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Data / Repositories / LLM tools / Python

Python LLM tools repositories on GitHub: 13 ranked by stars

13 public Python repositories tagged LLM tools are on GitHub, with 103,166 stars between them; 8 had a push in the last 30 days. The most starred: Panniantong/Agent-Reach (97,255), taylorwilsdon/google_workspace_mcp (3,336), RyanAlberts/best-of-Agent-Harnesses (1,131).

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 isStarsForksLicenseLast 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.97,2558,509MITOct 8Oct 14
taylorwilsdon/google_workspace_mcpControl Gmail, Google Calendar, Docs, Sheets, Slides, Chat, Forms, Tasks, Search & Drive with AI - Comprehensive Google Workspace MCP Server & CLI Tool3,3361,051MITOct 9Oct 14
RyanAlberts/best-of-Agent-HarnessesRanked list of 167 AI agent harnesses, plus templates, playbooks, MCP, and learning resources. Rescored weekly.1,13166CC-BY-SA-4.0Oct 9Oct 11
utensils/mcp-nixosMCP-NixOS - Model Context Protocol Server for NixOS resources85447MITSep 5Oct 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.31914Oct 15Oct 15
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…10828Jul 18, 2025Oct 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…7518May 30Oct 14
redhat-data-and-ai/template-mcp-serverProduction-ready Python template for building MCP servers with FastMCP, FastAPI, OAuth, and OpenShift deployment.6674Apache-2.0Sep 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.61Sep 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…60LGPL-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…54Apache-2.0Sep 25Oct 14
ryan-phq2005h1/github-mcp-serverOfficial GitHub MCP Server — connect AI agents to GitHub API40MITAug 5Oct 14
openmodelsrun/mcpOpen-source registry of MCP servers – structured metadata, tools, resources and install configs for the Model Context Protocol ecosystem.144MITOct 1Oct 14

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Every LLM tools repository

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.