Skip to main content
Glama
81,811 servers. Updated

Matching MCP tools:

Matching MCP Connectors:

"Notes or documentation related to 'rag'" matching MCP servers:

GET /v1/servers — MCP directory API reference
  • 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
  • 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
  • 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.
    1
  • 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
  • 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
  • A
    license
    A
    quality
    B
    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
  • 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.
  • 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
  • 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
  • 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
  • A
    license
    A
    quality
    D
    maintenance
    Provides AI assistants with access to real-time space weather data and forecasts from NOAA's Space Weather Prediction Center, enabling queries and interpretations of geomagnetic storms, solar flares, and related indices.
    7
    1
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Enables searching and retrieving articles, citations, and structured content from Grokipedia for research and information retrieval. It provides specialized tools for section extraction, related page discovery, and filtered search results.
    7
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Enables querying Yandex Wordstat search statistics, including frequency, related queries, seasonality, and regional distribution, through natural language in AI clients.
    5
    120
    4
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    A bridge connecting AI agents to NCBI's PubMed database through the Model Context Protocol, enabling seamless searching, retrieval, and analysis of biomedical literature and data.
    11
    3,146
    140
    Apache 2.0