How real projects configure their agents

31,984 repositories keep their own agent configuration in the open: a CLAUDE.md, a rules file, instructions for Copilot, a skill the project runs on itself. These are not mods to install. They are worth reading for what they reveal — what a maintainer thinks an agent gets wrong.

Building agents7,571Claude Code6,627Data and AI3,684Backend and APIs3,492Languages3,401Planning3,221Git and workflow3,179Code review2,740Testing2,368Memory and context2,365Writing and docs2,309DevOps and cloud2,308Research2,298Frontend2,256Security2,015Productivity1,715

All Claude Code31,984 Codex23,196 OpenCode22,145 GitHub Copilot3,551 Gemini CLI1,917 Cursor1,736 Windsurf133 Kiro79

Project Stars Configures Files Always loaded
egany/agentic-working-kit Open resources for workflows/skills/rules/tools on AgenticWorking.io – empowering non-code 17 Claude Code, Codex 4
organvm-iv-taxis/a-i--skills organvm-iv-taxis.github.io Public repository of AI agent skills: specialized capabilities and workflows across 12 cat 17 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 8 8,740 tok
theQuert/cc-reaper Three-layer automated cleanup for orphan Claude Code processes (subagents, MCP servers, pl 17 Claude Code 1 2,984 tok
gonzaloserrano/gopilot A Go Skill for Claude distributed as a Plugin. 17 Claude Code 1 452 tok
zhaolianghz/clawbox clawbox.51topai.xyz AI Agent unified configuration center · Unified configuration center for AI coding agents 17 Claude Code 1 675 tok
aixiaoxiang/xx-skills Use AI Agents effectively to turn ideas into launched products — for beginners, with 16 sk 17 Claude Code, Codex, Cursor, OpenCode 3 2,921 tok
xeeva/Genesis xeeva.github.io Bootstrap fully-equipped Claude Code projects in under two minutes. Agents, skills, hooks, 17 Claude Code 11 3,078 tok
AndreAlbuquerque/claude-config Personal Claude Code config — global CLAUDE.md, agents (@pm, @visionary, @discovery, @desi 17 Claude Code 1 1,575 tok
yuping322/financial-services-plugins-new Financial services plugins for Claude - investment banking, equity research, private equit 17 Claude Code 1 286 tok
assisjp/specflow A self-contained, reliability-first agent development flow — grill, spec, build under dete 17 Claude Code, Codex, OpenCode 2 2,081 tok
hubertciebiada/context-crystallizer Transform your large repository into crystallized, AI-consumable knowledge. Enable AI agen 17 Claude Code 1 1,378 tok
goodfire-ai/evee-mcp MCP server for the EVEE (Evo Variant Effect Explorer) API — variant effect prediction from 17 Claude Code 1
flagify-com/UniMCPSim UniMCPSim is a general-purpose MCP (Model Context Protocol) simulator that dynamically sim 17 Claude Code, Codex, OpenCode 2 8,026 tok
amitrechavia/langsmith-mcp-server-js A TypeScript implementation of langsmith MCP 17 Claude Code 1 739 tok
Repliers-io/mcp-server Open-source MCP server for the Repliers API. Lets developers build conversational and agen 17 Claude Code 3 1,965 tok
flagify-com/soar-mcp SOAR MCP Server is an innovative security orchestration platform integration solution that 17 Claude Code 1 1,618 tok
hildersantos/things-mcp 17 Claude Code 1 693 tok
mayflower/contextmine Documentation & Code Indexing with MCP - Open-source Context7 alternative 17 Claude Code, Codex, OpenCode 3 3,649 tok
ozmium7/Ozmium-MCP-Server-for-Sbox Connect AI coding assistants to the S&box editor using the Model Context Protocol (MCP). W 17 Claude Code 1 1,273 tok
cfircoo/claude-code-toolkit 17 Claude Code 5 828 tok
gear-foundation/vara-skills 17 Claude Code, Codex, OpenCode 2 1,161 tok
Boise-State-Development/agentcore-public-stack boise-state-development.github.io The unofficial full-stack platform for Strands Agents and AWS Bedrock AgentCore. 17 Claude Code, GitHub Copilot, Kiro 36 51,542 tok
rblank9/cross-claude-mcp crosswi.re A message bus that lets AI assistants talk to each other. Works with Claude, ChatGPT, Gemi 17 Claude Code 1 536 tok
sbraind/excel-mcp-server 17 Claude Code 9 1,739 tok
mrafaeldie12/nano-banana-pro-mcp MCP server for Gemini 3 Nano Banana Pro image generation 17 Claude Code 1 309 tok
sparesparrow/mcp-project-orchestrator Analyze user input to identify suitable design patterns and project templates. Orchestrate 17 Claude Code, Cursor 2 616 tok
adamwulf/mcp-template adamwulf.me A barebones MCP server implementation in Swift using loopwork-ai's mcp-swift-sdk. 17 Claude Code, Cursor 2 2,623 tok
joobisb/mcp-installer mcp-installer.com Simplifies the installation and management of MCP (Model Context Protocol) servers across 17 Claude Code 1 2,931 tok
pablof7z/mcp-money MCP server to give nutsack wallets to agents, an important milestone in the path towardssk 17 Claude Code 1 498 tok
Embassy-of-the-Free-Mind/sourcelibrary-v2 sourcelibrary.org The world's largest library of translated ancient texts. AI-powered OCR and translation of 17 Claude Code, Codex, OpenCode 4 10,375 tok
khromov/context-coder npmjs.com MCP for agentic full-context coding 17 Claude Code 1 1,219 tok
LarryStanley/heptabase-mcp The heptabase mcp 17 Claude Code 1 954 tok
verdexhq/verdex-mcp MCP Server for Playwright Test Writing 17 Claude Code 1
Approaching-AI/AIMA aimaservice.ai AI-Inference-Managed-by-AI: Go binary for managing AI inference on edge devices 17 Claude Code, Codex, OpenCode 2 13,966 tok
SonAIengine/graph-tool-call pypi.org Graph-based tool retrieval for LLM agents — 248 tools → 82% accuracy, 79% fewer tokens. Ze 17 Claude Code, Codex, OpenCode 2 188 tok
isaac-levine/forage npmjs.com Self-improving tool discovery for AI agents. Agents find, install, and learn to use new MC 17 Claude Code 1 919 tok
rianvdm/discogs-mcp discogs-mcp.com A Discogs MCP Server with OAuth, to use with your favorite LLM client. Ask for recommendat 17 Claude Code 1 1,193 tok
icerain-cmd/humanities-superpowers icerain-cmd.github.io Structured research skills and quality gates for humanities scholars using AI agents. 17 Claude Code, Codex, OpenCode 2 524 tok
aplaceforallmystuff/mcp-fantastical MCP server for Fantastical calendar app - create events, view calendar, and manage schedul 17 Claude Code, Codex, Gemini CLI, OpenCode 4 309 tok
tiluckdave/hound-mcp npmjs.com The dependency bloodhound for AI coding agents. Free, no API keys. 17 Claude Code 1 1,703 tok
briansmith80/claude-code-status-bar briansmith80.github.io Configurable status bar for Claude Code: usage limits with pacing markers, context window, 17 Claude Code 1 12,459 tok
multiplex-ai/muggle-ai-works muggletest.com Your AI coding agent writes code fast — we make sure the web product actually works. Paste 17 Claude Code 5
jsuzanne/stigix stigix.io Stigix is a lab platform to validate SD‑WAN and SASE. ​ It unifies SaaS traffic generation 17 Claude Code, Codex 10
mmnto-ai/totem Rules you can enforce, state you can derive, context you can query: plain files in your re 17 Claude Code, Codex, Gemini CLI, OpenCode 18 1,382 tok
julianoczkowski/notebooklm-mcp-2026 MCP server for querying Google NotebookLM notebooks. Works with Claude Code, Claude Deskto 17 Claude Code 4 1,272 tok
Destrayon/Connapse Open-source, self-hosted knowledge backend for AI agents — hybrid search (vector + keyword 17 Claude Code 7 1,834 tok
n24q02m/wet-mcp mcp.n24q02m.com Open-source MCP server for AI agents: web search, content extraction, and library docs -- 17 Claude Code, Codex, OpenCode 2 7,026 tok
kud/mcp-jenkins kud.io 🛠️ Drive Jenkins from Claude — trigger builds, watch pipelines, and manage CI/CD jobs & n 17 Claude Code 1 287 tok
ForkPoint/agent-lighthouse forkpoint.github.io Lighthouse-style audits for AI-agent readiness, LLM crawlers, MCP clients, and the agentic 17 Claude Code, Codex, OpenCode 2 2,258 tok
Honeyfield-Org/ris-mcp-ts MCP Server for the Austrian Legal Information System (RIS) - Access Austrian federal laws, 17 Claude Code 1 12,231 tok