Skip to main content
Glama
93,454 servers. Updated
20 Best GitHub MCP Servers: compared and ranked, October 2026Ranked from 1,731 matching servers on stars, growth, downloads and maintenance. Updated .

Matching MCP tools:

Matching MCP Connectors:

"Extracting data from GitHub" matching MCP servers:

GET /v1/servers – MCP directory API reference
  • A
    license
    A
    quality
    D
    maintenance
    An MCP server that provides on-demand skill discovery for AI coding agents by querying GitHub repositories, using BM25 search to return relevant SKILL.md content.
    2
    20 npm
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Provides cross-session memory for Claude Code by extracting structured handoffs at session end and retrieving relevant past context at session start.
    2
    7
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Provides AI agents with persistent long-term memory over MCP, extracting durable facts from conversations, storing them as plain files, and injecting ranked memories into later sessions via recall and search tools.
    10
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    MCP server for parsing, searching, and extracting branches from XMind mind map files, supporting Markdown/JSON output, token-aware formatting, and Claude Desktop integration.
    3
    12 npm
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Persistent memory MCP server for Claude Code, Cursor, and GitHub Copilot. Semantic search, Git sync, project-based, Persistent memory MCP server for Claude Code, Cursor, and GitHub Copilot. Semantic search, Git sync, project-based organization, and team collaboration via Model Context Protocol.
    11
    231 npm
    2
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Provides a read-only interface to audit and continue coding agent sessions by extracting plans, intents, and edit authorship from history across multiple agents (Claude, Codex, OpenCode, Antigravity, Pi) via MCP, CLI, and Python SDK.
    18
    27 PyPI
    3
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI agents to maintain long-term, cross-session memory by extracting facts, reconciling state conflicts, and retrieving relevant memories via vector search.
    4
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Serves organizational context to MCP-capable AI agents from a local folder or GitHub repository, and lets agents propose changes that require human approval.
    4
    343 npm
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    An MCP server that makes Claude Code conversation history searchable and proactively useful by indexing past sessions with hybrid BM25+TF-IDF search, extracting decisions and solutions, and auto-injecting relevant project context at session start.
    9
    5 npm
    66
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables AI assistants to query end-to-end encrypted memories from Cognia workspace via MCP. Supports search, retrieval, and action execution against connected services like Slack, Notion, and GitHub.
    5
    3 npm
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Provides a compiled knowledge substrate, extracting atomic claims from an append-only capture log and querying a bitemporal claim graph over MCP. Read-only by default, with opt-in writes for trusted sources.
    4
    MIT
  • F
    license
    A
    quality
    Not graded
    maintenance
    A Context-as-a-Service MCP server that maintains structured, graph-based context for Shopify apps by extracting and summarizing data from web sources and help centers. It enables multi-agent systems to retrieve isolated, provenance-backed context slices or starter bundles via push and pull mechanisms.
    5
    -
  • A
    license
    B
    quality
    C
    maintenance
    Universal documentation knowledge-graph MCP server with hybrid full-text + vector search. Indexes local files and remote sources from Notion, Jira, Obsidian, Linear, GitHub, and Confluence into a single SQLite knowledge graph, exposing it to AI agents via the Model Context Protocol.
    10
    9 npm
    MIT