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"Using RAG to Provide Documentation to LLMs" matching MCP servers:

  • research-mentor-rag

    GelortZCY
    A
    license
    C
    quality
    B
    maintenance
    MCP server that integrates a 1200-paper RAG database with six tools to support research workflows across stages like hypothesis, experiment, statistics, and writing. It routes requests to specialized skills and real-time frontier searches to provide evidence-grounded research mentoring.
    6
    Apache 2.0

  • rag-pipeline

    jansc4
    F
    license
    A
    quality
    C
    maintenance
    Enables Claude to search a local hybrid retrieval index of research papers and ingest new PDFs, providing research-paper memory queryable directly through natural language.
    2

  • cite-rag-mcp

    xiaofei03
    F
    license
    Not graded
    quality
    B
    maintenance
    A local MCP server for evidence-safe academic citation workflows, including verified-reference retrieval, Zotero duplicate detection and import, and Word export via Pandoc with zotero.lua.

  • Formula One MCP Server

    Machine-To-Machine
    A
    license
    A
    quality
    C
    maintenance
    This project implements a Model Context Protocol (MCP) server providing Formula One racing data using the Python FastF1 library. Inspired by an existing TypeScript server, it offers similar F1 data functionalities natively in Python via FastF1.
    8
    2
    MIT

  • rag-paper

    i1ight
    A
    license
    Not graded
    quality
    A
    maintenance
    A local-first paper RAG server that enables searching and managing academic PDFs via MCP tools, supporting metadata enrichment and citation graphs.
    1
    MIT

  • UAB Research Computing

    jgordini
    A
    license
    A
    quality
    D
    maintenance
    Provides AI assistants with access to University of Alabama at Birmingham's Research Computing documentation, enabling users to search and retrieve information about the Cheaha HPC cluster, SLURM job scheduling, storage systems, and available software tools.
    5
    MIT

  • Zotero Chunk RAG

    ccam80
    A
    license
    A
    quality
    A
    maintenance
    Enables passage-level semantic search over a Zotero library by extracting, chunking, and embedding PDF text using Gemini and ChromaDB. It provides MCP tools to perform topical searches and retrieve specific document passages with surrounding context.
    4
    9
    MIT

  • MCP-based Academic Paper

    Ta-Gu
    F
    license
    Not graded
    quality
    C
    maintenance
    Enables AI coding assistants to query private academic paper collections via standard MCP tools, with hybrid retrieval, reranking, and inline citations.

  • Climate MCP Server

    bharathvardhan
    A
    license
    A
    quality
    C
    maintenance
    Exposes 26 structured analytical tools over Climate Finance Update datasets, enabling fund-level financial analysis, portfolio aggregations, and data quality diagnostics without requiring the client to write data access code.
    26
    Apache 2.0

  • MMWRAG

    mikrominiw
    A
    license
    Not graded
    quality
    B
    maintenance
    Bilingual RAG for scientific literature with search-only MCP server. Enables hybrid retrieval and reranking over indexed textbooks/papers.
    MIT

  • LongBook Verifier

    Mormolykos
    A
    license
    Not graded
    quality
    C
    maintenance
    An MCP server that evaluates whether retrieval methods and AI outputs are grounded in long narrative manuscripts by retrieving evidence and scoring coverage deterministically, without external model APIs. It provides tools for chunking, indexing, retrieval, and evaluation.
    1
    MIT

  • auseklis

    igmizo
    A
    license
    A
    quality
    A
    maintenance
    Astrology MCP server that computes natal charts, transits, synastry, progressions, returns, eclipses, retrogrades, and moon phases from a real ephemeris, enabling AI agents to provide accurate astrological calculations without hallucination.
    12
    74
    1
    MIT

  • CompanyScope

    Stewyboy1990
    A
    license
    A
    quality
    F
    maintenance
    Delivers comprehensive company intelligence in a single tool call, aggregating profiles, tech stacks, key people, news, and corporate data from any domain or company name. Sources data from Wikipedia, GitHub, OpenCorporates, and web scraping to provide structured business insights using only free public APIs.
    6
    99
    4
    MIT