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    MCP server that exposes tools to route natural language queries to typed IDs, describe catalog entries, and list repository verification commands for the m-dev-tools organization.
    3
    26 PyPI
    1
    AGPL 3.0
  • A
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    MCP server that recommends which npm/PyPI libraries to use or avoid, with concise verdicts, alternatives, and code snippets, keeping responses under 500 tokens.
    5
    41 npm
    1
    MIT
  • A
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    quality
    C
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    Enables local analysis of OpenAPI 3 and Swagger 2 JSON/YAML spec files on disk, with no remote fetching of specs or credentials. It groups endpoints by tag, flags operations that appear to lack security, lists deprecated operations, and produces short markdown cheat sheets for agents.
    4
    MIT
  • F
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    Provides AI agents with D3.js API documentation and example code from d3js.org and Observable gallery, enabling module discovery, documentation search, and example extraction.
    5
    1
    -
  • A
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    An MCP server for Paradox Clausewitz/Jomini modding (EU5, EU4, Victoria 3, HOI4, CK3, Stellaris) that grounds AI assistants in the game's generated documentation and vanilla script tree, enabling accurate script lookup, parsing, and validation without running the game.
    2
    13
    3
    MIT
  • A
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    MCP server that generates ISO/IEC/IEEE 29119-3 compliant test plan drafts from project information, providing a structured resource for the standard's test plan outline and a tool for draft creation.
    1
    61 npm
    MIT
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    Enables AI clients to look up and search Arma 3 SQF commands and event handlers, browse wiki command groups, and read bundled scripting tutorials. Its local wiki cache is cloned and auto-refreshed from upstream on startup and every 24 hours, with a tool to force an immediate update.
    8
    4
    MIT
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    Enables AI assistants to navigate and query hierarchical documentation structures, supporting markdown files with YAML metadata and OpenAPI 3.x specifications. It features intelligent full-text search, metadata filtering, and a built-in web interface for both human and AI-driven documentation access.
    6
    MIT
  • A
    license
    B
    quality
    B
    maintenance
    Enables an assistant to read a local OpenAPI 3.x specification, search operations, retrieve endpoint or schema details, and expose documentation through tools, resources, and prompts.
    4
    641 npm
    MIT
  • A
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    quality
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    maintenance
    Enables semantic search across Markdown copies of official documentation for 25 data science and web development technologies, including Python, pandas, PyTorch, tidyverse, React and MDN. Exposes tools to search content, retrieve specific sections, and list available technologies, so assistants can answer questions in natural language, including Spanish.
    MIT
  • A
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    B
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    Enables programming agents to retrieve internal R&D documentation with traceable, reproducible evidence through the MCP protocol, supporting multi-corpus routing and access control.
    1
    MIT
  • A
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    B
    maintenance
    Zero-config knowledge base for AI coding agents. Loads your markdown docs into a searchable database and exposes them as MCP tools — search, read, and manage documentation without leaving your editor. Works instantly with SQLite (no setup), upgrades to PostgreSQL + pgvector for hybrid semantic search. 6 MCP tools, 3 resources, FTS5 keyword search, 176 tests.
    79 PyPI
    31
    MIT
  • A
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    maintenance
    A Python-based MCP server that enables document-based question answering by processing PDF, TXT, and Markdown files through OpenAI's API. It provides hallucination-free responses based strictly on document content using semantic search and includes a web interface for management.
    MIT
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    Enables document-based question answering using OpenAI's GPT-4 with semantic search and embeddings. Upload PDF, TXT, or Markdown files and get answers strictly based on document content with source attribution and confidence scores.
    MIT
  • A
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    maintenance
    MCP server over a curated catalog of 78 AI tools for engineering teams. Every entry states when it fits, when it does not, its limits, licence terms and open issue numbers, all verified against the project's own repository — search by keyword, category or licence, and get full records or published comparisons.
    Creative Commons Zero v1.0 Universal
  • A
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    B
    maintenance
    Enables AI agents to look up official EYD Edisi Kelima spelling rules and check or correct Indonesian text for common errors such as nonstandard prepositions, particles, affixed forms, and punctuation through tool calls.
    34 npm
    7
    MIT
  • A
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    quality
    C
    maintenance
    Enables coding agents to check requests against a live OpenAPI 3.x specification rather than guessing, by resolving endpoints from a docs anchor, operationId, path fragment or tag, revealing what each operation accepts and returns with $refs resolved, and diffing a concrete payload to report missing, unknown, mistyped, or forbidden fields with suggested corrections. All five tools are strictly read-only, never touching the API the schema describes, and return actionable errors with close-match suggestions.
    MIT
  • A
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    quality
    B
    maintenance
    Dynamically generates Model Context Protocol tools, resources, and prompts from OpenAPI 3.x specifications so LLMs can discover and invoke REST API operations through natural language. Supports multiple combined specs, tag-based filtering, enriched tool descriptions, and Basic, Bearer, API key, or Cognito authentication.
    Apache 2.0
  • A
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    maintenance
    Provides read-only search and retrieval over a locally built TwinCAT 3 knowledge base of official documentation, exposing tools to search, fetch documents, and check status.
    1
    MIT