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    Exposes two MCP tools (discover and execute) that enable agents to query an OpenAPI schema via natural language and execute matched API operations.
    2
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    maintenance
    Enables Codex to rank available tools and skills, rerank code and documentation search results, and triage saved output artifacts using Jev-based relevance scoring while leaving final decisions to Codex.
    1
    7
    MIT
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    Not graded
    quality
    B
    maintenance
    Enables AI agents and RAG pipelines to retrieve live Notion content alongside local vector and BM25 indices, fusing results with Reciprocal Rank Fusion to provide fresh, provenance-aware context.
    110 PyPI
    MIT
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    Enables AI agents to execute any SQL command (including DDL/DML) on a PostgreSQL database with zero restrictions, allowing full database control and dynamic database switching.
    1
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    Enables any MCP-compatible AI assistant to search, filter, and retrieve information from a local document collection using a hybrid search pipeline with vector, BM25, reranking, and LLM enrichment.
    4
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  • F
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    quality
    B
    maintenance
    Enables authenticated clients to search and read a private EPUB cookbook catalog, retrieve source-bound citations and selected images, and activate verified immutable publications.
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    B
    maintenance
    Enables agents to optimize context-window attention by reordering retrieved documents so critical evidence lands at prompt boundaries, mitigating lost-in-the-middle degradation. It combines BM25 lexical scoring, dense vector similarity, reciprocal rank fusion, knowledge-graph expansion, and recency-decay memory caching, exposed as a zero-dependency MCP stdio server.
    7
    MIT
  • A
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    quality
    B
    maintenance
    Enables agents to run hybrid retrieval, reciprocal rank fusion, knowledge graph expansion, semantic caching, and context reordering so critical evidence is placed at prompt boundaries to reduce lost-in-the-middle degradation.
    7
    MIT
  • A
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    B
    maintenance
    Enables cloud clients like ChatGPT and Claude to securely query a fixed Tencent WeKnora knowledge base through four read-only MCP tools, protected by OAuth 2.1.
    7
    MIT
  • F
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    quality
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    maintenance
    Provides Claude Desktop with secure access to multiple database connections, allowing users to query MySQL, PostgreSQL, SQLite, and SQL Server databases directly through natural language.
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  • A
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    Not graded
    quality
    D
    maintenance
    A Node In Layers package that simplifies creation of MCP (Model-Control-Protocol) servers with tools for defining models, adding CRUD operations, and interacting with clients.
    74 npm
    ISC
  • A
    license
    A
    quality
    B
    maintenance
    Enables developers to index and search their own local PDF, DOCX, Markdown, and text documents from an MCP client or terminal, combining semantic similarity with keyword matching for exact technical terms. Everything runs on the user's machine with no API key, Docker, or external database, so private documents stay private and work offline after the initial model download.
    9
    4,591 npm
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Hands bulk reading of logs, documents, mail and web pages to cheap OpenRouter models, masks secrets first, and checks every quote and line reference in the answer against the source.
    3
    315 npm
    MIT
  • F
    license
    A
    quality
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    maintenance
    An MCP server that retrieves resume/experience evidence relevant to a job description via vector RAG, and tracks fit-analysis results in a configurable tracking store (Notion or SQLite), with tools like match_job, push_to_tracker, and list_applications.
    3
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  • A
    license
    A
    quality
    C
    maintenance
    An MCP server that fetches web pages and extracts clean, AI-friendly Markdown content using Mozilla Readability. It provides secure web access for LLMs with built-in SSRF protection and automated content cleaning for improved context retrieval and summarization.
    1
    515 npm
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    An MCP server that provides AI assistants with real-time access to Inductive Automation Ignition documentation, enabling accurate answers on Ignition-specific topics by searching live docs and fetching full pages.
    3
    MIT
  • F
    license
    A
    quality
    B
    maintenance
    Enables AI agents to access a markdown wiki or knowledge base through per-topic tools that expose available domains and retrieve tables of contents, matching lines, or full pages on demand.
    3
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  • A
    license
    A
    quality
    A
    maintenance
    Enables AI assistants to search and read a private, local archive of your own Telegram chats, groups and media, so they can answer questions about past conversations. It keeps access read-only toward Telegram, treats message text as untrusted, and lets you choose which chats AI apps may see.
    6
    3
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables LLM agents to access a private knowledge base through MCP by automatically chunking and indexing .txt documents, with zero configuration and no Docker or vector database required.
    3
    MIT