PaperGraph MCP
Evidence-first math-paper reading maps for AI agents
AI Agents / Agents · OSS/MIT · 285
Reviewed 2026-09-21 · last push 2026-10-18 · repo checked 2026-10-19
What's Good
MIT (lotchuazzz-crypto/papergraph-mcp). Paper Map → proof/citation evidence → scholarly reference resolver → Markdown reading reports and bounded cross-paper expansion. Explicit about extraction limits: empty evidence is reported as extraction failure, not invented math. uvx install from pinned GitHub tags; stdio MCP for research agents.
The Catch
Vs generic RAG over PDFs: PaperGraph is theorem/evidence workflow for math papers, not a general document Q&A store. Does not verify proofs or equate similarly worded theorems; paywalled refs stay blocked unless you supply local PDFs.
Verdict
MIT evidence-first math-paper MCP. Use when agents must cite source spans instead of guessing dependencies.
Embed
Maintainer? Add the badge to your README. It is free, links to this review, and there is no paid version.
Markdown
[](https://stackgems.com/gems/papergraph-mcp)
HTML
<a href="https://stackgems.com/gems/papergraph-mcp"><img src="https://stackgems.com/badge/papergraph-mcp.svg" alt="PaperGraph MCP reviewed on Stack Gems" height="20"></a>
Related
AI Agents →- SuperGatewayMIT stdio↔SSE/WS bridge for MCP transports
- FastMCPApache-2.0 framework to build MCP servers/clients/apps
- mcp-remoteMIT npx stdio↔remote MCP proxy with OAuth support
- MCP InspectorMIT official MCP server debugger — web, CLI, and TUI
- GitHub MCP ServerMIT official GitHub MCP — issues, PRs, code, workflows for agents