| FMRS | 54 / 100 · D | 80 / 100 · B | 79 / 100 · B |
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| Reliability | 8 / 20 | 14 / 20 | 12 / 20 |
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| Security and permissions | 11 / 20 | 16 / 20 | 16 / 20 |
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| Maintenance | 12 / 20 | 17 / 20 | 18 / 20 |
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| Documentation | 12 / 20 | 15 / 20 | 18 / 20 |
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| Setup experience | 11 / 20 | 18 / 20 | 15 / 20 |
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| Best for | - Teams or individuals with strict data-privacy requirements whose code cannot leave the machine
- Developers already running Ollama locally who want to reuse that compute
- Claude Code, Cursor, or Codex CLI users who want a second opinion from a different model
- Users who want to avoid per-token API costs
| - 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 | - Environments without Ollama installed or running
- Workflows needing large cloud-model capability or very large-context reads
- Users wanting multi-provider parallel fan-out (multi-llm) or cross-provider orchestration — use the unified @ask-llm/mcp instead
- Users seeking official vendor support or an official relationship
| - 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 | - Local process communication with the MCP client over stdio
- Access to the local Ollama HTTP service (default http://localhost:11434, configured via OLLAMA_HOST)
- Reads prompt content passed by the MCP client (the code or text sent to local Ollama)
| - 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 | - Prompt content is sent to the local Ollama service; if OLLAMA_HOST is misconfigured to a remote host, data could leave the machine
- Local models are generally weaker than frontier cloud models, so reviews may be incomplete or produce false positives
- If the requested model has not been pulled locally, the call fails with an ollama pull error
- Third-party, unofficial project — not endorsed by Anthropic, Google, OpenAI, or xAI
- Long local inference may exceed the default 5-minute timeout (GMCPT_TIMEOUT_MS) and be interrupted
| - 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, Codex | Claude Code, VS Code, Cursor, Cline, Amp | Claude Desktop, VS Code, Cursor |
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| Tools | 3 | 2 | 19 |
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