| FMRS | 62 / 100 · C | 80 / 100 · B | 79 / 100 · B |
| Reliability | 9 / 20 | 14 / 20 | 12 / 20 |
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| Security and permissions | 12 / 20 | 16 / 20 | 16 / 20 |
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| Maintenance | 13 / 20 | 17 / 20 | 18 / 20 |
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| Documentation | 15 / 20 | 15 / 20 | 18 / 20 |
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| Setup experience | 13 / 20 | 18 / 20 | 15 / 20 |
| Best for | - Developers who want Claude, Cursor, Windsurf, or other MCP clients to deeply understand codebase structure and dependencies.
- Privacy-conscious teams that prefer local embeddings and a local-only MCP server.
- Engineering teams working in supported languages such as Rust, Python, TypeScript/JavaScript, Go, PHP, and C++.
- Code intelligence scenarios that need semantic search, a symbol graph, and LSP-precise navigation together.
| - Developers using fast-moving frameworks/libraries worried about the AI suggesting stale code
- Scenarios wanting zero-config documentation lookup
| - Developers auditing NPM dependencies within AI workflows
- Teams performing supply chain security assessments
- Users of Claude Desktop, Cursor, or VS Code
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| Not for | - Workflows that only need plain-text grep and no structural understanding.
- Users who do not use an MCP client and only want a traditional IDE indexer.
- Enterprise procurement needing official vendor support or an SLA (this is a community open-source project maintained by Muvon).
- Situations where code must never leave the machine but local embedding models are also not acceptable.
| - Looking up internal/private codebase documentation (Context7 targets publicly published open-source libraries)
- Cases needing very high coverage of obscure, niche libraries (coverage depends on what Context7's platform has indexed)
| - Projects outside the NPM ecosystem (e.g., pure Python/Go)
- Environments without network access to deps.dev, OSV.dev, and the npm registry
- Scenarios requiring maintenance by an official upstream vendor
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| Required permissions | - Read source files under the specified project path (respects .gitignore by default and does not index sensitive files).
- Write and update local index data inside the project.
- Read local API key configuration and environment variables (VOYAGE_API_KEY, OPENROUTER_API_KEY, OPENAI_API_KEY, JINA_API_KEY, GOOGLE_API_KEY, etc., all optional).
- When started with --with-lsp, launch and call the specified local language server (e.g. rust-analyzer).
- Run as a local MCP server; search itself performs no external network access.
| - Usable without an API key (subject to a free-tier rate limit); CONTEXT7_API_KEY is an optional credential for higher quota
- Read-only documentation lookup — no code execution or local filesystem access involved
| - Network access to the NPM registry and external services (deps.dev, OSV.dev, OpenSSF, npms.io, GitHub)
- Read access to workspace lockfiles (pnpm-lock.yaml, package-lock., yarn.lock) for cache invalidation
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| Risks and side effects | - When a cloud embedding provider is enabled, only the code chunks being embedded are sent to that provider; use local models for fully offline indexing.
- Indexing writes project content into a local index store, so the storage location and permissions should match team policy.
- LSP tools depend on an external language server; misconfiguration or crashes affect those tools, though not the graph or semantic search.
- Semantic search results are relevance-ranked candidates; an AI may draw conclusions from incomplete results, so important changes still need human review.
- A generic local cross-encoder reranker (e.g. bge-reranker-base) can actually regress code retrieval; a code-aware reranker is needed.
| - The free tier has limited quota — high-frequency use may hit rate limits
- Documentation content comes from Context7's platform index, so its accuracy and freshness depend on that platform's crawl cadence
| - Third-party READMEs and changelogs are untrusted external content; they are wrapped in tags with _meta flags but should still be handled cautiously
- Depends on availability and accuracy of external services
- Batch requests are capped at 25 packages to prevent registry enumeration; larger sets require batching
- Third-party open source project, not officially maintained by NPM or Anthropic
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| Supported clients | Claude Desktop, Claude Code, Cursor, Windsurf, Octomind, VS Code (Cline/Continue), Zed, Replit | Claude Code, VS Code, Cursor, Cline, Amp | Claude Desktop, VS Code, Cursor, Smithery.ai |
| Tools | 10 | 2 | 19 |