diff --git a/docs/app/agents/page.tsx b/docs/app/agents/page.tsx
index fe43975e..d12f9e66 100644
--- a/docs/app/agents/page.tsx
+++ b/docs/app/agents/page.tsx
@@ -28,6 +28,7 @@ export default async function Page() {
         <AgentCard name="Catalog Enrichment" imageSrc="/tools/enthusiast/img/agents/catalog-enrichment.png" href="/agents/catalog-enrichment" />
         <AgentCard name="Purchase Order OCR" imageSrc="/tools/enthusiast/img/agents/purchase-order-ocr.png" href="/agents/purchase-order-ocr" />
         <AgentCard name="User Manual Search" imageSrc="/tools/enthusiast/img/agents/user-manual-search.png" href="/agents/user-manual-search" />
+        <AgentCard name="Invoice Scanning" href="/agents/invoice-scanning" />
       </Cards>
       <H2>Build a Custom Agent</H2>
       <P>These integrations are just the beginning, and we know that you may need more specialized functionality beyond what we've included here. Enthusiast gives you the flexibility to build entirely custom agents from the ground up, tailored to your needs.</P>
diff --git a/docs/content/agents/invoice-scanning.mdx b/docs/content/agents/invoice-scanning.mdx
new file mode 100644
index 00000000..6d7d7a02
--- /dev/null
+++ b/docs/content/agents/invoice-scanning.mdx
@@ -0,0 +1,23 @@
+import Agent from "@/components/agent";
+
+export const description = "The Invoice Scanning agent extracts attributes from invoices. It can be customized to pull different attribute sets and can flag unclear or missing information, triggering a human-in-the-loop step when clarification is required.";
+
+export const useCases = [
+  {
+    title: "TO DO",
+    description: "TO DO"
+  },
+  {
+    title: "TO DO",
+    description: "TO DO"
+  },
+];
+
+<Agent
+  name="Invoice Scanning"
+  integrationKey="enthusiast-agent-invoice-scanning"
+  pipName="enthusiast-agent-invoice-scanning"
+  registerAgentModule="enthusiast_agent_invoice_scanning"
+  agentDescription={description}
+  agentUseCases={useCases}
+/>
diff --git a/plugins/enthusiast-agent-invoice-scanning/README.md b/plugins/enthusiast-agent-invoice-scanning/README.md
new file mode 100644
index 00000000..73d5e02e
--- /dev/null
+++ b/plugins/enthusiast-agent-invoice-scanning/README.md
@@ -0,0 +1,18 @@
+# Enthusiast Invoice Scanning Agent
+
+The Invoice Scanning agent extracts attributes from invoices. It can be customized to pull different attribute sets and can flag unclear or missing information, triggering a human-in-the-loop step when clarification is required.
+
+## Installing the Invoice scanning Agent
+
+Run the following command inside your application directory:
+```commandline
+poetry add enthusiast-agent-invoice-scanning
+```
+
+Then, register the agent in your config/settings_override.py.
+
+```python
+AVAILABLE_AGENTS = [
+    "enthusiast_agent_invoice_scanning.InvoiceScanningAgent"
+]
+```
\ No newline at end of file
diff --git a/plugins/enthusiast-agent-invoice-scanning/poetry.lock b/plugins/enthusiast-agent-invoice-scanning/poetry.lock
new file mode 100644
index 00000000..a0894d66
--- /dev/null
+++ b/plugins/enthusiast-agent-invoice-scanning/poetry.lock
@@ -0,0 +1,1218 @@
+# This file is automatically @generated by Poetry 2.1.3 and should not be changed by hand.
+
+[[package]]
+name = "annotated-types"
+version = "0.7.0"
+description = "Reusable constraint types to use with typing.Annotated"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
+    {file = "annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53"},
+    {file = "annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89"},
+]
+
+[[package]]
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+version = "4.12.1"
+description = "High-level concurrency and networking framework on top of asyncio or Trio"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "anyio-4.12.1-py3-none-any.whl", hash = "sha256:d405828884fc140aa80a3c667b8beed277f1dfedec42ba031bd6ac3db606ab6c"},
+    {file = "anyio-4.12.1.tar.gz", hash = "sha256:41cfcc3a4c85d3f05c932da7c26d0201ac36f72abd4435ba90d0464a3ffed703"},
+]
+
+[package.dependencies]
+exceptiongroup = {version = ">=1.0.2", markers = "python_version < \"3.11\""}
+idna = ">=2.8"
+typing_extensions = {version = ">=4.5", markers = "python_version < \"3.13\""}
+
+[package.extras]
+trio = ["trio (>=0.31.0) ; python_version < \"3.10\"", "trio (>=0.32.0) ; python_version >= \"3.10\""]
+
+[[package]]
+name = "async-timeout"
+version = "4.0.3"
+description = "Timeout context manager for asyncio programs"
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
+markers = "python_version == \"3.10\""
+files = [
+    {file = "async-timeout-4.0.3.tar.gz", hash = "sha256:4640d96be84d82d02ed59ea2b7105a0f7b33abe8703703cd0ab0bf87c427522f"},
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+]
+
+[[package]]
+name = "certifi"
+version = "2026.1.4"
+description = "Python package for providing Mozilla's CA Bundle."
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
+files = [
+    {file = "certifi-2026.1.4-py3-none-any.whl", hash = "sha256:9943707519e4add1115f44c2bc244f782c0249876bf51b6599fee1ffbedd685c"},
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+]
+
+[[package]]
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+version = "3.4.4"
+description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
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+]
+
+[package.extras]
+cffi = ["cffi (>=1.17,<2.0) ; platform_python_implementation != \"PyPy\" and python_version < \"3.14\"", "cffi (>=2.0.0b) ; platform_python_implementation != \"PyPy\" and python_version >= \"3.14\""]
+
+[metadata]
+lock-version = "2.1"
+python-versions = ">=3.10,<4"
+content-hash = "58063ff23e191b70fd9b3132abcd699f0211235cd1dac39ba322ac7335e13510"
diff --git a/plugins/enthusiast-agent-invoice-scanning/pyproject.toml b/plugins/enthusiast-agent-invoice-scanning/pyproject.toml
new file mode 100644
index 00000000..17eb5419
--- /dev/null
+++ b/plugins/enthusiast-agent-invoice-scanning/pyproject.toml
@@ -0,0 +1,23 @@
+[project]
+name = "enthusiast-agent-invoice-scanning"
+version = "1.0.0"
+description = "Example implementation of a invoice scanning agent for Enthusiast"
+authors = [
+    {name = "Damian Sowiński",email = "damian.sowinski@upsidelab.io"}
+]
+readme = "README.md"
+requires-python = ">=3.10,<4"
+dependencies = [
+    "enthusiast-common (>=1.5.0,<2.0.0)",
+    "langchain (>=0.3.26,<0.4.0)",
+    "enthusiast_agent_re_act (>=1.3.0)",
+    "enthusiast_agent_tool_calling (>=1.0.0)",
+]
+
+[tool.poetry]
+packages = [{include = "enthusiast_agent_invoice_scanning", from = "src"}]
+
+
+[build-system]
+requires = ["poetry-core>=2.0.0,<3.0.0"]
+build-backend = "poetry.core.masonry.api"
diff --git a/plugins/enthusiast-agent-invoice-scanning/src/enthusiast_agent_invoice_scanning/__init__.py b/plugins/enthusiast-agent-invoice-scanning/src/enthusiast_agent_invoice_scanning/__init__.py
new file mode 100644
index 00000000..eca3a354
--- /dev/null
+++ b/plugins/enthusiast-agent-invoice-scanning/src/enthusiast_agent_invoice_scanning/__init__.py
@@ -0,0 +1,3 @@
+from .agent import InvoiceScanningAgent
+
+__all__ = ["InvoiceScanningAgent"]
diff --git a/plugins/enthusiast-agent-invoice-scanning/src/enthusiast_agent_invoice_scanning/agent.py b/plugins/enthusiast-agent-invoice-scanning/src/enthusiast_agent_invoice_scanning/agent.py
new file mode 100644
index 00000000..d2b882d5
--- /dev/null
+++ b/plugins/enthusiast-agent-invoice-scanning/src/enthusiast_agent_invoice_scanning/agent.py
@@ -0,0 +1,25 @@
+from enthusiast_agent_tool_calling import BaseToolCallingAgent
+from enthusiast_common.utils import RequiredFieldsModel
+from pydantic import Field, Json
+
+
+class InvoiceScanningAgentPromptInput(RequiredFieldsModel):
+    output_format: Json = Field(
+        title="Output format",
+        description="Output format of the extracted data",
+        default='{"invoice_number": "string", "issued_at": "string", "supplier_name": "string", "gross_amount": "number"}',
+    )
+
+
+class InvoiceScanningAgent(BaseToolCallingAgent):
+    AGENT_KEY = "enthusiast-agent-invoice-scanning"
+    NAME = "Invoice Scanning"
+    PROMPT_INPUT = InvoiceScanningAgentPromptInput
+    FILE_UPLOAD = True
+
+    def get_answer(self, input_text: str) -> str:
+        agent_executor = self._build_agent_executor()
+        agent_output = agent_executor.invoke(
+            {"input": input_text, "data_format": self.PROMPT_INPUT.output_format}, config=self._build_invoke_config()
+        )
+        return agent_output["output"]
diff --git a/plugins/enthusiast-agent-invoice-scanning/src/enthusiast_agent_invoice_scanning/config.py b/plugins/enthusiast-agent-invoice-scanning/src/enthusiast_agent_invoice_scanning/config.py
new file mode 100644
index 00000000..2ecfabfd
--- /dev/null
+++ b/plugins/enthusiast-agent-invoice-scanning/src/enthusiast_agent_invoice_scanning/config.py
@@ -0,0 +1,23 @@
+from enthusiast_common.config import AgentConfigWithDefaults
+from enthusiast_common.config.prompts import ChatPromptTemplateConfig, Message, MessageRole
+
+from .agent import InvoiceScanningAgent
+from .prompt import INVOICE_SCANNING_TOOL_CALLING_AGENT_PROMPT
+
+
+def get_config() -> AgentConfigWithDefaults:
+    return AgentConfigWithDefaults(
+        prompt_template=ChatPromptTemplateConfig(
+            messages=[
+                Message(
+                    role=MessageRole.SYSTEM,
+                    content=INVOICE_SCANNING_TOOL_CALLING_AGENT_PROMPT,
+                ),
+                Message(role=MessageRole.PLACEHOLDER, content="{chat_history}"),
+                Message(role=MessageRole.USER, content="{input}"),
+                Message(role=MessageRole.PLACEHOLDER, content="{agent_scratchpad}"),
+            ]
+        ),
+        agent_class=InvoiceScanningAgent,
+        tools=InvoiceScanningAgent.TOOLS,
+    )
diff --git a/plugins/enthusiast-agent-invoice-scanning/src/enthusiast_agent_invoice_scanning/prompt.py b/plugins/enthusiast-agent-invoice-scanning/src/enthusiast_agent_invoice_scanning/prompt.py
new file mode 100644
index 00000000..5586fc24
--- /dev/null
+++ b/plugins/enthusiast-agent-invoice-scanning/src/enthusiast_agent_invoice_scanning/prompt.py
@@ -0,0 +1,14 @@
+INVOICE_SCANNING_TOOL_CALLING_AGENT_PROMPT = """
+I want you to help extracting and describing in details data from invoices.
+In case of any missing information carefully collect it one by one.
+In tools specify exactly what are you looking for.
+You need to return result data in given shape: {data_format}.
+Always verify your answer
+Rules:
+- Return only json
+- Numbers must be plain numbers (no quotes).
+- Booleans must be true/false (no quotes).
+- Nulls must be null (no quotes).
+- No additional explanation
+- If key does not apply return null
+"""
diff --git a/plugins/enthusiast-agent-invoice-scanning/src/enthusiast_agent_invoice_scanning/re_act/__init__.py b/plugins/enthusiast-agent-invoice-scanning/src/enthusiast_agent_invoice_scanning/re_act/__init__.py
new file mode 100644
index 00000000..eca3a354
--- /dev/null
+++ b/plugins/enthusiast-agent-invoice-scanning/src/enthusiast_agent_invoice_scanning/re_act/__init__.py
@@ -0,0 +1,3 @@
+from .agent import InvoiceScanningAgent
+
+__all__ = ["InvoiceScanningAgent"]
diff --git a/plugins/enthusiast-agent-invoice-scanning/src/enthusiast_agent_invoice_scanning/re_act/agent.py b/plugins/enthusiast-agent-invoice-scanning/src/enthusiast_agent_invoice_scanning/re_act/agent.py
new file mode 100644
index 00000000..66b2fd38
--- /dev/null
+++ b/plugins/enthusiast-agent-invoice-scanning/src/enthusiast_agent_invoice_scanning/re_act/agent.py
@@ -0,0 +1,45 @@
+from enthusiast_agent_re_act import BaseReActAgent, StructuredReActOutputParser
+from enthusiast_common.utils import RequiredFieldsModel
+from langchain.agents import AgentExecutor, create_react_agent
+from langchain_core.tools import render_text_description_and_args
+from pydantic import Field, Json
+
+
+class InvoiceScanningAgentPromptInput(RequiredFieldsModel):
+    output_format: Json = Field(
+        title="Output format",
+        description="Output format of the extracted data",
+        default='{"invoice_number": "string", "issued_at": "string", "supplier_name": "string", "gross_amount": "number"}',
+    )
+
+
+class InvoiceScanningAgent(BaseReActAgent):
+    AGENT_KEY = "enthusiast-agent-invoice-scanning"
+    NAME = "Invoice Scanning"
+    PROMPT_INPUT = InvoiceScanningAgentPromptInput
+    FILE_UPLOAD = True
+
+    def _build_agent_executor(self) -> AgentExecutor:
+        tools = self._build_tools()
+        agent = create_react_agent(
+            tools=tools,
+            llm=self._llm,
+            prompt=self._prompt,
+            tools_renderer=render_text_description_and_args,
+            output_parser=StructuredReActOutputParser(),
+        )
+        return AgentExecutor(
+            agent=agent,
+            tools=tools,
+            memory=self._build_memory(),
+            verbose=True,
+            return_intermediate_steps=True,
+            handle_parsing_errors=True,
+        )
+
+    def get_answer(self, input_text: str) -> str:
+        agent_executor = self._build_agent_executor()
+        response = agent_executor.invoke(
+            {"input": input_text, "data_format": self.PROMPT_INPUT.output_format}, config=self._build_invoke_config()
+        )
+        return response["output"]
diff --git a/plugins/enthusiast-agent-invoice-scanning/src/enthusiast_agent_invoice_scanning/re_act/config.py b/plugins/enthusiast-agent-invoice-scanning/src/enthusiast_agent_invoice_scanning/re_act/config.py
new file mode 100644
index 00000000..81c4fb92
--- /dev/null
+++ b/plugins/enthusiast-agent-invoice-scanning/src/enthusiast_agent_invoice_scanning/re_act/config.py
@@ -0,0 +1,16 @@
+from enthusiast_common.config import AgentConfigWithDefaults
+from enthusiast_common.config.prompts import PromptTemplateConfig
+
+from .agent import InvoiceScanningAgent
+from .prompt import INVOICE_SCANNING_RE_ACT_AGENT_PROMPT
+
+
+def get_config() -> AgentConfigWithDefaults:
+    return AgentConfigWithDefaults(
+        prompt_template=PromptTemplateConfig(
+            input_variables=["tools", "tool_names", "input", "agent_scratchpad", "data_format"],
+            prompt_template=INVOICE_SCANNING_RE_ACT_AGENT_PROMPT,
+        ),
+        agent_class=InvoiceScanningAgent,
+        tools=InvoiceScanningAgent.TOOLS,
+    )
diff --git a/plugins/enthusiast-agent-invoice-scanning/src/enthusiast_agent_invoice_scanning/re_act/prompt.py b/plugins/enthusiast-agent-invoice-scanning/src/enthusiast_agent_invoice_scanning/re_act/prompt.py
new file mode 100644
index 00000000..2163c990
--- /dev/null
+++ b/plugins/enthusiast-agent-invoice-scanning/src/enthusiast_agent_invoice_scanning/re_act/prompt.py
@@ -0,0 +1,77 @@
+INVOICE_SCANNING_RE_ACT_AGENT_PROMPT = """
+I want you to help extracting and describing in details invoice data using the ReACT (Reasoning and Acting) approach.
+In case of any missing information carefully collect it one by one.
+In tools specify exactly what are you looking for.
+You need to return final answer in given shape: {data_format}
+Rules:
+- Return only json
+- Numbers must be plain numbers (no quotes).
+- Booleans must be true/false (no quotes).
+- Nulls must be null (no quotes).
+- No additional explanation
+- If key does not apply return null
+
+Always verify your answer
+Always return output in following format: <Final Answer: <output>>
+Use a json blob to specify a tool by providing an action key (tool name) and an action_input key (tool input).
+
+Valid "action" values: {tool_names}
+
+Provide only ONE action per $JSON_BLOB, as shown:
+
+```
+{{
+  "action": $TOOL_NAME,
+  "action_input": $INPUT
+}}
+```
+For each step, follow the format:
+User query: the user's question or request
+Thought: what you should do next
+Action: 
+{{
+  "action": "<tool>",
+  "action_input": <tool_input>
+}}
+Observation: the result returned by the tool
+... (repeat Thought/Action/Action Input/Observation as needed)
+Thought: I now have the necessary information
+Final Answer: the response to the user
+
+Here are the tools you can use:
+{tools}
+
+Example 1:
+User query: I want to get x,y,z.
+Thought: I need to extract specified data.
+Action: {{
+ "action": the tool to use, one of [{tool_names}],
+ "action_input": <tool_input>
+ }}
+Observation: Some values are missing.
+Thought: I need to extract them as well.
+Action:
+ {{
+ "action": the verification tool to use, one of [{tool_names}],
+ "action_input": <tool_input>
+ }}
+Observation: I got a all data.
+Final Answer: Extracted data is x,y,z
+
+Example 2:
+User query: I want to get x,y,z.
+Thought: I need to extract specified data.
+Action: {{
+ "action": the tool to use, one of [{tool_names}],
+ "action_input": <tool_input>
+ }}
+Observation: There are multiple values very similar for user's query.
+Thought: I need to ask him to specify what to do.
+Final Answer: In this document we got such similar data: <describe each one>, which one you mean in Z?
+
+Do not came up with any other types of JSON than specified above.
+Your output to user should always begin with '''Final Answer: <output>'''
+Begin!
+Chat history: {chat_history}
+User query: {input}
+{agent_scratchpad}"""