Unbiased

Reads your GitHub once and serves your developer identity — stack, projects, languages, and contribution patterns — to Claude, Cursor, and any MCP client over a single remote URL.

Built for AI assistants that need real developer context, not self-reported profiles.

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What it does

Connect unbiased to your MCP client and it exposes tools that pull live context from your GitHub:

Tool	Description
get_stack	Returns the developer's tech stack — languages, frameworks, and tools
get_projects	Returns summaries of notable GitHub projects
get_full_context	Returns all developer context files merged into a single document
get_context_for	Given a task description, returns only the context most relevant to it

get_context_for is task-aware — describe what you're building and it filters your context down to only what's relevant, using an LLM to rank and trim before returning.

Claude or Cursor can then use this context automatically — no copy-pasting your resume into every conversation.

Example: Ask Claude "review my architecture given my background" and it pulls your actual stack before responding.

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Connect (Remote — no setup needed)

1. Visit unbiased-ax79.onrender.com and connect your GitHub via OAuth
2. Copy your personal MCP URL from the dashboard
3. Add it to your MCP client config:

Claude Desktop (claude_desktop_config.json):

{
  "mcpServers": {
    "unbiased": {
      "command": "npx",
      "args": ["mcp-remote", "https://unbiased-ax79.onrender.com/mcp/YOUR_TOKEN"]
    }
  }
}

Cursor (Settings → MCP → Add Server): https://unbiased-ax79.onrender.com/mcp/YOUR_TOKEN

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Sample output — get_stack

```

Languages

Python, Java, TypeScript

Frameworks

FastAPI, Spring Boot, LangGraph, Next.js

Databases

PostgreSQL, MongoDB, Redis, ChromaDB

Cloud

AWS (ECS, S3), Render, Docker ```

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Self-host

git clone https://github.com/shaurya-afk/unbiased
cd unbiased
python -m venv .venv && source .venv/bin/activate
pip install -r requirements.txt
cp .env.example .env   # fill in values below
uvicorn main:app --reload

Environment variables

Variable	Description
GITHUB_CLIENT_ID	GitHub OAuth App client ID
GITHUB_CLIENT_SECRET	GitHub OAuth App client secret
GITHUB_REDIRECT_URI	http://localhost:8000/auth/callback for local
SECRET_KEY	Random string, 32+ chars
DATABASE_URL	postgresql+asyncpg://user:pass@host/db
GEMINI_API_KEY	Google AI Studio API key

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Tech

FastAPI · FastMCP · OAuth 2.1 · PostgreSQL · Render