How real projects configure their agents

24,842 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 agents8,530Claude Code6,887Git and workflow3,618Data and AI3,582Backend and APIs3,558Languages3,485Planning3,325Code review2,903Testing2,691DevOps and cloud2,482Writing and docs2,481Memory and context2,373Research2,322Frontend2,310Security2,179Project management1,971

All Claude Code32,523 Codex24,842 OpenCode23,761 GitHub Copilot3,723 Gemini CLI2,038 Cursor1,771 Windsurf201 Kiro116

Project Stars Configures Files Always loaded
gaffer-sh/mcp gaffer.sh Gaffer MCP for storing and retrieving Test and CI Artifacts 1 Codex, OpenCode 1 615 tok
magnusquest/startgg-mcp 1 Claude Code, Codex, OpenCode 2 4,990 tok
anhmtk/agentshare-mcp agentshare.dev Curated MCP registry (editor-reviewed) plus AgentShare own MCP: dual-auth, 12 tools. Comme 1 Codex, OpenCode 1 2,850 tok
mahAnuj/mcp-multi-db Read-only MCP server for PostgreSQL, MySQL and SQLite, enforced at SQL and database level, 1 Claude Code, Codex, OpenCode 2 1,938 tok
felippeyann/agentfi agentfi-admin.vercel.app 1 Claude Code, Codex, OpenCode 3 178 tok
amenti-labs/opendivination Open-source tarot and I Ching SDK with auditable entropy sources, QRNG support, and an age 1 Codex, OpenCode 1 600 tok
wei9072/aegis 1 Codex, OpenCode 1 2,698 tok
GeiserX/cc-aws-keepalive Keep Claude Code sessions alive through AWS credential expiry 1 Claude Code, Codex, OpenCode 4 2,448 tok
VidyasreeJayaprasad/drug-interaction-mcp 1 Claude Code, Codex 5 —
0xtrou/gumpbox-extensions 1 Codex, OpenCode 1 5,209 tok
gustavofsousa/calibre-mcp Local MCP server to manage a Calibre ebook library from an LLM host: fast read-only SQLite 1 Claude Code, Codex, OpenCode 2 194 tok
WaromiV/openscad-ai-cs C# Openscad MCP 1 Codex, OpenCode 1 984 tok
bajor/gmail-mcp-send-to-list-only send to list only gmail MCP for VPS 1 Codex, OpenCode 1 130 tok
Danejw/connect-server MCP server to connect users 1 Codex, OpenCode 1 329 tok
shieldspprt/solhunt-recovery solhunt.dev SolHunt — Recover forgotten SOL from your wallet. Clean NFTs, sweep dust, and reclaim rent 1 Claude Code, Codex, OpenCode 2 1,806 tok
Eason-Gao3/google-trends-mcp Google Trends MCP (Model Context Protocol) server for AI workflow integration 1 Claude Code, Codex, OpenCode 2 3,133 tok
robcsaszar/frontend-kit Claude Code skills for SvelteKit, canvas, drag-and-drop, and SVG animation 1 Codex, OpenCode 1 917 tok
dubzdubz/ctx4-ai ctx4-ai.vercel.app Your portable context layer for Claude & ChatGPT 1 Claude Code, Codex, OpenCode 5 1,871 tok
andr-ca/agentharness andr.ca Portable engineering policies for coding agents — git, testing, logging, and language conv 1 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 13 30,908 tok
lesleslie/css-mcp CSS Analysis and Documentation MCP Server for FastBlocks ecosystem 1 Claude Code, Codex, OpenCode 2 2,164 tok
centia-io/mcp-server centia.io MCP server for Centia.io 1 Codex, OpenCode 1 142 tok
Rethunk-AI/rethunk-mcp-go A Model Context Protocol (MCP) server that provides Go language tools for LLMs to analyze, 1 Claude Code, Codex, OpenCode 2 840 tok
Vironnimo/vbot Your own AI agents, self-hosted: persistent agents with memory that work with you or on th 1 Claude Code, Codex, OpenCode 4 2,548 tok
sandraschi/nuki-mcp FastMCP 3.2 server for Nuki Smart Lock control via Home Assistant Bridge 1 Claude Code, Codex, OpenCode 2 287 tok
cityjson/cj-mcp Beta version: MCP server for CityJSON spec 1 Claude Code, Codex, OpenCode 2 1,787 tok
Adversarr/kernel-dsl 1 Claude Code, Codex, OpenCode 2 270 tok
aks-builds/healthcareskills 91 production-grade healthcare engineering skills for AI agents — FHIR, HL7v2, HIPAA, clin 1 Claude Code, Codex, OpenCode 2 1,974 tok
goiltpatpat/patpat Evidence-driven engineering skills for agents. Smaller changes, stronger proof. 1 Codex, OpenCode 1 1,717 tok
5queezer/distill Privacy-first team memory MCP server — local LLM distillation before team sync 1 Claude Code, Codex, OpenCode 11 3,492 tok
bitcoin21ideas/skills Cross-agent skills for AI coding agents (Claude Code, Codex, Cursor, Copilot, Gemini), ins 1 Claude Code, Codex, OpenCode 2 951 tok
LoserLab/devourer x.com Devourer is a Claude skill that transforms color palettes into complete production-ready U 1 Codex, OpenCode 1 341 tok
JakeTRogers/my-awesome-copilot Selfishly opinionated GitHub Copilot prompts, agents, instructions, and skills. 1 Claude Code, Codex, GitHub Copilot, OpenCode 4 11,107 tok
Stepkar2004/init-configurator Agentic project base: Claude Code skills bootstrap and evolve your project, a deterministi 1 Claude Code, Codex, OpenCode 2 795 tok
troglodyte/claude-neo4j-mem Claude Neo4j memory plugin, in the manner of claude-mem 1 Claude Code, Codex, OpenCode 3 7,426 tok
YingSun1004/stackshift A transfer-first learning Skill for experienced engineers moving between technology stacks 1 Codex, OpenCode 1 436 tok
ghenriquec/universal-domain-rules-discover-skill universal AI agent skill for discovering domain rules and generating traceable QA scenario 1 Codex, OpenCode 1 93 tok
assoumaaa/odoo-superpowers Odoo development skills for AI coding agents — a Claude Code plugin (also Codex & Gemini C 1 Claude Code, Codex, Gemini CLI, OpenCode 3 593 tok
kreek/consult Engineering quality focused skills for AI coding agents that keep humans in the loop. 1 Claude Code, Codex, OpenCode 2 4,545 tok
Goodsmileduck/claude-registry Community marketplace of Claude Code plugins: DevOps skill packs (Terraform, Kubernetes, C 1 Codex, OpenCode 1 4 tok
lc-rezende/AI-Custom-Skills A repository containing a variety of custom AI Skills crafted to make our life easier. 1 Codex, OpenCode 1 991 tok
caprica-Six/hyperliquid-insights-web hyperliquid-insights-web-szxm.vercel.app Modern crypto market dashboard with latest Next 16 Server Components, TypeScript, shadcn/u 1 Claude Code, Codex, OpenCode 4 707 tok
spmisha134/skillOps-intellij IntelliJ plugin for creating and validating Codex, Claude and Gemini skills inside a proje 1 Claude Code, Codex, OpenCode 2 1,622 tok
caglarbaranbora/Apple-Agent-Kit Spec-first knowledge system for AI coding agents developing Apple iOS/iPadOS platform apps 1 Claude Code, Codex, OpenCode 2 1,939 tok
Avalon-27reg/smyslokod-starter A stack-agnostic semantic coding template for Claude Code: business context in business/, 1 Claude Code, Codex, OpenCode 3 1,069 tok
Synthrun/Cicada cicada-skill.vercel.app Cicada — Security Audit & Fix Skill for LLM coding agents (16 domains, cross-framework) 1 Codex, OpenCode 1 210 tok
iress/design-system Shared component library for Iress products 1 Claude Code, Codex, GitHub Copilot, OpenCode 17 17,196 tok
AlbionaHoti/cycle-coded Claude that speaks cycle, chart, and era language — and obeys it. Glossary-first agent mod 1 Codex, Gemini CLI, OpenCode 2 283 tok
PrecisionUtilityGuild/docforge npmjs.com Agent-grade document production MCP server powered by Typst, plus Forge, a Slack agent for 1 Claude Code, Codex, OpenCode 2 939 tok
guanhxuan/sshcode-mcp 1 Codex, OpenCode 1 539 tok
alexandme/textql-mcp Open-Source MCP server for AI models and agents to interact with SQL/Graph databases using 1 Codex, OpenCode 1 2,037 tok