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LLM tools repositories on GitHub: 31 ranked by stars

31 public repositories tagged LLM tools are on GitHub, with 149,821 stars between them; 20 had a push in the last 30 days. Most are written in Python (13), TypeScript (7), Go (2). The most starred: Panniantong/Agent-Reach (97,255), agentscope-ai/QwenPaw (35,686), firecrawl/firecrawl-mcp-server (7,601).

SpecStream is the live web data engine for teams and agents. It reads open-source repositories on GitHub and keeps what it reads, and this page groups that reading by topic. Ask for the repositories you track by topic, language, license or activity, and new ones and changes arrive in your sheet, CRM, Slack or agent.

Every repository, most starred first

RepositoryWhat it isLanguageStarsForksLicenseLast pushRead
Panniantong/Agent-ReachGive your AI agent eyes to see the entire internet. Read & search Twitter, Reddit, YouTube, GitHub, Bilibili, XiaoHongShu — one CLI, zero API fees.Python97,2558,509MITOct 8Oct 14
agentscope-ai/QwenPawYour Personal AI Assistant; easy to install, deploy on your own machine or on the cloud; supports multiple chat apps with easily extensible capabilities.TypeScript35,6863,182Apache-2.0Oct 14Oct 14
firecrawl/firecrawl-mcp-serverOfficial Firecrawl MCP Server - Adds powerful web scraping and search to Cursor, Claude and any other LLM clients.JavaScript7,601905MITOct 14Oct 14
taylorwilsdon/google_workspace_mcpControl Gmail, Google Calendar, Docs, Sheets, Slides, Chat, Forms, Tasks, Search & Drive with AI - Comprehensive Google Workspace MCP Server & CLI ToolPython3,3361,051MITOct 9Oct 14
RyanAlberts/best-of-Agent-HarnessesRanked list of 167 AI agent harnesses, plus templates, playbooks, MCP, and learning resources. Rescored weekly.Python1,13166CC-BY-SA-4.0Oct 9Oct 11
stackql/stackqlQuery, provision and operate Cloud, SaaS, API and Model Context Protocol (MCP) resources through a unified SQL-based framework for humans and AI agents.Go1,06987MITOct 14Oct 14
utensils/mcp-nixosMCP-NixOS - Model Context Protocol Server for NixOS resourcesPython85447MITSep 5Oct 14
v-modal/awesome-jev-toolsA curated list of tools built for Jev — TypeSafe AI's System One model for typed decisions.74251Oct 9Oct 15
graphlit/graphlit-mcp-serverModel Context Protocol (MCP) Server for Graphlit PlatformTypeScript37856MITJan 12Oct 14
wh000wh000/awesome-jev-liveAwesome Jev — evidence-graded index of TypeSafe System One: SDKs, MCP tools, agents, apps and open models. 20 languages, rebuilt every 2 hours.Python31914Oct 15Oct 15
cyanheads/model-context-protocol-resourcesExploring the Model Context Protocol (MCP) through practical guides, clients, and servers I've built while learning about this new protocol.29233Apache-2.0Jun 21, 2025Oct 14
cyanheads/git-mcp-serverClone, commit, diff, branch, merge, rebase, cherry-pick, stash, tag, and manage worktrees in local git repos via MCP. STDIO or Streamable HTTP.TypeScript24157Apache-2.0Sep 26Oct 14
tinyfish-io/agentql-mcpModel Context Protocol server that integrates AgentQL's data extraction capabilities.TypeScript18144MITOct 8Oct 14
tanaikech/ggsrunHigh-performance Google Drive CLI and Model Context Protocol (MCP) Server for LLM/AI agents. Natively execute Google Apps Script (GAS) under a secure whitelisted runtime sandbox…Go17320MITAug 26Oct 14
GopherSecurity/gopher-mcpC++ MCP SDK - build Model Context Protocol (MCP) servers and clients in C++ / CPP. Enterprise-grade security, observability, connectivity. Stdio, HTTP+SSE, Streamable HTTP…C++14924Apache-2.0Oct 12Oct 14
hannesrudolph/sqlite-explorer-fastmcp-mcp-serverAn MCP server that provides safe, read-only access to SQLite databases through Model Context Protocol (MCP). This server is built with the FastMCP framework, which enables LLMs to…Python10828Jul 18, 2025Oct 14
kunwarVivek/mcp-github-project-managerMCP server for AI-powered GitHub project management — 20 tools, 169 actions, agent swarm orchestration, GitHub Actions/Releases/Branches, MCP Resources & Prompts, PRD-to-issues…TypeScript10226MITSep 22Oct 14
bitDive/mcp-serverBitDive Model Context Protocol (MCP) server. The Autonomous Quality Loop for AI agents. Provides real runtime context, before/after trace comparison, and integration testing…Python7518May 30Oct 14
redhat-data-and-ai/template-mcp-serverProduction-ready Python template for building MCP servers with FastMCP, FastAPI, OAuth, and OpenShift deployment.Python6674Apache-2.0Sep 28Oct 14
linny006/mcp-servers-liveAuto-updated index of MCP servers shipping on GitHub, refreshed every 15 minutesHTML135Oct 14Oct 14
ai-infra-curriculum/ai-agent-guidebookComprehensive guides for AI coding assistants: Claude Code, GitHub Copilot, Gemini CLI. Includes MCP servers, multi-agent orchestration, and production templates.Shell106Jul 8Oct 14
Evref-BL/MCPMCP server for PharoSmalltalk85Oct 13Oct 14
DhanushNehru/awesome-mcp-serversA curated list of awesome Model Context Protocol (MCP) servers, tools, SDKs and resources for AI assistants like Claude.772MITSep 28Oct 14
ahtishamdilawar/nuces-flex-MCPMCP server that connects Claude Desktop or GitHub Copilot to the FAST-NUCES Flex student portal. Query marks, attendance and transcripts in plain English.Python61Sep 1Oct 14
nicotem/exegeteExegete: full feature, qualitative data analysis through a conversation with your AI assistant, compatible with QualCoder projects. Runs on your computer as an MCP server…Python60LGPL-3.0Oct 14Oct 14
sachinshelke/ToolsConnectorOpen-source Python library for 73 API connectors — Gmail, Slack, GitHub, Stripe, OpenAI, Anthropic & more. MCP server, OpenAI function calling, Anthropic tool use. 1,519 actions…Python54Apache-2.0Sep 25Oct 14
ryan-phq2005h1/github-mcp-serverOfficial GitHub MCP Server — connect AI agents to GitHub APIPython40MITAug 5Oct 14
weselben/gomodel-admin-mcpMCP server for the GoModel admin API — grouped tools with gradual discovery, live docs from GitHub, TTL read cache, opt-in HTTP host mode. Runs on Bun; distroless Docker…TypeScript32Oct 14Oct 14
openmodelsrun/mcpOpen-source registry of MCP servers – structured metadata, tools, resources and install configs for the Model Context Protocol ecosystem.Python144MITOct 1Oct 14
digitalcrest01/MCP-ServerModel Context Protocol server exposing GitHub repos, issues, PRs, and code search to LLM agents over stdioTypeScript00May 13Oct 14
mcpbeat/best-mcp-serversMCP servers ranked by measured uptime and real installs — not stars. Daily change log, weekly ecosystem reports, open data.00CC-BY-4.0Oct 14Oct 14

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Read from GitHub by SpecStream between October 11, 2026 and October 15, 2026; each row shows the day its repository was read. Stars and pushes change every day, and the GitHub page is the current one. Forks and archived repositories are left out.