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GHraven/README.md

Hi 👋, I'm Rolly Calma

AI Builder · Python Developer · Multi-Agent Systems

🟢 Open to work — remote or Philippines-based

ghraven   Portfolio

ghraven


👤 About me

I graduated in Information Technology but coding took a back seat for years — I spent time in office automation, content review, and sales work. Coding felt like a hobby with no real direction, so I stepped away.

Then AI arrived and everything changed. Suddenly I could build things that actually worked, learn while I built, and have an assistant that helped me push through the hard parts. That reignited everything. Now I spend my time building real AI tools — not just following tutorials, but shipping things I actually want to use.

I'm not a career developer with years of job history. I'm someone who came back to coding with a clear reason, and I think the projects show that.


🤖 What I build

I build AI-powered tools, automation pipelines, and multi-agent systems — apps where multiple LLMs collaborate, debate, and reason together in real time. I focus on making AI practical: local models via Ollama, cloud API integrations, real web apps, and developer templates that save time without burning your token budget.


🚀 Featured Projects

🏠 Agent Meeting Room  ·  Python Flask Ollama Claude API

A web app where you @mention AI agents to bring them into a live group chat. Runs any Ollama-compatible model — defaults use sub-8B models so it works on modest hardware, but swap in anything your GPU can handle. Includes structured debate mode (3 rounds), free-talk streaming via SSE, and Obsidian memory integration.

🎬 YT Shorts Autopilot  ·  Python FFmpeg YouTube API

Automated YouTube Shorts upload pipeline — adds watermark, boosts audio, mixes BGM, then schedules 4 uploads per day at fixed times. Runs on PC startup via Task Scheduler. Uploads even while your PC is off.

🎮 Claude Code Solo Studio  ·  Claude Code Godot Unity

A lightweight Claude Code template for solo game developers. 6 self-contained agents, 10 slash commands, token-efficient by design — nearly zero API spent on coordination. Inspired by Claude-Code-Game-Studios, rebuilt from scratch for solo devs on limited API budgets.

🛠️ Python Utils Toolkit  ·  Python stdlib

15 production-ready utility modules — retry with backoff, async rate limiter, TTL cache, HMAC/crypto helpers, file I/O, and more. Pure Python, zero heavy dependencies. Built iteratively with 16 PRs merged — full test suite, versioned releases, and changelogs. Used internally across the trading bot, agent room, and automation pipelines.

📈 Crypto Futures Trading Bot  ·  Python CCXT Claude API Ollama

Automated BTC/ETH/BNB/SOL futures trading bot running on GCP Singapore (asia-southeast1). Multi-timeframe analysis (4H trend → 1H confirm → 30M entry → optional 15M fine-entry). Ollama/Mistral pre-screens signals; Claude API makes final confirmation at 72% threshold. SL/TP orders placed directly on Binance for offline protection. Discord webhook alerts. Currently in live testing — repo private.


📌 Gists

Small standalone scripts and utilities I've published.

Gist Description
🎮 Discord Quest Completer v2 Improved fork of aamiaa's script — completes all active quests, progress bar + ETA, auto-resume, color-coded console output
🔧 Python Utilities Retry decorator with exponential backoff + rate limiter — pure stdlib, no deps, used in trading bots and AI agents

🌱 Currently exploring

  • Voice interfaces for local AI — Whisper STT + Piper/Kokoro TTS + Ollama (JARVIS-style assistant)
  • Roblox game development — survival game with custom biome, zombie, and workbench progression systems
  • Open source contribution patterns — bug triage, changelog discipline, and working with maintainer feedback across large codebases
  • MCP (Model Context Protocol) server development — built a custom RavenMCP server connecting Claude Code to Roblox Studio

💬 Ask me about

Python · Flask · Local LLMs · Ollama · Anthropic Claude API · Multi-agent systems · SSE streaming · FFmpeg · YouTube API · Claude Code · Godot · Game Dev Templates


🔀 Open Source Contributions

I actively contribute to Python open source projects — fixing bugs, adding features, improving test coverage, and refactoring shared logic across AI, trading, and developer tooling repos.

My own python-utils-toolkit repo was built entirely through PRs — 16 merged across 15 modules — showing the same contribution workflow I use upstream: scoped commits, changelogs, and full test coverage.

PRs opened Merged Repos contributed Combined stars of contributed repos

Repos I've contributed to:

Repository What I worked on
TauricResearch/TradingAgents ⭐76k Configurable news fetch parameters (applied by maintainer) · Renamed social_media_analyst → sentiment_analyst with backward-compat alias (applied by maintainer) · Code reviews on API key error handling and investment horizon feature
ccxt/ccxt ⭐42k Fixed watch_orders message hash bug in GRVT exchange
langchain-ai/langchain ⭐136k Fixed HuggingFaceEndpoint _stream and _astream not passing model=self.model — streaming always used the wrong default model
microsoft/autogen ⭐58k Added encoding='utf-8' to open() calls in GAIA benchmark scripts to fix UnicodeDecodeError on non-English Windows
mem0ai/mem0 ⭐55k Fixed parse_vision_messages crash when message content is a text-only list of parts · Fixed _update_memory() silently dropping all custom metadata on every update — now overlays changes onto full existing payload (sync + async)
crewAIInc/crewAI ⭐50k Fixed class-level @persist() doc example · Fixed Bedrock streaming tool args always receiving {} · Replaced deprecated datetime.utcnow() across memory subsystem (4 files, 9 call sites)
run-llama/llama_index ⭐49k Set inner OpenAI client max_retries=0 to prevent AuthenticationError from being silently retried
agno-agi/agno ⭐40k Fixed Team never injecting LearningMachine context into its system prompt · Fixed Message.from_dict() not parsing JSON-stringified list content from Postgres · Replaced deprecated datetime.utcnow() in DecisionLogStore with timezone-aware alternative
openai/openai-python ⭐31k Extended SensitiveHeadersFilter to redact API keys appearing as formatted strings in debug log messages
pydantic/pydantic-ai ⭐17k Replaced deprecated asyncio.get_event_loop() with get_running_loop() in pydantic_graph — removes Python 3.12 deprecation warning
chroma-core/chroma ⭐16k Fixed collection.modify(metadata=...) replacing entire metadata dict instead of merging · Narrowed bare # type: ignore to # type: ignore[misc] on tenacity @retry
ollama/ollama-python ⭐9.9k Added client.exists() · Exposed __version__ and version() · Added Audio field to Message · Added __enter__/__aenter__ context manager support · Fixed convert_function_to_tool incorrectly listing default-value params in required
voxel51/fiftyone ⭐10k Replaced deprecated datetime.utcnow() · Migrated brush import to label_studio_sdk · Added train_extra split to Cityscapes loader
apache/burr ⭐1.9k Fixed stream_type type annotation to accept union of BaseModel types in streaming_action.pydantic()
camel-ai/oasis ⭐4.4k Fixed KeyError: 'post_id' in rec_sys_personalized_with_trace — trace rows store post_id in info JSON, not as a top-level column
Tracer-Cloud/opensre ⭐3.6k Unit tests ✅ merged · Shared helpers · Refactoring · Docs · Telegram integration guide · LLM providers reference · Snowflake/OpenObserve/OpenSearch tool tests · Early-exit integration validation · Post-signup onboarding page
Noble-Lab/casanovo ⭐185 Fixed val_check_interval float/int · Improved README (grammar, badges, quick start, application area descriptions)
IN3PIRE/pn Added !uptime command ✅ merged · Pinned dependencies ✅ merged
tecnolgd/repoScanner Expanded language detection to 40+ file extensions ✅ merged

🔗 Connect with me:

LinkedIn - Rolly Calma   Portfolio - ghraven.github.io


Contribution Graph

GitHub Streak

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  1. agent-meeting-room agent-meeting-room Public

    Flask multi-agent AI chat — @mention local LLMs (Ollama) or Claude into a live group chat with debate mode, SSE streaming, and Obsidian memory

    HTML

  2. yt-shorts-autopilot yt-shorts-autopilot Public

    Automated YouTube Shorts pipeline — FFmpeg watermark/BGM, scheduled uploads, runs on Windows startup. Your PC can be off at publish time.

    Python

  3. Claude-Code-Solo-Studio Claude-Code-Solo-Studio Public

    Token-efficient Claude Code template for solo game devs — 6 specialist agents, 10 slash commands, zero inter-agent overhead. Godot & Unity.

    Shell

  4. python-utils-toolkit python-utils-toolkit Public

    15 production-ready Python utility modules — retry/backoff, async rate limiter, TTL cache, HMAC helpers, file I/O. Pure stdlib, no heavy deps.

    Python 1

  5. ollama/ollama-python ollama/ollama-python Public

    Ollama Python library

    Python 10k 1.1k

  6. Tracer-Cloud/opensre Tracer-Cloud/opensre Public

    Build your own AI SRE agents. The open source toolkit for the AI era.

    Python 5.3k 666