How real projects configure their agents

23,799 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 agents8,544Claude Code6,892Git and workflow3,622Data and AI3,580Backend and APIs3,558Languages3,492Planning3,321Code review2,907Testing2,690DevOps and cloud2,489Writing and docs2,484Memory and context2,374Research2,321Frontend2,311Security2,178Project management1,971

All Claude Code32,539 Codex24,879 OpenCode23,799 GitHub Copilot3,723 Gemini CLI2,040 Cursor1,772 Windsurf202 Kiro116

Project Stars Configures Files Always loaded
GeiserX/atlassian-browser-mcp Browser-backed MCP server wrapping mcp-atlassian with Playwright SSO auth for Atlassian Se 4 Claude Code, Codex, OpenCode 4 3,404 tok
prantikmedhi/auto-skill-finder prantikmedhi.github.io Universal AI skill router — auto-detects best installed skill per prompt + activates cavem 4 Claude Code, Codex, Gemini CLI, OpenCode 3 1,053 tok
karthikrshet/aiskills Reusable, tool-agnostic AI engineering skills, workflows, templates, and evaluation playbo 4 Codex, OpenCode 1 979 tok
crossben/orchestra-code The operating system for AI coding agents — one supervised interface to run Claude Code, O 4 Claude Code, Codex, OpenCode 2 2,490 tok
infotradescout/Selective-Intelligence infotradescout.github.io Selective Intelligence turns minimal intent into grounded, token-efficient AI work: resear 4 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 999 tok
SathiaAI/graphsmith graphsmith.ai GraphSmith is a free, open-source tool that generates AI agent workflows that survive cras 4 Codex, GitHub Copilot, OpenCode 2 4,786 tok
paulieb89/govuk-mcp bouch.dev MCP server for GOV.UK — search, content drill-down, organisations, and postcode lookup. 5 4 Claude Code, Codex, OpenCode 2 1,505 tok
addit-digital/addit-harness tools.addit.digital Config harness for Claude Code — subagents, language conventions, an engineering-loop proc 4 Claude Code, Codex, OpenCode 2 591 tok
kent-tokyo/shohei Rust MCP server with 168 security tools for Claude — DNS/DNSSEC, TLS, email security, OSIN 4 Codex, OpenCode 1 2,537 tok
Seven128/project-tiny-context-harness npmjs.com Minimal project memory and validation harness for AI coding agents. 4 Codex, OpenCode 3 992 tok
daniel8824-del/claude-wiki-verbs 9-verb knowledge engine for Obsidian vaults — Karpathy LLM Wiki pattern. Works with Claude 4 Claude Code, Codex, Gemini CLI, OpenCode 3 1,069 tok
ggoodman/mcp-server-go Golang implementation of the streaming MCP HTTP transport with sessions, auth and horizont 4 Codex, OpenCode 1 701 tok
ootLabs/OCWIP-grant-competitions Platforma do obslugi konkursow dotacyjnych OCWIP: ogloszenie naboru, skladanie wnioskow, o 4 Claude Code, Codex, OpenCode 4 3,580 tok
kevglynn/ai-dev-playbook AI-native development methodology — rules, skills, and scripts for working with coding age 4 Claude Code, Codex, Cursor, OpenCode 11 2,209 tok
Aryanacoder/superragskills The #1 skill you need before building any production grade RAG 4 Claude Code, Codex, OpenCode 2 280 tok
ootLabs/bilingers-knowledge-base 4 Claude Code, Codex, OpenCode 3 1,708 tok
tommyvo/useful-prompts A collection of useful prompts to use for coding. 4 Claude Code, Codex, GitHub Copilot, OpenCode 2 6,262 tok
janegilring/awesome-azure-landing-zones A library of AI Skills and Agents for the Microsoft Cloud Adoption Framework (CAF) and Azu 4 Codex, OpenCode 1 2,347 tok
n24q02m/claude-plugins mcp.n24q02m.com Claude Code plugin marketplace for the n24q02m MCP servers -- install web search, memory, 4 Claude Code, Codex, OpenCode 2 1,393 tok
BanibrataChatterjee/AwesomeSalesforceSkills Reusable Salesforce skills library for AI coding agents. 100+ skills across Admin, Dev, De 4 Claude Code, Codex, OpenCode 2 3,090 tok
Aiyo28/memento-os ayal.tech Memento OS gives Claude Code, Codex and Cursor a memory between sessions: it saves your de 4 Claude Code, Codex, OpenCode 1 1,036 tok
Dallionking/ui-validation-kit Drop-in UI validation for any CLI coding agent — iOS Simulator, Android emulator, and web. 4 Codex, OpenCode 1 843 tok
Fandhe-AI/agent-reference-skills 4 Claude Code, Codex, OpenCode 27 22,977 tok
novuhq/skills novu.co Novu Skill Set for AI Agents 4 Codex, OpenCode 1 1,470 tok
megaacheyounes/ohos-mcp-unofficial This is an unofficial MCP server providing documentation search for OpenHarmony/HarmonyOS 4 Codex, Gemini CLI, OpenCode 2 890 tok
MageGojo/conch R-Shell: a Rust command-line SSH workspace — saved connections, remote exec, interactive s 4 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 4 1,654 tok
antoniolg/gemini-image-mcp-server MCP Server for generating images with Google Gemini AI 4 Codex, OpenCode 1 612 tok
merakimiles/mcp-server Meraki MCP Sever 4 Codex, OpenCode 1 767 tok
JasonBates/rescuetime-mcp 4 Claude Code, Codex, OpenCode 2 187 tok
vrppaul/semantic-code-mcp pypi.org Semantic code search MCP server for Claude Code — find code by meaning, not just text matc 4 Claude Code, Codex, OpenCode 4 1,529 tok
mkmeral/containerized-strands-agents This is an MCP server that hosts strands agents. The goal is to create containerized stran 4 Codex, OpenCode 1 3,526 tok
Platano78/faulkner-db Temporal Knowledge Graph System for Architectural Memory - Track decisions, patterns, and 4 Codex, OpenCode 1 1,249 tok
alisoroushmd/zotero-mcp MCP server for Zotero — search, add papers, write Word docs with live citations 4 Codex, Gemini CLI, OpenCode 2 5,357 tok
jaredthivener/fastapi-docs-mcp MCP server for real-time FastAPI documentation access 4 Claude Code, Codex, GitHub Copilot, OpenCode 8 4,383 tok
magnus919/mcp-shlink 4 Codex, OpenCode 1 1,320 tok
thekie/read-no-evil-mcp A secure email gateway MCP server that protects AI agents from prompt injection attacks hi 4 Claude Code, Codex, Gemini CLI, OpenCode 3 1,233 tok
metanmai/libredesk-mcp 4 Codex, OpenCode 1 2,306 tok
gagahkharismanuary/tradingview-mcp-codex TradingView MCP Bridge for Codex 4 Codex, OpenCode 1 191 tok
WagoAlex/wago-plc-mcp-server wagoalex.github.io 4 Codex, OpenCode 1 3,128 tok
greenhouselabs/cuescope-mcp greenhouselabs.io CueScope: read-first production intelligence for workflows compatible with vMix 4 Claude Code, Codex, OpenCode 2 1,635 tok
CrispyW0nton/Unreal-MCP-Ghost 4 Codex, OpenCode 1 195 tok
nikan/elorus-mcp An MCP for the Elorus billing and expense management app 4 Claude Code, Codex, OpenCode 4 1,719 tok
smaramwbc/statewave-connectors statewave.ai Connector ecosystem for Statewave — feed real-world events into agent memory 4 Codex, GitHub Copilot, OpenCode 2 1,061 tok
geleynse/gantry MCP proxy and live dashboard for Space Molt AI fleets. Compound tools, guardrails, multi-a 4 Claude Code, Codex, OpenCode 18 1,768 tok
ogprotege/amex-anaylsis-mcp Amex-Analysis-MCP is a sophisticated financial analysis tool that transforms your American 4 Codex, OpenCode 1 405 tok
internet-court/mcp internet-court-mcp-git-main-gen-layer-foundation.vercel.app Internet Court MCP — remote MCP server and install endpoint for the Internet Court skill ( 4 Claude Code, Codex, OpenCode 2 79 tok
cyanheads/un-comtrade-mcp-server npmjs.com Access UN Comtrade international merchandise and services trade statistics — country looku 4 Claude Code, Codex, OpenCode 2 16,014 tok
rcarmo/python-umcp-calibre A calibre plugin that adds an MCP server 4 Codex, OpenCode 1 918 tok
cyanheads/met-museum-mcp-server npmjs.com Search the Metropolitan Museum of Art collection, browse it by department or update date, 4 Claude Code, Codex, OpenCode 2 14,958 tok
cyanheads/openlibrary-mcp-server npmjs.com Search books and authors, fetch editions, browse subjects, and resolve cover images from O 4 Claude Code, Codex, OpenCode 2 16,414 tok