Axiom
Integrates with Google Gemini as a model provider, routing requests to Gemini when Groq is unavailable or rate-limited.
Traces every model call using OpenTelemetry and exports telemetry to Langfuse for observability and monitoring.
Click on "Deploy Server".
Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state.
In the chat, type
@followed by the MCP server name and your instructions, e.g., "@AxiomWhat projects has Vanshaj worked on?"
That's it! The server will respond to your query, and you can continue using it as needed.
Here is a step-by-step guide with screenshots.
Axiom
The assistant on vanshajraghuvanshi.dev. Ask it about my projects, work or skills and it answers from the same data the site is built from, linking back to the part of the page it's talking about.
It's also where two of my other projects run for real:
OpenResponses-MCP: Axiom's tools are an MCP server, and the agent calls them through MCP.
LLM Insight Engine: every model call is traced with OpenTelemetry and exported to Langfuse.
Requests go to Groq or Gemini, whichever is up; if one is rate-limited or down, the next one answers.
Use it from an MCP client
The tools are a public, read-only MCP server:
{ "mcpServers": { "axiom": { "url": "https://axiom-orcin-delta.vercel.app/mcp" } } }In Claude: Settings → Connectors → Add custom connector, with the same URL.
Related MCP server: Portfolio MCP
Running it
python -m venv .venv && .venv/Scripts/activate # .venv/bin/activate on macOS/Linux
pip install -e ".[dev]"
cp .env.example .env # free keys from Groq and Google AI Studio
uvicorn axiom.app:app --port 8100
pytest
python evals/run.py # 26 real questions against the running serverDeploy with python scripts/deploy_vercel.py (it runs as a Vercel function). The Dockerfile runs it on any other host.
Why it's built the way it is: docs/decisions.md.
This server cannot be deployed
Maintenance
Related MCP Connectors
Query any docs site via MCP. Submit a URL, ask questions, get cited answers.
One governed MCP endpoint for 40+ business systems. Read-only, source-cited answers.
Read-only hosted MCP over CanonicAI's cited Answers corpus on canonicai.com.
- docs2mcpOAuthcom.docs2mcp
Query your own PDFs and documents from any MCP client. Every answer cites the page it came from.
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