| FMRS | 53 / 100 · D | 80 / 100 · B | 79 / 100 · B |
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| 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 | 12 / 20 | 17 / 20 | 18 / 20 |
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| Documentation | 9 / 20 | 15 / 20 | 18 / 20 |
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| Setup experience | 11 / 20 | 18 / 20 | 15 / 20 |
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| Best for | - Researchers in HPC and scientific computing fields
- Scientists working with large-scale 3D scientific datasets needing visualization
- AI agent developers wanting to add scientific visualization tools
- Individuals using Python-based toolchains in HPC environments
| - 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 | - Basic data plotting that does not require advanced or interactive ParaView features (consider the plot MCP).
- General-purpose 3D modeling or rendering outside scientific contexts.
- Interactive GUI-driven workflows rather than scripted automation.
- Users without technical background in Python or HPC environments.
| - 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 | - Runs the `clio-kit` command to access the MCP server.
- Reads and writes the file system to load data and save outputs (e.g., STL, screenshots).
- May interact with local ParaView processes to perform visualization operations.
- Accesses environment variables and Python environments due to its Python-based nature.
| - 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 | - May require ParaView or its Python bindings to be installed on the system; failure to do so could lead to errors.
- File read/write operations could overwrite or export files unexpectedly if unrestricted; ensure appropriate permissions.
- Automated visualizations can be computationally intensive (especially for large datasets), impacting performance.
- As part of a third-party package, it is not officially maintained by ParaView, and updates may lag.
| - 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, Cursor, Claude Code, VS Code | Claude Code, VS Code, Cursor, Cline, Amp | Claude Desktop, VS Code, Cursor, Smithery.ai |
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| Tools | 26 | 2 | 19 |
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