Context7 vs mcpdoc (LangChain)

Both are up-to-date docs for coding MCP servers, and we ran both through the same test (docs fact, library lookup) in each app. Context7 passed 4 of 4 apps we tested it in; mcpdoc (LangChain) passed 0 of 3.

Test results side by side

Context7mcpdoc (LangChain)
Claude CodePassed
2026-10-20
Failed
2026-10-15
CursorPassed
2026-10-20
Failed
2026-10-15
Claude DesktopPassed
2026-10-18
Not tested yet
ChatGPT (Codex)Passed
2026-10-15
Failed
2026-10-22
Tools exposed (protocol check)2 tools—
GitHub stars63,0501,031
LicenseMITMIT
Last push2026-10-142026-08-20

Results from our own harness runs, dated per cell. Stars and last push from GitHub at our last data refresh. We don’t pick a winner here: which one fits depends on your app and setup.

What each does

Context7: Pulls current, version-specific library docs into the agent's context so code suggestions match the real API.

mcpdoc (LangChain): Serves llms.txt documentation files you choose to your coding agent, so it reads the real docs. The maker archived the repo.

All up-to-date docs for coding servers

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