"
+                },
+                {
+                    "schema": "HTML",
+                    "type": "String",
+                    "name": "Name",
+                    "path": "<a[^>]*class=\"profile-card-fullname\"[^>]*>([^<]+)",
+                    "value": "p1ngul1n0"
+                }
+            ]
+        ]
+    },
+    {
+        "name": "Twitter archived tweets",
+        "url": "http://archive.org/wayback/available?url=https://twitter.com/p1ngul1n0/status/*",
+        "status": "FOUND",
+        "metadata": []
+    },
+    {
+        "name": "Xbox Gamertag",
+        "url": "https://www.xboxgamertag.com/search/p1ngul1n0",
+        "status": "FOUND",
+        "metadata": []
+    }
+]
\ No newline at end of file
diff --git a/tests/test_core.py b/tests/test_core.py
new file mode 100644
index 00000000..5bb311bc
--- /dev/null
+++ b/tests/test_core.py
@@ -0,0 +1,53 @@
+import sys
+import os
+import unittest
+from rich.console import Console
+
+sys.path.append(os.path.join(os.path.dirname(__file__), "..", "src"))
+
+import config
+from src.modules.core.username import verifyUsername
+from src.modules.core.email import verifyEmail
+from src.modules.export.csv import saveToCsv
+from src.modules.export.pdf import saveToPdf
+from src.modules.utils.userAgent import getRandomUserAgent
+from datetime import datetime
+from src.modules.whatsmyname.list_operations import checkUpdates
+
+config.no_nsfw = None
+config.proxy = None
+config.verbose = None
+config.timeout = None
+config.dump = True
+config.csv = None
+config.pdf = None
+config.filter = "name=Gravatar"
+config.console = Console()
+config.userAgent = getRandomUserAgent(config)
+config.max_concurrent_requests = 30
+
+config.dateRaw = datetime.now().strftime("%m_%d_%Y")
+config.datePretty = datetime.now().strftime("%B %d, %Y")
+
+checkUpdates(config)
+
+
+class TestEmail(unittest.TestCase):
+    config.currentEmail = "john@gmail.com"
+
+    def test_verify_email(self):
+
+        result = verifyEmail(config.currentEmail, config)
+        self.assertTrue(result)
+
+
+class TestUsername(unittest.TestCase):
+    config.currentUser = "p1ngul1n0"
+
+    def test_verify_username(self):
+        result = verifyUsername(config.currentUser, config)
+        self.assertTrue(result)
+
+
+if __name__ == "__main__":
+    unittest.main()
diff --git a/tests/test_export.py b/tests/test_export.py
new file mode 100644
index 00000000..f09b58a8
--- /dev/null
+++ b/tests/test_export.py
@@ -0,0 +1,63 @@
+import sys
+import os
+import json
+import unittest
+from rich.console import Console
+
+sys.path.append(os.path.join(os.path.dirname(__file__), "..", "src"))
+
+import config
+from src.modules.export.csv import saveToCsv
+from src.modules.export.pdf import saveToPdf
+from src.modules.export.file_operations import createSaveDirectory
+from datetime import datetime
+
+config.console = Console()
+
+config.no_nsfw = None
+config.proxy = None
+config.verbose = None
+config.timeout = None
+config.dump = None
+config.currentUser = None
+config.currentEmail = None
+config.dateRaw = datetime.now().strftime("%m_%d_%Y")
+config.datePretty = datetime.now().strftime("%B %d, %Y")
+
+
+class TestExportToPDF(unittest.TestCase):
+    config.currentEmail = "john@gmail.com"
+    config.pdf = True
+    config.csv = False
+    createSaveDirectory(config)
+
+    def test_export_pdf(self):
+        with open(
+            os.path.join(os.getcwd(), "tests", "data", "mock-email.json"),
+            "r",
+            encoding="UTF-8",
+        ) as f:
+            foundAccounts = json.load(f)
+        result = saveToPdf(foundAccounts, "email", config)
+        self.assertTrue(result)
+
+
+class TestExportToCSV(unittest.TestCase):
+    config.currentUser = "p1ngul1n0"
+    config.pdf = False
+    config.csv = True
+    createSaveDirectory(config)
+
+    def test_export_csv(self):
+        with open(
+            os.path.join(os.getcwd(), "tests", "data", "mock-username.json"),
+            "r",
+            encoding="UTF-8",
+        ) as f:
+            foundAccounts = json.load(f)
+        result = saveToCsv(foundAccounts, config)
+        self.assertTrue(result)
+
+
+if __name__ == "__main__":
+    unittest.main()

From 0d5eab5f73451a80d6d1a84187a0a0f61b8094d1 Mon Sep 17 00:00:00 2001
From: izumi <altavhusayn@gmail.com>
Date: Wed, 12 Aug 2026 00:48:40 -0700
Subject: [PATCH 2/8] Update README.md

---
 README.md | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/README.md b/README.md
index 0a312bd2..9b6988e0 100644
--- a/README.md
+++ b/README.md
@@ -1,3 +1,8 @@
+# Blackbird
+
+<figure><img src="./docs/.gitbook/assets/ai-demo.png" alt=""><figcaption></figcaption></figure>
+
+
 # Blackbird — OSINT Username & Email Reconnaissance Tool
 
 Blackbird checks a given username or email address against hundreds of sites

From f144c496030ea16d6b401a3f3d9f008a92d57a29 Mon Sep 17 00:00:00 2001
From: izumi <altavhusayn@gmail.com>
Date: Wed, 12 Aug 2026 00:50:21 -0700
Subject: [PATCH 3/8] Enhance README with setup and usage details

Updated README.md with detailed setup, usage instructions, and project information.
---
 README.md | 86 ++++++++++++++++++++++++++++++++++++++++++++++++++++++-
 1 file changed, 85 insertions(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 9b6988e0..c31548b9 100644
--- a/README.md
+++ b/README.md
@@ -2,8 +2,92 @@
 
 <figure><img src="./docs/.gitbook/assets/ai-demo.png" alt=""><figcaption></figcaption></figure>
 
+> Blackbird is a powerful OSINT tool that combines fast username and email searches across more than 600 platforms with free AI-powered profiling. By leveraging community-driven projects like WhatsMyName, it ensures low false positive rates and high-quality results. Features include smart filters, polished PDF/CSV exports, and fully automated analysis — all from a single CLI.
+<br>
 
-# Blackbird — OSINT Username & Email Reconnaissance Tool
+[![SherlockEyeCover](./docs/.gitbook/assets/sherlockeye_cover.jpg)](https://cutt.ly/frtVNzQQ)
+
+### Setup
+
+**Clone the repository**
+
+```bash
+git clone https://github.com/p1ngul1n0/blackbird
+cd blackbird
+```
+
+**Install requirements**
+
+```bash
+pip install -r requirements.txt
+```
+
+### Usage
+
+**Search by username**
+
+```bash
+python blackbird.py --username johndoe
+```
+
+**Search by email**
+
+```bash
+python blackbird.py --email johndoe@example.com 
+```
+
+**Export results to PDF**
+
+```bash
+python blackbird.py --email  --pdf
+```
+
+##  ✨ AI (Free)
+Blackbird integrates an AI engine that analyzes the sites where a username or email is found and returns a behavioral and technical profile of the user — helping you understand more, with less effort.
+
+- No sensitive data is shared — only site names are sent
+
+- Usage is completely free, with a fair daily limit
+
+- AI results are also included in PDF exports (```--pdf```)
+#### Generate an API key:
+```bash
+python blackbird.py --setup-ai
+```
+#### Use it
+```bash
+python blackbird.py --username johndoe --ai
+```
+
+## More
+For more details about the project, visit the <a href="https://p1ngul1n0.gitbook.io/blackbird/">Docs</a>
+
+### Project Developer
+
+[Lucas Antoniaci](https://www.linkedin.com/in/lucas-antoniaci/)
+
+### WhatsMyName
+
+Blackbird is fully integrated with [WhatsMyName](https://github.com/WebBreacher/WhatsMyName) project, witch has 600+ sites to perform accurate reverse username search.
+
+### Sponsors
+
+[![DigitalOcean Referral Badge](https://web-platforms.sfo2.cdn.digitaloceanspaces.com/WWW/Badge%203.svg)](https://www.digitalocean.com/?refcode=eae02be1dd10&utm_campaign=Referral_Invite&utm_medium=Referral_Program&utm_source=badge)
+
+### Disclaimer
+
+```
+This or previous program is for Educational purpose ONLY. Do not use it without permission. 
+The usual disclaimer applies, especially the fact that me (P1ngul1n0) is not liable for any 
+damages caused by direct or indirect use of the information or functionality provided by these 
+programs. The author or any Internet provider bears NO responsibility for content or misuse 
+of these programs or any derivatives thereof. By using these programs you accept the fact 
+that any damage (dataloss, system crash, system compromise, etc.) caused by the use of these 
+programs is not P1ngul1n0's responsibility.
+```
+
+
+# Blackbird — OSINT Username & Email Reconnaissance Tool --updated
 
 Blackbird checks a given username or email address against hundreds of sites
 (social, gaming, coding, dating, finance, and more) to find where an account

From 163b52e0a75633d00008f442b52109b3cf2dc431 Mon Sep 17 00:00:00 2001
From: izumi <altavhusayn@gmail.com>
Date: Wed, 12 Aug 2026 01:10:16 -0700
Subject: [PATCH 4/8] Update README.md

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index c31548b9..efaf4c46 100644
--- a/README.md
+++ b/README.md
@@ -87,7 +87,7 @@ programs is not P1ngul1n0's responsibility.
 ```
 
 
-# Blackbird — OSINT Username & Email Reconnaissance Tool --updated
+# Blackbird — OSINT Username & Email Reconnaissance Tool (Updated)
 
 Blackbird checks a given username or email address against hundreds of sites
 (social, gaming, coding, dating, finance, and more) to find where an account

From add72ffd8b90ca721a7ef8b6096bfa5ddd2bca1f Mon Sep 17 00:00:00 2001
From: izumicancode <altavhusayn@gmail.com>
Date: Wed, 12 Aug 2026 02:19:25 -0700
Subject: [PATCH 5/8] Update report behavior and username similarity features

---
 blackbird.py                 | 210 +++++++++++++++++++++++++++--------
 src/modules/core/email.py    |  19 +++-
 src/modules/core/username.py |  20 +++-
 3 files changed, 192 insertions(+), 57 deletions(-)

diff --git a/blackbird.py b/blackbird.py
index d1474c1a..f2b9965b 100644
--- a/blackbird.py
+++ b/blackbird.py
@@ -25,6 +25,53 @@
 from modules.utils.permute import Permute
 from dotenv import load_dotenv
 
+
+def sanitize_report_identifier(value: str) -> str:
+    identifier = re.sub(r"[^A-Za-z0-9_-]", "_", value)
+    identifier = re.sub(r"_+", "_", identifier).strip("_")
+    return identifier or "report"
+
+
+def generate_similar_usernames(usernames):
+    variants = []
+    seen = set()
+    for username in usernames:
+        username = username.strip()
+        if not username or username in seen:
+            continue
+        seen.add(username)
+        variants.append(username)
+
+        if len(username) >= 3:
+            prefix2 = username[:2]
+            suffix2 = username[-2:]
+            prefix3 = username[:3]
+            suffix3 = username[-3:]
+
+            candidates = [
+                username + prefix2,
+                username + suffix2,
+                username + prefix3,
+                username + suffix3,
+                prefix2 + username,
+                suffix2 + username,
+                prefix3 + username,
+                suffix3 + username,
+                username[::-1],
+                username[1:] if len(username) > 1 else username,
+                username[:-1] if len(username) > 1 else username,
+                username + "1",
+                username + "_",
+                "_" + username,
+            ]
+            for candidate in candidates:
+                candidate = candidate.strip()
+                if candidate and candidate not in seen:
+                    seen.add(candidate)
+                    variants.append(candidate)
+
+    return variants
+
 load_dotenv()
 
 
@@ -91,6 +138,12 @@ def initiate():
         help="Generate a JSON with the results."
     )
 
+    parser.add_argument(
+        "--similar",
+        action="store_true",
+        help="Also search close username variants automatically."
+    )
+
     parser.add_argument(
         "-v", "--verbose",
         action="store_true",
@@ -161,6 +214,7 @@ def initiate():
     config.email_file = args.email_file
     config.no_update = args.no_update
     config.about = args.about
+    config.similar = args.similar
     config.instagram_session_id = os.getenv("INSTAGRAM_SESSION_ID")
     config.api_url = os.getenv("API_URL")
 
@@ -258,6 +312,15 @@ def run_interactive_menu(config):
             config.pdf = True
         if Confirm.ask("[cyan]Also save as CSV?[/cyan]", default=False):
             config.csv = True
+        if Confirm.ask(
+            "[cyan]Include close username variants (like izumi, izumime, meizumi) in this search?[/cyan]",
+            default=False,
+        ):
+            config.similar = True
+        if len(config.username) > 1:
+            config.currentUser = sanitize_report_identifier(
+                ",".join([u.strip() for u in config.username if u.strip()])
+            )
     else:
         raw = Prompt.ask("[cyan]Enter email(s)[/cyan] (comma-separated for multiple)")
         config.email = [e.strip() for e in raw.split(",") if e.strip()]
@@ -476,35 +539,66 @@ def display_categorized_results(foundAccounts, config, target_label):
             config.console.print(
                 f":glasses: Successfully loaded {len(config.username)} usernames from permuting {elements}"
             )
+
+        original_usernames = list(config.username)
+        if config.similar:
+            config.username = generate_similar_usernames(config.username)
+            if len(config.username) > len(original_usernames):
+                config.console.print(
+                    f":mag: Searching {len(config.username)} close username variants for {', '.join(original_usernames)}"
+                )
+
+        combined_accounts = []
+        combined_label = ", ".join(original_usernames)
+        combined_report = len(config.username) > 1 and (config.csv or config.pdf or config.json)
+
+        if combined_report:
+            config.currentUser = sanitize_report_identifier(combined_label)
+            createSaveDirectory(config)
+
         for user in config.username:
             config.currentUser = user
-            if config.dump or config.csv or config.pdf or config.json:
+            if not combined_report and (config.dump or config.csv or config.pdf or config.json):
                 createSaveDirectory(config)
             verifyUsername(config.currentUser, config)
-            display_categorized_results(config.usernameFoundAccounts, config, config.currentUser)
-            if config.ai:
-                if len(config.usernameFoundAccounts) > 2:
-                    from modules.ai.client import send_prompt
-                    site_names = [account.get("name", "") for account in config.usernameFoundAccounts]
-                    if (site_names):
-                        prompt = ", ".join(site_names)
-
-                        data = send_prompt(prompt, config)
-
-                        if (data):
-                            config.ai_analysis = data
-                else:
-                    config.console.print(
-                        ":warning: Not enough accounts found for AI analysis. Skipping AI features."
-                    )
-
-            if config.csv and config.usernameFoundAccounts:
-                saveToCsv(config.usernameFoundAccounts, config)
-            if config.pdf and config.usernameFoundAccounts:
-                saveToPdf(config.usernameFoundAccounts, "username", config)
-            if config.json and config.usernameFoundAccounts:
-                saveToJson(config.usernameFoundAccounts, config)
+            if combined_report:
+                combined_accounts.extend(config.usernameFoundAccounts or [])
+            else:
+                display_categorized_results(config.usernameFoundAccounts, config, config.currentUser)
+                if config.ai:
+                    if len(config.usernameFoundAccounts) > 2:
+                        from modules.ai.client import send_prompt
+                        site_names = [account.get("name", "") for account in config.usernameFoundAccounts]
+                        if site_names:
+                            prompt = ", ".join(site_names)
+
+                            data = send_prompt(prompt, config)
+
+                            if data:
+                                config.ai_analysis = data
+                    else:
+                        config.console.print(
+                            ":warning: Not enough accounts found for AI analysis. Skipping AI features."
+                        )
+
+                if config.csv and config.usernameFoundAccounts:
+                    saveToCsv(config.usernameFoundAccounts, config)
+                if config.pdf and config.usernameFoundAccounts:
+                    saveToPdf(config.usernameFoundAccounts, "username", config)
+                if config.json and config.usernameFoundAccounts:
+                    saveToJson(config.usernameFoundAccounts, config)
+
+            config.currentUser = None
+            config.usernameFoundAccounts = None
 
+        if combined_report:
+            display_categorized_results(combined_accounts, config, combined_label)
+            if config.csv and combined_accounts:
+                saveToCsv(combined_accounts, config)
+            if config.pdf and combined_accounts:
+                saveToPdf(combined_accounts, "username", config)
+            if config.json and combined_accounts:
+                saveToJson(combined_accounts, config)
             config.currentUser = None
             config.usernameFoundAccounts = None
 
@@ -519,33 +613,55 @@ def display_categorized_results(foundAccounts, config, target_label):
             sys.exit()
 
     if config.email:
+        combined_accounts = []
+        combined_label = ", ".join(config.email)
+        combined_report = len(config.email) > 1 and (config.csv or config.pdf or config.json)
+
+        if combined_report:
+            config.currentEmail = sanitize_report_identifier(combined_label)
+            createSaveDirectory(config)
+
         for email in config.email:
             config.currentEmail = email
-            if config.dump or config.csv or config.pdf or config.json:
+            if not combined_report and (config.dump or config.csv or config.pdf or config.json):
                 createSaveDirectory(config)
             verifyEmail(email, config)
-            display_categorized_results(config.emailFoundAccounts, config, email)
-            if config.ai:
-                if len(config.emailFoundAccounts) > 2:
-                    from modules.ai.client import send_prompt
-                    site_names = [account.get("name", "") for account in config.emailFoundAccounts]
-                    if (site_names):
-                        prompt = ", ".join(site_names)
+            if combined_report:
+                combined_accounts.extend(config.emailFoundAccounts or [])
+            else:
+                display_categorized_results(config.emailFoundAccounts, config, email)
+                if config.ai:
+                    if len(config.emailFoundAccounts) > 2:
+                        from modules.ai.client import send_prompt
+                        site_names = [account.get("name", "") for account in config.emailFoundAccounts]
+                        if site_names:
+                            prompt = ", ".join(site_names)
                         
-                        data = send_prompt(prompt, config)
-
-                        if (data):
-                            config.ai_analysis = data
-                else:
-                    config.console.print(
-                        ":warning: Not enough accounts found for AI analysis. Skipping AI features."
-                    )
-
-            if config.csv and config.emailFoundAccounts:
-                saveToCsv(config.emailFoundAccounts, config)
-            if config.pdf and config.emailFoundAccounts:
-                saveToPdf(config.emailFoundAccounts, "email", config)
-            if config.json and config.emailFoundAccounts:
-                saveToJson(config.emailFoundAccounts, config)
+                            data = send_prompt(prompt, config)
+
+                            if data:
+                                config.ai_analysis = data
+                    else:
+                        config.console.print(
+                            ":warning: Not enough accounts found for AI analysis. Skipping AI features."
+                        )
+
+                if config.csv and config.emailFoundAccounts:
+                    saveToCsv(config.emailFoundAccounts, config)
+                if config.pdf and config.emailFoundAccounts:
+                    saveToPdf(config.emailFoundAccounts, "email", config)
+                if config.json and config.emailFoundAccounts:
+                    saveToJson(config.emailFoundAccounts, config)
+            config.currentEmail = None
+            config.emailFoundAccounts = None
+
+        if combined_report:
+            display_categorized_results(combined_accounts, config, combined_label)
+            if config.csv and combined_accounts:
+                saveToCsv(combined_accounts, config)
+            if config.pdf and combined_accounts:
+                saveToPdf(combined_accounts, "email", config)
+            if config.json and combined_accounts:
+                saveToJson(combined_accounts, config)
             config.currentEmail = None
             config.emailFoundAccounts = None
diff --git a/src/modules/core/email.py b/src/modules/core/email.py
index 62b86ee6..f04671e9 100644
--- a/src/modules/core/email.py
+++ b/src/modules/core/email.py
@@ -20,11 +20,18 @@
 from ..utils.precheck import perform_pre_check
 
 
+def get_display_url(site, account):
+    if site.get("uri_pretty"):
+        return site["uri_pretty"].replace("{account}", account)
+    return site["uri_check"].replace("{account}", account)
+
+
 # Verify account existence based on list args
 async def checkSite(
     site,
     method,
-    url,
+    request_url,
+    display_url,
     session,
     semaphore,
     config,
@@ -33,7 +40,7 @@ async def checkSite(
 ):
     returnData = {
         "name": site["name"],
-        "url": url,
+        "url": display_url,
         "category": site["cat"],
         "status": "NONE",
         "metadata": None,
@@ -48,7 +55,7 @@ async def checkSite(
                 returnData["status"] = "ERROR"
                 return returnData
 
-        response = await do_async_request(method, url, session, config, data, headers)
+        response = await do_async_request(method, request_url, session, config, data, headers)
         if response == None:
             returnData["status"] = "ERROR"
             return returnData
@@ -62,7 +69,7 @@ async def checkSite(
                     ):
                         returnData["status"] = "FOUND"
                         config.console.print(
-                            rf"  ✔️  \[[cyan1]{site['name']}[/cyan1]] [bright_white]{response['url']}[/bright_white]"
+                            rf"  ✔️  \[[cyan1]{site['name']}[/cyan1]] [bright_white]{display_url}[/bright_white]"
                         )
                         if site["metadata"]:
                             extractedMetadata = extractMetadata(
@@ -124,10 +131,12 @@ async def wrappedCheck(site):
             data = site["data"].replace("{account}", email_processed) if site["data"] else None
             headers = site["headers"] if site["headers"] else None
 
+            display_url = get_display_url(site, email_processed)
             result = await checkSite(
                 site=site,
                 method=site["method"],
-                url=url,
+                request_url=url,
+                display_url=display_url,
                 session=session,
                 semaphore=semaphore,
                 config=config,
diff --git a/src/modules/core/username.py b/src/modules/core/username.py
index 9d23a927..e28d42d7 100644
--- a/src/modules/core/username.py
+++ b/src/modules/core/username.py
@@ -24,18 +24,25 @@
 sys.path.append(os.path.join(os.path.dirname(__file__), ".."))
 
 
+def get_display_url(site, account):
+    if site.get("uri_pretty"):
+        return site["uri_pretty"].replace("{account}", account)
+    return site["uri_check"].replace("{account}", account)
+
+
 # Verify account existence based on list args
 async def checkSite(
     site,
     method,
-    url,
+    request_url,
+    display_url,
     session,
     semaphore,
     config,
 ):
     returnData = {
         "name": site["name"],
-        "url": url,
+        "url": display_url,
         "category": site["cat"],
         "status": "NONE",
         "metadata": None,
@@ -43,7 +50,7 @@ async def checkSite(
     extractedMetadata = []
 
     async with semaphore:
-        response = await do_async_request(method, url, session, config)
+        response = await do_async_request(method, request_url, session, config)
         if response == None:
             returnData["status"] = "ERROR"
             return returnData
@@ -59,7 +66,7 @@ async def checkSite(
                     ):
                         returnData["status"] = "FOUND"
                         config.console.print(
-                            rf"  ✔️  \[[cyan1]{site['name']}[/cyan1]] [bright_white]{response['url']}[/bright_white]"
+                            rf"  ✔️  \[[cyan1]{site['name']}[/cyan1]] [bright_white]{display_url}[/bright_white]"
                         )
 
                         if site["name"] in config.metadata_params["sites"]:
@@ -147,10 +154,13 @@ def render():
 
         async def wrappedCheck(site):
             nonlocal completed
+            request_url = site["uri_check"].replace("{account}", username)
+            display_url = get_display_url(site, username)
             result = await checkSite(
                 site=site,
                 method="GET",
-                url=site["uri_check"].replace("{account}", username),
+                request_url=request_url,
+                display_url=display_url,
                 session=session,
                 semaphore=semaphore,
                 config=config,

From 45d4b8b68966794a21842a6cc124a8964725ad22 Mon Sep 17 00:00:00 2001
From: izumi <altavhusayn@gmail.com>
Date: Wed, 12 Aug 2026 04:40:26 -0700
Subject: [PATCH 6/8] Fix typo in 'Changes in This Copy' section

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index efaf4c46..c68e092a 100644
--- a/README.md
+++ b/README.md
@@ -232,7 +232,7 @@ repo root.
 
 ---
 
-## Changes in This Copy
+## Changes in This Copy.
 
 Fixes and additions made on top of the upstream project:
 

From ffb60ede099877686fa2bddde4f0b571561ada27 Mon Sep 17 00:00:00 2001
From: izumi <altavhusayn@gmail.com>
Date: Wed, 12 Aug 2026 04:51:55 -0700
Subject: [PATCH 7/8] Update README.md

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index c68e092a..4f0d1e09 100644
--- a/README.md
+++ b/README.md
@@ -202,7 +202,7 @@ one.
 | `INSTAGRAM_SESSION_ID is not set` | No session ID configured | Provide one when prompted, or add it to `.env` |
 | `Session rejected (HTTP 401/403)` | Session expired or invalid | Log in again, grab a fresh `sessionid` |
 | `Enhanced metadata lookup failed` | Ran but returned nothing | Re-run with `--verbose`; refresh session ID |
-| `Unexpected response... no user data returned` | Account private/nonexistent, or Instagram changed its API | Verify manually |
+| `Unexpected response... no user data returned` | Account private/nonexistent, or Instagram changed its API | Verify manually  |
 
 ---
 

From 33cb297480b26d550301a63863d5dfb18f1ca0a2 Mon Sep 17 00:00:00 2001
From: izumi <altavhusayn@gmail.com>
Date: Wed, 12 Aug 2026 05:00:26 -0700
Subject: [PATCH 8/8] Update requirements.txt