How real projects configure their agents

2,016 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 agents8,442Claude Code6,875Data and AI3,584Git and workflow3,574Backend and APIs3,550Languages3,468Planning3,315Code review2,876Testing2,653DevOps and cloud2,462Writing and docs2,461Memory and context2,373Research2,315Frontend2,301Security2,167Project management1,944

All Claude Code32,436 Codex24,692 OpenCode23,614 GitHub Copilot3,700 Gemini CLI2,016 Cursor1,769 Windsurf202 Kiro113

Project Stars Configures Files Always loaded
nilhemdot/bountystrike-community BountyStrike Community Edition — Claude Code-native autonomous bug bounty platform (AGPLv3 1 Claude Code, Codex, Cursor, Gemini CLI, OpenCode, Windsurf 24 6,009 tok
vanppsa/oracle-models This project transforms the `oracle-models` skill into a **local MCP Server**. It classifi 0 Codex, Gemini CLI, OpenCode 2 3,793 tok
tony/skills 0 Claude Code, Codex, Gemini CLI, OpenCode 3 3,885 tok
zaxarovcom/thisispaper-mcp thisispaper.com Thisispaper is an independent art, architecture and design publication. Every project in t 0 Gemini CLI 1 277 tok
AgentTanuki/agent-guild agent-guild-5d5r.onrender.com The trust + settlement layer for AI agents — discover, vet, pay, and build portable reputa 0 Codex, Gemini CLI, OpenCode 2 2,238 tok
Its-fortunatefolly/HubVibe hubvibe-io.com HubVibe agent infrastructure: discover and run 75 services over MCP, A2A, or HTTP; pay by 0 Gemini CLI 1 391 tok
hehca42y1900/marketplace-mcp-my 0 Codex, Gemini CLI, OpenCode 2 965 tok
devjourney/unifi-mcp Personal fork of sirkirby/unifi-mcp with local security hardening 0 Claude Code, Codex, Gemini CLI, OpenCode 13 4,926 tok
NiharKalsekar099/sec-insight-mcp A FastMCP server for retrieving SEC EDGAR filings, company profiles, and financial stateme 0 Gemini CLI 1 866 tok
dinglebear-ai/connexin Connexin — human-approved SSH shell and file transfer as an MCP App 0 Claude Code, Codex, Gemini CLI, OpenCode 3 265 tok
autogrammar/todo2code autogrammar.github.io Dependency-free Python SDK for todo2code A2A and the local TypeScript runtime 0 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 6,189 tok
betterpost/betterpost-plugin Write timely, well-sourced content with the agents you already use — BetterPost skill + MC 0 Codex, Gemini CLI, OpenCode 2 3,654 tok
hanshs474/kavel-mcp kavel.ai MCP server for Kavel (kavel.ai) — browse AI photo & video generators, get model-tuned prom 0 Gemini CLI 1 166 tok
jkanselaar/python-code-validator api.statemind.ai Validate, repair and sandbox-run AI-generated Python. 0 Codex, Gemini CLI, OpenCode 2 1,341 tok
turnale-app/turnale turnale.app Client integration manifests for Turnale — run recreational racket-sport tournaments from 0 Gemini CLI 1 226 tok
anrawool/mailrith-agent-platform mailrith.com Public contracts, SDKs, MCP server, CLI, and Agent Skill for Mailrith AI agent workflows 0 Gemini CLI 1 152 tok
predictionmarketspicks/mcp predictionmarketspicks.com Hosted MCP server: Kalshi & Polymarket quant tools, Fed rate odds, NFL model edges, The La 0 Gemini CLI 1 201 tok
ABO3SKRALMASAOODI/valmera-mcp valmera.io Official Valmera AI video editing skills and hosted MCP connector for Claude, Codex, Curso 0 Gemini CLI 1 318 tok
glideapps/mcp glideapps.com Glide's official MCP server — build, manage, and operate GlideOS apps, data, and workflows 0 Gemini CLI 1 186 tok
jobspipe/mcp jobspipe.dev Hosted MCP server for JobsPipe: search live job postings from 30+ ATS feeds and job boards 0 Gemini CLI 1 233 tok
SparkSMB-Tim/buildforce-mcp Hosted MCP server connecting Claude/ChatGPT/Gemini/Copilot to your Salesforce, HubSpot & S 0 Gemini CLI 1 209 tok
ContentWriterco/Compabase-MCP compabase.com Polish Companies MCP Server — 3M+ entities from KRS and CEIDG, financials, people, and pub 0 Gemini CLI 1 94 tok
DamianoTobasco/sync-socials-agent sync-socials.com MCP server + agent skill to create, schedule and publish social posts to TikTok, Instagram 0 Gemini CLI 1 883 tok
Hushlor/mcp-server-tauri hypothesi.github.io A Model Context Protocol (MCP) server and plugin for Tauri v2 development 0 Codex, Gemini CLI, OpenCode 2 3,168 tok
JackVitick/socialync-mcp socialync.io Hosted MCP server: let Claude, ChatGPT, Gemini and any AI agent draft, schedule and publis 0 Gemini CLI 1 394 tok
Luckycat133/traecnclaw-mcp-skill Public TRAECNclaw MCP Agent Skill and installable server package bundle. 0 Claude Code, Codex, Gemini CLI, OpenCode 9 634 tok
MintwareDevelopers/Mintware-Beta mintware-beta.vercel.app MintWare’s attribution engine for tracking on-chain activity—swaps, bridges, referrals, an 0 Claude Code, Codex, Gemini CLI 8 2,126 tok
Steven3265/homechecker-guides-mcp mcp.homechecker.com.au Public, read-only MCP server for Homechecker's Australian home buyer and owner guides. Lis 0 Gemini CLI 1 327 tok
aneduaim/untap-mcp untap.money Untap MCP server: connect Untap (UK refund detection) to Claude, ChatGPT and other AI assi 0 Gemini CLI 1 603 tok
assetgrid-llc/jueban-buddhist-companion Cross-platform MCP connector for Jueban Buddhist Companion 0 Gemini CLI 1 236 tok
benteigland11/cartograph-mcp Model Context Protocol (MCP) server for cartograph-cli for better agent orchestration 0 Codex, Gemini CLI, OpenCode 2 3,126 tok
bguillow-rgb/itin-finance-mcp itinlending.net MCP server for the ITIN finance network: verified ITIN lender directory + 290 bilingual gu 0 Gemini CLI 1 375 tok
bguillow-rgb/percolate-mcp percolateapp.com MCP server for the Percolate specialty coffee database — read-only catalog, brew recipes, 0 Gemini CLI 1 378 tok
bguillow-rgb/perfume-picks-mcp perfumepicks.app MCP server for the Perfume Picks fragrance database — read-only catalog, dupes, and wear d 0 Gemini CLI 1 390 tok
bguillow-rgb/pour-picks-mcp pourpicks.app MCP server for the Pour Picks bourbon & whiskey database — read-only catalog access for AI 0 Gemini CLI 1 428 tok
foundrole/jobs-mcp-proxy foundrole.com Search jobs, track applications, and set follow-up reminders from your AI assistant — Clau 0 Claude Code, Codex, Gemini CLI, OpenCode 3 6,298 tok
jakzaizzat/cukaimax-agent cukaimax.com Source-linked Malaysian tax authority for ChatGPT, Claude, Gemini, Codex, Cursor, VS Code 0 Gemini CLI 1 192 tok
joshidikshant/loopback npmjs.com Interactive feedback layer between the app you're building and your coding agents (MCP). P 0 Claude Code, Codex, Gemini CLI, OpenCode 4 1,008 tok
krupalghori44-dev/infyicon-mcp infyicon.com MCP server for Infyicon — search 161,000+ free hand-drawn icons and fetch ready-to-embed S 0 Gemini CLI 1 511 tok
mattpicone/upgradelens upgradelens.mattpicone.workers.dev Evidence-backed dependency upgrade intelligence for AI coding agents. REST API + remote MC 0 Codex, Gemini CLI, OpenCode 2 884 tok
mrmaciej1/justfill-mcp justfill.app Fill existing PDF forms in ChatGPT or MCP/n8n workflows. Review fields once, reuse templat 0 Gemini CLI 1 427 tok
mirabello-consultancy/mcp-server mirabelloconsultancy.com MCP server for citizenship & residency by investment, global relocation, tax residency and 0 Gemini CLI 1 599 tok
snayyar00/webability-mcp webability.io Free accessibility MCP server (WCAG 2.2, ADA, Section 508, EAA). Hosted at https://mcp.web 0 Gemini CLI 1 232 tok
spyyps/recommend-dish recommend dish 0 Claude Code, Gemini CLI 2 1,695 tok
socialrobot-io/socialrobot-mcp SocialRobot MCP server: schedule and analyze social media posts from Claude, ChatGPT, Curs 0 Gemini CLI 1 512 tok
trevoraspencer/geminicli-mcp 0 Claude Code, Codex, Gemini CLI, OpenCode 3 524 tok
yagomp/seoagent Agent-first SEO toolkit — keyword research, rank tracking, site audits, competitor analysi 0 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 5 2,451 tok
egormak/tracker-mcp 0 Claude Code, Codex, Gemini CLI, OpenCode 3 4,540 tok
kk376/dev-suite Developer environment configurations, Linux & WSL optimizations, multi-distro packaging au 0 Claude Code, Gemini CLI 2 —
Robiton/notebooklm-mcp-cli Enterprise + Personal MCP server and CLI for Google NotebookLM. Adds Discovery Engine REST 0 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode, Windsurf 8 6,392 tok