What is ToolPilot?
ToolPilot is an agent-first, graph-powered tool intelligence platform. It provides an MCP server that AI coding agents—Claude Code, Cursor, Windsurf, and others—use to discover the right open-source developer tools for any task.
Why ToolPilot?
Traditional tool discovery relies on keyword search and static lists. ToolPilot is different—it maps the relationships between tools (alternatives, companions, dependencies) in a living knowledge graph, then combines that structure with vector similarity and health scoring to surface recommendations an agent can trust.
Graph-powered, not keyword-based
The Three Pillars
Graph Mesh
491+ open-source tools connected by typed edges — alternatives, companions, dependencies, and more. Each node carries health scores, categories, and rich metadata.
4-Stage Search Pipeline
BM25 + vector retrieval → smart filters → graph-based reranking → final selection. Every stage narrows results using a different signal for maximum precision.
Agent-First Design
Built on the Model Context Protocol (MCP). Five purpose-built tools let agents search, clarify, stack-build, diagnose, and report outcomes — all programmatically.
Who It's For
- AI Agent Developers — Give your agent reliable, up-to-date tool recommendations via the MCP protocol.
- DevOps Engineers — Evaluate tool health, compare alternatives, and build compatible stacks without manual research.
- Tech Leads — Make informed tooling decisions backed by maintenance signals, community health, and relationship data.
How It Works
At a high level, ToolPilot follows a guided discovery loop between your AI agent and the graph:
┌─────────────┐ ┌──────────────────┐ ┌────────────────┐
│ Agent asks │────▶│ Clarification │────▶│ Graph-ranked │
│ a question │ │ questions refine │ │ results with │
│ │ │ the intent │ │ health scores │
└─────────────┘ └──────────────────┘ └───────┬────────┘
│
┌─────────────┐ ┌──────────────────┐ │
│ Graph gets │◀───│ Agent reports │◀────────────┘
│ smarter │ │ outcome │
└─────────────┘ └──────────────────┘Feedback improves results
Ready to get started?
Set up ToolPilot with your AI agent in under 2 minutes.
Quick Start →