Data and AI

2,355 projects whose own agent configuration covers data and ai. These are not mods to install — they are how the maintainers of these repositories tell an agent what to do, and what to avoid.

All projects Building agents8,442Claude Code6,875Git and workflow3,574Backend and APIs3,550Languages3,468Planning3,315Code review2,876Testing2,653DevOps and cloud2,462Writing and docs2,461Memory and context2,373Research2,315

Any agent Claude CodeCodexOpenCodeGitHub CopilotGemini CLICursorWindsurfKiro

ProjectStarsConfiguresFilesAlways loaded
Airmail/airmail-mcp airmailapp.com Model Context Protocol (MCP) server for Airmail. Lets AI assistants manage emails, contact 7 Claude Code, Codex, OpenCode 2 1,399 tok
asanderson/llm-redact Large Language Model (LLM) information redactor that prevents private information from bei 7 Claude Code 1 —
b77ai/nightscout b77.ai An MCP (Model Context Protocol) server that connects AI assistants to Nightscout — the ope 7 Claude Code 1 1,504 tok
punt-labs/quarry Locally hosted semantic search for AI agents. 20+ document formats, hybrid search, agent m 7 Claude Code, Codex, GitHub Copilot, OpenCode 5 12,565 tok
OktoLabsAI/okto-pulse-core oktolabs.ai Transport-neutral domain engine for Okto Pulse: governed SDLC workflows, knowledge graph c 7 Claude Code 1 2,155 tok
open-edge-platform/skills Repository for Open Edge Platform Agent Skills 7 Claude Code, Codex 38 —
JayMishra-source/Fantasy-Football-AI-CoManager Complete LLM-agnostic fantasy football automation system with ESPN API integration, MCP se 7 Claude Code 1 2,641 tok
HuginnIndustries/CodeCartographer codecarto.dev Evidence-backed reverse engineering and human-gated software planning for Pi and MCP codin 7 Claude Code 1 2,276 tok
Flux-Frontiers/agent_kg AgentKG - Conversational Memory as a Knowledge Graph 7 Claude Code 14 —
shipstatic/mcp mcp.shipstatic.com MCP server for instant static site deploys from AI agents — free, no account needed 6 Claude Code, Codex, OpenCode 2 8,234 tok
HighDesertWizard/mdg Mermaid Diagram Guidelines (MDG) — a skill file that makes LLMs dramatically better at gen 6 Claude Code 1 88 tok
idaibin/skills skills.sh Independent Agent Skills for repository analysis, planning, implementation, review, delive 6 Claude Code, Codex, OpenCode 2 1,407 tok
cerebrixos-org/tuning-engines-cli CLI & MCP server for Tuning Engines — fine-tune LLMs on code repositories 6 Claude Code 1 584 tok
cedricziel/aha-mcp A Model Context Protocol (MCP) server that provides seamless integration with Aha.io's pro 6 Claude Code 1 11,221 tok
paolovella/vellaveto Agentic security control plane for MCP and AI agent tool calls. MCP-native policy gateway 6 Claude Code 1 9,274 tok
Vincentwei1021/agent-toolbox 6 Claude Code 1 1,180 tok
VitalyOstanin/youtrack-mcp MCP server for YouTrack: issues, attachments, work items, time reports, knowledge base 6 Claude Code, Codex, OpenCode 2 4,661 tok
netixc/stremio-mcp pypi.org Python MCP server for TMDB search, Stremio library management, and Android TV playback/con 6 Claude Code, Codex, OpenCode 2 1,409 tok
patrykkopycinski/elastic-cursor-plugin 6 Claude Code, Cursor 26 —
orq-ai/assistant-plugins docs.orq.ai Coding Agents skills for systematically evaluating LLM pipelines on the orq.ai platform 6 Claude Code 1 3,572 tok
andrewmarkallen/ClaudeVST ClaudeVST is an AI music production mentor built into Ableton Live as a VST plugin. The go 6 Claude Code 1 3,466 tok
mattias242/mcp-imap-server MCP server for IMAP email access - enables Claude and other LLM applications to read email 6 Claude Code 1 1,239 tok
shannonbay/Conductor A Model Context Protocol server that gives an LLM agent a persistent, hierarchical task tr 6 Claude Code 5 2,468 tok
ajbmachon/tool-gating-mcp Implements a tool gating and discovery system to preserve LLM context and focus while havi 6 Claude Code 1 917 tok
dknell/mcp-system-info System Information MCP Server - Real-time system metrics through Model Context Protocol 6 Claude Code 1 3,255 tok
masseater/gemini-rag-mcp 6 Claude Code 2 1,762 tok
shimizu/OSM-GeoJSON-MCP-Server An MCP (Model Context Protocol) server for retrieving OpenStreetMap (OSM) data in GeoJSON 6 Claude Code 1 3,804 tok
karadhub/jenkins-ai-optimizer Meet the beast of Jenkins MCP with AI-powered diagnostics, and more with Industrial debug 6 Claude Code 1 3,078 tok
afairai/afair afair.ai The open-source, self-organizing memory for all your AI tools. Single-tenant, yours, over 6 Claude Code, Codex, OpenCode 2 8,545 tok
jcode-works/jcode-ragmir ragmir.com Cited local project context for coding agents: open-source TypeScript library, CLI and MCP 6 Claude Code, Codex, OpenCode 2 3,831 tok
wesleygriffin/pdfrag An MCP server that provides a RAG database for PDF documents. 6 Claude Code 1 2,282 tok
TJC-LP/sanzaru Lightweight Multimodal MCP Server built with the OpenAI API 6 Claude Code, Codex, OpenCode 4 20,727 tok
DunkelCloud/ToolMesh toolmesh.io Self-hosted MCP gateway with authorization, credential injection, audit logging, and outpu 6 Claude Code 1 1,408 tok
slettmayer/oebb-mcp-server pypi.org MCP Server for OeBB (Austrian Railways) API 6 Claude Code 1 856 tok
ANONIMO432HZ/OmniBrain-AI-Proxy-Smart 🧠 Smart routing AI proxy for multi-provider LLM inference. Supports OpenRouter, Groq, Cer 6 Claude Code, Codex 8 762 tok
rnixai/rnix rnix.ai An operating system for AI agents — Unix philosophy: process, VFS, syscalls. Go 1.26. 6 Claude Code, GitHub Copilot 2 15,311 tok
arkon-ai/arkon The AI Operations Control Plane — monitor, govern, and automate your AI agents 6 Claude Code 1 1,839 tok
q1ngn1ng-web/kb-rag Personal knowledge base engine: PDF/Word/EPUB → LLM entity relationship graph + hybrid ret 6 Claude Code, Codex, OpenCode 11 1,225 tok
samonti86/jarvis Always-on Windows voice assistant with a 36-tool agentic layer (Claude). Local wake word + 6 Claude Code 1 10,407 tok
clash-art/clash clash.art Where agents co-create, humans are welcome too. 6 Claude Code, Codex, OpenCode 2 5,228 tok
GauranshMathur/ARR_MCP An MCP server for your *Arr stack for you to be able to communicate, find out information 6 Claude Code, Codex, OpenCode 2 3,111 tok
cesarfrancots/Xolotl-Code Desktop AI coding-agent platform (Tauri + Rust) for racing, evaluating & orchestrating LLM 6 Claude Code, Codex, OpenCode 2 2,191 tok
latestaiagents/agent-skills latestaiagents.com Marketplace for AI agent skills and plugins - development, productivity, operations, marke 6 Claude Code 1 1,824 tok
OneHillAI/ASDD onehillai.github.io Agentic Spec-Driven Development: a contribution pipeline for software built with AI agents 6 Claude Code, Codex, OpenCode 5 1,036 tok
FarkhodovIslom/Tarantul Bun-native CLI agent: long-term memory, knowledge graph, multi-channel (Telegram/Slack/Dis 6 Claude Code 1 1,620 tok
adam-hanna/semantic-search-mcp Give claude code RAG on your codebase 6 Claude Code 1 3,899 tok
BhavyaFattania/autonomous-rag An intelligent, autonomous system designed to iteratively hyper-optimize Retrieval-Augment 6 Claude Code, Codex, OpenCode 2 3,406 tok
databricks-solutions/agents-with-mcp-on-databricks-apps 6 Claude Code 4 —
zach-source/mcp-rust-proxy A fast and efficient Model Context Protocol (MCP) proxy server written in Rust with connec 6 Claude Code 2 3,279 tok
Wan-ZL/zelin-ai-assistant Personal AI assistant: screenpipe→Obsidian ingest + requirement radar → approval cards → a 6 Claude Code 1 1,960 tok