| FMRS | 62 / 100 · C | 80 / 100 · B | 79 / 100 · B |
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| Reliability | 10 / 20 | 14 / 20 | 12 / 20 |
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| Security and permissions | 12 / 20 | 16 / 20 | 16 / 20 |
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| Maintenance | 12 / 20 | 17 / 20 | 18 / 20 |
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| Documentation | 14 / 20 | 15 / 20 | 18 / 20 |
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| Setup experience | 14 / 20 | 18 / 20 | 15 / 20 |
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| Best for | - Design teams needing consistent brand identity in AI-driven content.
- Developers who want to automate brand guideline extraction and token compilation.
- Teams using Claude Code, Cursor, and similar tools.
- Marketing professionals and content creators managing brand assets.
| - 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 | - General AI tasks that don't need brand management.
- Users who only want a hosted brand service (might be better with @brandcode/mcp).
- Those relying on Figma direct integration without extra Figma MCP server.
- Users without Node.js 20+ or who prefer not to run local servers.
| - 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 | - Reads the websites you specify for extractions (network access).
- Reads local filesystem and writes to the .brand directory (within your project dir).
- Accesses authentication credentials when connecting hosted Brandcode Studio (stored in .brand/brandcode-auth.json).
- Sends optional feedback to the brand team.
| - 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 | - Network communication with remote sites, possible copyright/privacy concerns.
- Extracted data is algorithmically inferred, may have inaccuracies, needs human review.
- Figma extraction requires an additional Figma MCP, adding configuration complexity.
- Default core profile only exposes 12 tools; full functionality requires opting into full profile.
| - 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, Cline, Codex | Claude Code, VS Code, Cursor, Cline, Amp | Claude Desktop, VS Code, Cursor, Smithery.ai |
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| Tools | 33 | 2 | 19 |
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