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"Exploring a GitHub repository and creating a detailed flowchart of its functionality" matching MCP servers:

  • github-mcp-connector

    FerhatDundar
    A
    license
    -
    quality
    A
    maintenance
    A single static Go binary that exposes GitHub operations (repos, branches, commits, file contents, issues, PRs, and search) as MCP tools, enabling agents to read and write GitHub data with no runtime dependencies.
    Last updated
    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.
    Last updated
    7
    278
    MIT

  • prismAId

    open-and-sustainable
    A
    license
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    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.
    Last updated
    24
    AGPL 3.0

  • 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
    Last updated
    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.
    Last updated
    8
    8
    Apache 2.0

  • 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.
    Last updated
    1
    MIT

  • Beelzebub MCP Honeypot

    beelzebub-labs
    A
    license
    -
    quality
    A
    maintenance
    Description: Introduce Beelzebub, an MCP‑based honeypot framework that enables creating decoy tools to detect prompt injection and malicious agent behavior. Motivation: Strengthen the security of LLM workflows by adding a non‑intrusive detection mechanism.
    Last updated
    2,131
    GPL 3.0

  • Keeper Secrets Manager - MCP

    Keeper-Security
    A
    license
    -
    quality
    A
    maintenance
    KSM MCP is a Model Context Protocol (MCP) server that acts as a secure intermediary between AI language models (like Claude) and Keeper Secrets Manager (KSM). It allows AI agents to manage your KSM secrets-such as listing, creating, retrieving, and deleting records and folders-while protecting your
    Last updated
    10
    MIT

  • Storyden

    Southclaws
    A
    license
    -
    quality
    A
    maintenance
    A modern community hub with forum and knowledge base. Native MCP built-in, ready for the next era of internet culture.
    Last updated
    325
    Mozilla Public 2.0
  • ZCP by zeropsio

    ZCPofficial

    zeropsio
    F
    license
    -
    quality
    A
    maintenance
    ZCP is a CLI with Zerops MCP that makes your agent a Zerops power-user. It runs either inside your project, or is connected through zCLI's VPN functionality to the project from your terminal. Your agent. Your subscription. Your code. Your infrastructure. Your IDE.
    Last updated

  • trilium-mcp

    OVDEN13
    A
    license
    -
    quality
    A
    maintenance
    An MCP server that lets AI agents read and write a self-hosted TriliumNext knowledge base over its ETAPI, enabling note capture, structured table maintenance, and search.
    Last updated
    4
    MIT

  • ghcli-mcp-connector

    FerhatDundar
    A
    license
    -
    quality
    A
    maintenance
    ghcli-mcp-connector is an MCP server that lets agents run any GitHub CLI (gh) command—repos, issues, PRs, releases, workflows, gists, and more—as a single static Go binary with a read-only-by-default safety gate on state-changing operations.
    Last updated
    MIT

  • BioBTree

    tamerh
    A
    license
    -
    quality
    A
    maintenance
    A unified biomedical graph database that integrates 50+ primary data sources — genes, proteins, compounds, diseases, pathways, and clinical data — into a single queryable graph with billions of cross-reference edges. Its native MCP server gives LLMs direct access to structured, authoritative biomedical data, complementing their reasoning with reliable identifiers and up-to-date database content.
    Last updated
    19
    AGPL 3.0

  • MCPist

    shibaleo
    F
    license
    -
    quality
    C
    maintenance
    A gateway service that connects AI assistants to numerous external tools like Notion, GitHub, and Google Workspace through a single Model Context Protocol endpoint. It provides a centralized hub for managing multiple tool integrations with secure authentication and a unified API architecture.
    Last updated

  • SuperBased Observer

    superbasedapp
    F
    license
    -
    quality
    A
    maintenance
    Local MCP server that lets your AI coding agent query its own cross-tool project history - file/command freshness, past test failures, cost & token spend, cache status, and session handoff - over stdio, 100% local, no telemetry.
    Last updated
    36