How real projects configure their agents

24,879 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
launch-it-labs/log-reducer VS Code extension that reduces log files for AI consumption 0 Claude Code, Codex, GitHub Copilot, OpenCode 4 613 tok
islobodan/cotforce-mcp Give brains to your small models. MCP server that enforces step-by-step Chain-of-Thought — 0 Codex, OpenCode 1 3,980 tok
jdhart81/viridis-agent-fleet mcp.viridisconservation.com Open-source (Apache-2.0) MCP agents for the agent economy: trust & settlement rails plus a 0 Codex, OpenCode 1 821 tok
jyswee/authshore authshore.ai Auth infrastructure for coding agents: user pools, secrets vault, token management, as eas 0 Codex, OpenCode 1 561 tok
mayim-mayim/ln-church-agent SDK and runtime for autonomous agents to inspect and pay HTTP 402 services, discover and c 0 Codex, OpenCode 1 580 tok
miketwalker/tubepull-mcp tubepull.com Public docs + brand assets for the TubePull MCP server (https://tubepull.com/mcp). Downloa 0 Codex, OpenCode 1 3,014 tok
millerchou/strava-mcp-bridge npmjs.com Use Strava's official MCP from Codex and OpenCode without creating a developer app. Local 0 Codex 1 —
mitchellOpZero/agentwork-api agentwork-api.mitchellmosesai.chatgpt.site Free outcome routing for agents: one evidence-backed completion route or an honest no-rout 0 Codex, OpenCode 1 628 tok
model-mischief-managed/agent-observatory A 7-day census of autonomous AI agents on the open web — reverse-CAPTCHA verification, liv 0 Claude Code, Codex, OpenCode 2 159 tok
nexus-mcp-infra/npm-package-ws-has-241560546-weekly-downloads-but-sdk npm package 'ws' has 241560546 weekly downloads but only 0 MCP servers (0 total uses) — ga 0 Codex, OpenCode 1 6,172 tok
kWAYTV/my-first-mcp My first MCP (Model Context Protocol) server 0 Claude Code, Codex 1 —
tealight-uk/u301-mcp u301.com Effortlessly create clean, elegant links in bulk — powered by AI. 0 Codex, OpenCode 1 123 tok
mingdaocloud/mcp-mingdao mcp-mingdao 0 Codex, OpenCode 1 3,862 tok
chenyk1992/codex-mimo Codex-MiMo is an MCP plugin bridge that enables Codex, cursor, and claude code to use MiMo 0 Codex, OpenCode 1 629 tok
saihiteesh/jira-account-mcp 0 Codex, OpenCode 1 712 tok
SpyrosBou/USDA-mcp 0 Codex, OpenCode 1 1,094 tok
263311487-ux/falsify npmjs.com The scientific thinking protocol for AI agents — falsify before you believe. 5-stage falsi 0 Claude Code, Codex, Cursor, OpenCode 3 280 tok
84emllc/calendly-mcp-server MCP server for Calendly API - event management and scheduling via Model Context Protocol 0 Claude Code, Codex, OpenCode 2 1,465 tok
kotobuki09/instructree kotobuki09.github.io Find why Codex instructions or skills are missing: audit AGENTS.md, .agents/skills, Codex 0 Codex, OpenCode 1 87 tok
apitube/news-api-skills apitube.io Official APITube News API skill for AI coding agents — search worldwide news, sentiment, e 0 Codex, OpenCode 1 425 tok
robcsaszar/crucible A parallel-agent codebase audit skill for Claude Code that adversarially verifies its own 0 Codex, OpenCode 1 619 tok
a1024053774/design-integrity-guardrails Design-integrity guardrails for Codex and Claude Code: AGENTS.md, review skill, and determ 0 Codex, OpenCode 1 621 tok
frankxai/awesome-wealth-agent-skills Web-first wealth-research skills. Reporting and scenarios. Not financial advice. 0 Codex, OpenCode 1 326 tok
frankxai/awesome-investor-agent-skills Web-first investor research and analysis skills catalog; educational and simulation resour 0 Codex, OpenCode 1 242 tok
frankxai/awesome-automation-agent-skills Web-first automation-agent skills: MCP, orchestration, and workflow safety gates. 0 Codex, OpenCode 1 94 tok
frankxai/awesome-ai-coe Web-first catalog for accountable AI Centers of Excellence: standards, skills, orchestrati 0 Codex, OpenCode 1 358 tok
1818TusculumSt/smartdrive-mcp Semantic search for your entire OneDrive, powered by Pinecone vector search. 0 Codex, OpenCode 1 966 tok
hjsh200219/pilldoc-user-mcp 0 Claude Code, Codex, OpenCode 2 1,056 tok
frankxai/payment-intelligence-system frankx.ai Payment Intelligence System — SIP-conformant substrate for monetization, pricing, and reve 0 Claude Code, Codex, OpenCode 2 1,663 tok
frankxai/starlight-evals starlightintelligence.org Whole-system evaluation harness for SIS: models, memory, retrieval, datasets, named weakne 0 Codex, OpenCode 1 1,072 tok
CodeWithShreyans/skills My collection of agent skills 0 Codex, OpenCode 1 665 tok
frontier-collective/whetstone-mcp An MCP server that captures and encodes human rejections of AI output into durable, querya 0 Claude Code, Codex, OpenCode 3 4,392 tok
timtty/ai-kanban-bambam AI-native Kanban board with MCP server, GUI, and autonomous agent loop 0 Codex, OpenCode 1 2,071 tok
JimmyPaolini/codebase Jimmy's codebase 0 Claude Code, Codex, GitHub Copilot, OpenCode 9 19,878 tok
mei-shui-xing/douyin-transcript-mcp Local-first, read-only Douyin speech transcription MCP using Qwen3-ASR and OpenAI Secure M 0 Codex, OpenCode 1 485 tok
t0uchY233/telegram-summarize Telegram discussion summaries with participants and source links for Codex, Claude, and MC 0 Claude Code, Codex, OpenCode 2 1,115 tok
gggab/gitlab_mcp 0 Claude Code, Codex, OpenCode 2 238 tok
ai-cooperation/business-card-mcp business-card-mcp.aicooperation.workers.dev AI-native self-hosted private business card manager with ChatGPT Remote MCP, Cloudflare D1 0 Codex, OpenCode 1 1,386 tok
jackstewart254/groundtruth Assessing how well a place is actually served, from published sources. Data gathered by AI 0 Claude Code, Codex, OpenCode 3 126 tok
NTUT-Vincent/TWFoodMCP 0 Claude Code, Codex, OpenCode 2 789 tok
alexmmatos/website-mcp-creator 0 Claude Code, Codex, OpenCode 2 32 tok
iondrive-co/xenia A local MCP and tray icon for keeping track of how well agents are acheiving their goals, 0 Claude Code, Codex, OpenCode 4 773 tok
alejoacelas/07-30-docs-mcp Google Docs Preview MCP with comments, replies, suggestions, and organization OAuth 0 Claude Code, Codex, OpenCode 2 109 tok
alkindivv/MCPishCode 0 Codex, OpenCode 1 1,640 tok
GyeongHoKim/gerrit-mcp-server Model Context Protocol server for Gerrit code review — find changes, read diffs, draft and 0 Claude Code, Codex, OpenCode 2 3,403 tok
Chloride233/semantic-runtime Semantic infrastructure layer for AI Agents: semantic understanding, context resolution, e 0 Codex, OpenCode 1 508 tok
francescojr/nobu **Game-agnostic MCP toolkit for composing chiptune / retro MIDI and rendering game audio.* 0 Claude Code, Codex, OpenCode 2 2,333 tok
romprod/application-tracker A self-hosted, local-first job application tracker with web and MCP integrations. 0 Codex 1 —
PrimeUpYourLife/dynamic-telegram-bot-api-mcp npmjs.com Dynamic MCP server for Telegram Bot API with latest API methods. 0 Claude Code, Codex, OpenCode 2 1,686 tok
thienntdev/mcp-atlassian 0 Codex, OpenCode 1 712 tok