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

  • code-rag-golang

    nullptr-z
    F
    license
    -
    quality
    C
    maintenance
    AI modifies a function but misses 5 callers that also need updating. crag fixes this — it builds precise call graphs via static analysis, so AI knows exactly what's affected before making changes.
    2

  • 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

  • helmdeck

    tosin2013
    A
    license
    -
    quality
    A
    maintenance
    A self-hosted MCP server that provides capability packs for AI agents to perform browser, desktop, git, and code actions via schema-validated JSON calls, enabling reliable agentic workflows even with small open-weight models.
    4
    Apache 2.0

  • Sense

    luuuc
    A
    license
    -
    quality
    A
    maintenance
    An MCP server for codebase context that gives AI coding agents structural understanding through symbol graph, semantic search, blast radius, and convention detection tools.
    30
    MIT

  • Grimoire for Gamemasters

    zafety-vibin
    A
    license
    -
    quality
    B
    maintenance
    Connect to your TTRPG campaign's repository and database. Instead of retrieving prose, its 48 tools (20 read, 28 write) return typed state: 14 entity schemas (NPCs, factions, locations, sessions, lore), relationship and knowledge-graph queries, wiki blocks, and a narrative-state bundle of open threads and canon facts.
    1
    MIT

  • M.I.M.I.R - Multi-agent

    orneryd
    A
    license
    -
    quality
    C
    maintenance
    Provides AI assistants with persistent graph database memory using Neo4j, enabling task management, relationship understanding, semantic search with embeddings, file indexing, and multi-agent coordination through the Model Context Protocol.
    6
    280
    MIT

  • gopls-mcp

    xieyuschen
    A
    license
    -
    quality
    A
    maintenance
    https://gopls-mcp.org/ MCP server for golang projects development: Expand AI Code Agent ability boundary to have a semantic understanding and determinisic information for golang projects.
    57
    BSD 3-Clause

  • MCP Language Server

    isaacphi
    A
    license
    -
    quality
    F
    maintenance
    Runs a language server and provides tools for communicating with it. Language servers excel at tasks that LLMs often struggle with, such as precisely understanding types, understanding relationships, and providing accurate symbol references.
    1,577
    BSD 3-Clause

  • Eval_MCP

    AyushSaha184
    F
    license
    -
    quality
    B
    maintenance
    An MCP server for prompt and RAG evaluation workflows, enabling users to register, create API keys, and run evaluations via Claude Desktop, Cursor, or other MCP clients, with a hosted backend for heavy evaluation work.
    1

  • CKB

    SimplyLiz
    F
    license
    -
    quality
    A
    maintenance
    Transforms a codebase into a queryable knowledge base for code understanding, impact analysis, ownership lookup, and more via CLI, HTTP API, or MCP.
    109

  • terminal-mcp

    ParthKapoor-dev
    F
    license
    -
    quality
    -
    maintenance
    A secure and pluggable MCP server to run terminal commands on your local machine or cloud server — remotely, safely, and with LLMs or agentic clients.

  • konbu

    krtw00
    A
    license
    A
    quality
    A
    maintenance
    MCP server for a self-hostable personal planner — exposes memo, todo, calendar event, and cross-resource full-text search tools so Claude, Cursor, or any MCP client can manage your schedule and notes in natural language.
    18
    1
    MIT

  • runecho

    inth3shadows
    A
    license
    A
    quality
    A
    maintenance
    A deterministic symbol oracle over a locally built index of the repository: whether a symbol exists, what a file declares, and what changed structurally since the last snapshot. It also ships a PreToolUse guard that stops an Edit/Write referencing a function, constant or type the repo does not declare, before the write lands rather than after the build fails. No LLM, no API keys, no network, no l
    6
    MIT
  • gavel by gavelcode

    gavelofficial

    gavelcode
    A
    license
    A
    quality
    A
    maintenance
    MCP server for gavel, a code-quality gate for Bazel monorepos. Exposes judge, findings, coverage and architecture tools so a coding agent can check its change against the quality gate (lint, coverage, layer rules) before declaring it done — all off the Bazel build graph, over just what changed.
    8
    8
    Apache 2.0