How real projects configure their agents

32,006 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 agents7,609Claude Code6,644Data and AI3,677Backend and APIs3,502Languages3,403Planning3,220Git and workflow3,193Code review2,743Testing2,377Memory and context2,363DevOps and cloud2,314Writing and docs2,311Research2,293Frontend2,259Security2,022Productivity1,721

All Claude Code32,006 Codex23,251 OpenCode22,198 GitHub Copilot3,552 Gemini CLI1,917 Cursor1,737 Windsurf138 Kiro81

Project Stars Configures Files Always loaded
theYahia/mindbox-mcp npmjs.com MCP server for Mindbox — CDP, customer profiles, segmentation (Russia) 3 Claude Code 1
txn2/mcp-datahub mcp-datahub.txn2.com A DataHub MCP Server and composable Go library for building custom MCP servers that integr 3 Claude Code 1 3,327 tok
seldonframe/reelier reelier.com Agents make claims. Reelier writes receipts — record an agent's tool-call workflow once, r 3 Claude Code, Codex, OpenCode 3 13,870 tok
us-all/unifi-mcp-server UniFi Cloud API MCP server — 45 tools for network infrastructure monitoring and analysis 3 Claude Code 1 4,073 tok
usenotra/notra-mcp The official Notra MCP-Server 3 Claude Code, Codex 1
maroondlabs/sourcebook Generate AI context files from your codebase's actual conventions. Not what agents already 3 Claude Code 1 814 tok
teampolarity/cosmos-mcp mcp.polarity-lab.com MCP server and local sync package for Cosmos. Connects agents, iMessage, browser history, 3 Claude Code 2 1,310 tok
meyusufdemirci/app-store-operator app-store-operator.com Free App Store competitive intelligence for Claude — rival downloads, revenue, and ASO key 3 Claude Code 1 5,633 tok
ByteOverDev/diagrams-mcp MCP server for generating cloud architecture diagrams, flowcharts, sequence diagrams, and 3 Claude Code 1 713 tok
weskerllc/cronicorn cronicorn.com Hosted HTTP job scheduler — AI reads response bodies and adapts frequency based on natural 3 Claude Code, GitHub Copilot 13 10,155 tok
QuantGeekDev/google-calendar-mcp-app Google Calendar MCP with MCP-Apps (MCP-UI) functionality 3 Claude Code, Codex, OpenCode 8 2,545 tok
jghiringhelli/forgecraft-mcp npmjs.com MCP server that gives AI coding assistants production-grade engineering standards — SOLID, 3 Claude Code, GitHub Copilot 17 4,745 tok
pijusz/mcp-mailtrap Mailtrap MCP server — email analytics, templates, inboxes & sending via natural language 3 Claude Code, Codex, OpenCode 2 1,724 tok
samad001z/Norn norn-web-three.vercel.app Persistent, local-first memory for AI coding agents. Give Claude Code and Cursor memory ac 3 Claude Code, Codex 16 1,258 tok
wende/macbeth wende.github.io Playwright for macOS native apps 3 Claude Code 1 4,226 tok
seancrecord/scvd-general-store-repo scvd.store scvd.store is an evidence observatory for agentic commerce. Free preflight and conformance 3 Claude Code, Codex, OpenCode 2 2,086 tok
NYTC69/review-loop Automates plan → implement → review iteration loops using multiple AI agents. 3 Claude Code 1 3,284 tok
tracegazer/invgate-service-desk-mcp pypi.org MCP server for the InvGate Service Desk API — exposes InvGate Service Desk operations as M 3 Claude Code 1 536 tok
globalize-now/globalize-skills Set of skills for globalizing and localizing app 3 Claude Code 3 2,351 tok
Epistates/sparX Phoenix-powered X/Twitter content engine for Claude Code: draft, optimize, score, post, en 3 Claude Code 1 1,345 tok
aivansoul/hive_studio 🐝 10 specialists. One Creative Director. Zero generic AI layouts. — Premium web design sy 3 Claude Code 1 3,291 tok
tekgrlpdx/linkedin-autoposter LinkedIn content management built as a Claude Code skill. Research topics, generate posts 3 Claude Code 1 571 tok
NirvanaGuha/thoth An open-source Claude skill that builds a unique, consistent LinkedIn voice. Framework-dri 3 Claude Code 1 1,604 tok
simonether/kwork-mcp MCP server for Kwork freelance marketplace 3 Claude Code 1 1,424 tok
trackly-app/trackly-cli usetrackly.app Trackly CLI + MCP Server. Search jobs, track applications, and query your job hunt from th 3 Claude Code, Codex, OpenCode 2 5,224 tok
vbhjckfd/timetable-api-node NodeJS version of lad.lviv.ua API 3 Claude Code 1
sebs/ruleforge extracts rules from boardgames and proposes a port to a 'real time' or interactive game 3 Claude Code 1 1,382 tok
ivuorinen/skills Nitpicker — a hostile audit toolkit for coding agents. One skill, one entry point, a full 3 Claude Code, Codex, GitHub Copilot, OpenCode 7 9,569 tok
tony-42069/council-sim councilsim.live AI-powered city council debate simulator for data center proposals. 5 AI agents debate a d 3 Claude Code 1 870 tok
mindtheproduct/vennie npmjs.com Your AI Product Operating System 3 Claude Code 1 10,210 tok
winterbim/wincreator skills.sh Stop your AI agent from lying about tests. Hierarchical engineering loops with machine-che 3 Claude Code 1 574 tok
chrisdothtml/ai-job-finder chrisdothtml.github.io Let AI read the careers pages for you, so you can spend your time doing literally anything 3 Claude Code 2 64 tok
zacklecon/claude-skills ⚙️ Build and deploy 66 versatile Claude AI skills and 9 workflows designed to enhance prod 3 Claude Code 1 2,115 tok
leiverkus/open-document-skills Agent skills and helper scripts for OpenDocument Format files (ODT, ODP, ODS, ODG) 3 Claude Code, Codex, OpenCode 2 735 tok
428alexander9/claude-skills-marketplace 🛠️ Transform Claude into a System Architect, generating detailed project documentation fo 3 Claude Code 1 330 tok
cyn-zhang/job-radar AI-powered job hunting copilot— daily scans, JD evaluation, CV tailoring, cover letters, i 3 Claude Code, Codex, OpenCode 2 1,060 tok
int2t05/engineering-skills 48 engineering skills for Claude Code across the SDLC — shared principles injected at sess 3 Claude Code, Codex, OpenCode 2 2,862 tok
toni7891/DeployGuard Four-command Kubernetes deployment tool: scaffold hardened configs, validate output, estim 3 Claude Code 1 1,454 tok
fa-ina-tic/memvid-rag local, multimodal rag agent for claude code 3 Claude Code 1 424 tok
blisspixel/primr Turn any company URL into a strategic intelligence brief. Adaptive scraping + AI-powered r 3 Claude Code, Codex, OpenCode 2 9,259 tok
id-andyyy/LabAI 🤖🧪 AI assistant LABAY for autonomously completing laboratory assignments 3 Claude Code 1 367 tok
ihabkhaled/AI-Psychiatry AI-Psychiatry is a Claude plugin that gives AI coding agents an executive-function layer t 3 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 5 390 tok
rlx/uplevel A Claude Code skill that finds the engineering controls your repository does not have — CI 3 Claude Code 1 1,213 tok
dizhouid-lgtm/liepin-ai-loop-recruiting A LOOP skill for automated resume screening, based on the Liepin CLI. AI helps you find th 3 Claude Code, Codex, OpenCode 2 2,061 tok
skyf0xx/better-thinking zenbin.org Move beyond 'think hard' - to Better Thinking for Claude 3 Claude Code 1 978 tok
rob-9/edstem-mcp fetch hw specs 3 Claude Code 1 562 tok
skycitywu/agent-baton Lightweight multi-agent relay coding skill for Claude Code (a lightweight multi-agent rela 3 Claude Code 1 1,259 tok
patrickserrano/lacquer patrickserrano.github.io Go CLI + profile templates that standardize how Claude Code works across every project 3 Claude Code 2 1,472 tok
alexander-posztos/sketchloop Sketchloop lets your coding agent create beautiful hand-drawn-looking diagrams: authored a 3 Claude Code 1 2,059 tok
yongjip/mergetrain yongjip.github.io Queue committed branches from parallel coding-agent worktrees, test them together in order 3 Claude Code, Codex, OpenCode 3 2,264 tok