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"Agentic RAG: Understanding or Exploring Its Meaning and Applications" matching MCP servers:

  • Agentic-Investor

    jon-fox
    A
    license
    A
    quality
    D
    maintenance
    Provides comprehensive financial analysis and real-time market data including stock information, options chains, technical indicators, financial statements, earnings calendars, and market sentiment indicators through integration with yfinance and other financial APIs.
    14
    MIT

  • Agentic SWMM

    Zhonghao1995
    A
    license
    B
    quality
    A
    maintenance
    Eleven local stdio MCP servers exposing a reproducible EPA SWMM stormwater-modelling workflow: model building, simulation with run manifests and continuity checks, calibration, GIS/QGIS, design storms and climate scenarios, uncertainty analysis, plotting, and modelling memory.
    4
    21
    MIT

  • agentic-diaries-mcp

    kandikandikandi
    A
    license
    A
    quality
    B
    maintenance
    Enables AI agents to exercise welfare affordances like declining check-ins, passing turns, exiting conversations, noticing loops, and reflecting, with a local JSONL diary. It provides prompt-level hooks and check-in commands for capturing agent welfare data in projects.
    27
    73
    MIT

  • 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

  • cite-rag-mcp

    xiaofei03
    F
    license
    -
    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.

  • rag-paper

    i1ight
    A
    license
    -
    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

  • 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

  • paper-search

    its-antony
    A
    license
    -
    quality
    D
    maintenance
    Enables searching, downloading, and exporting academic papers from 20+ scholarly sources including arXiv, PubMed, and Semantic Scholar. Supports multi-source concurrent search, citation network tracing, and export to CSV, RIS, and BibTeX.
    MIT

  • MMWRAG

    mikrominiw
    A
    license
    -
    quality
    B
    maintenance
    Bilingual RAG for scientific literature with search-only MCP server. Enables hybrid retrieval and reranking over indexed textbooks/papers.
    MIT

  • MCP-based Academic Paper

    Ta-Gu
    F
    license
    -
    quality
    C
    maintenance
    Enables AI coding assistants to query private academic paper collections via standard MCP tools, with hybrid retrieval, reranking, and inline citations.

  • mike-plus

    Zhonghao1995
    A
    license
    A
    quality
    A
    maintenance
    A headless, natural-language-driven automated modelling workflow for MIKE+, enabling users to inspect models, change parameters, run simulations, and analyze results without the MIKE+ GUI.
    10
    5
    MIT

  • cnnfag

    wildsurfer
    A
    license
    -
    quality
    A
    maintenance
    CNN's Fear & Greed index for the US stock market: current score and rating, the seven component indicators, and about a year of daily history. Go standard library only, no API key required.
    2
    MIT

  • prismAId

    open-and-sustainable
    A
    license
    -
    quality
    A
    maintenance
    MCP server that enables AI assistants to drive systematic literature review workflows, including screening, downloading, converting, and reviewing papers through natural language conversation.
    27
    AGPL 3.0

  • Precision astronomical

    scottchronicity
    A
    license
    -
    quality
    C
    maintenance
    A self-contained MCP server that gives AI agents the ability to calculate high-precision astronomical data. It provides tropical zodiac coordinates, planetary speeds, retrograde detection, and house cusps using the trusted Swiss Ephemeris engine. 100%
    4
    AGPL 3.0

  • M/M/1 and M/M/c Queue

    kiyoung8
    A
    license
    -
    quality
    D
    maintenance
    Enables simulation and analysis of M/M/1 and M/M/c queuing systems using SimPy, with tools for parameter validation, theoretical metric calculation, simulation execution, and comparison of separate vs pooled queue strategies.
    MIT

  • LongBook Verifier

    Mormolykos
    A
    license
    -
    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

  • whed-tools

    Dasistaiden
    F
    license
    -
    quality
    D
    maintenance
    An MCP-native pipeline for collecting structured intelligence on higher education institutions using the WHED schema, enabling scraping, extraction, validation, and saving of profiles.