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docs: emphasize corporate-friendly no-key positioning
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README.md

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# mcp-server-python-docs
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A read-only, version-aware MCP server for Python standard library documentation, optimized for low-token, section-level retrieval.
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A corporate-friendly, read-only, version-aware MCP server for Python standard library documentation, optimized for low-token, section-level retrieval.
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It gives Claude, Cursor, and other MCP clients precise answers to Python stdlib questions without dumping whole documentation pages into the context window.
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It gives Claude, Cursor, and other MCP clients precise answers to Python stdlib questions without dumping whole documentation pages into the context window, without requiring API keys, and without depending on a hosted docs provider at query time.
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## Why this exists
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This server builds a local index from official Python documentation and exposes a small MCP tool surface tuned for high-signal retrieval.
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## Why teams like this
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- no API keys to provision, rotate, or justify
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- official Python docs as the source of truth
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- local index, so runtime retrieval does not depend on a third-party hosted docs API
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- read-only behavior with a simple security story
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- easy to explain in corporate environments where external dependencies raise friction
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## What you get
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- exact symbol lookup from Python `objects.inv`
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If you're evaluating whether this is useful in practice, the key point is simple:
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**this is not a generic web fetcher for Python docs.**
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It is a purpose-built MCP server for official Python documentation with exact symbol resolution, version awareness, and token-efficient section retrieval.
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It is a purpose-built MCP server for official Python documentation with exact symbol resolution, version awareness, token-efficient section retrieval, and a cleaner corporate story than API-key-based doc services.
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Think of it as an MCP passthrough to the official Python docs, but indexed locally so LLMs can retrieve the right section without hauling entire pages into context.
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## Diagnostics
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