How real projects configure their agents

43,652 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 agents7,588Claude Code6,636Data and AI3,676Backend and APIs3,496Languages3,402Planning3,219Git and workflow3,187Code review2,745Testing2,374Memory and context2,364DevOps and cloud2,310Writing and docs2,309Research2,295Frontend2,261Security2,021Productivity1,715

All Claude Code31,998 Codex23,222 OpenCode22,170 GitHub Copilot3,550 Gemini CLI1,918 Cursor1,738 Windsurf137 Kiro80

Project Stars Configures Files Always loaded
NullSpace-BitCradle/ats-resume-agent AI agent for Claude Code that tailors resumes to job descriptions with ATS optimization an 10 Claude Code 1 465 tok
devopam/MCPg devopam.github.io Postgres MCP Server 10 Claude Code 1 1,295 tok
tosin2013/documcp documcp.dev DocuMCP is an intelligent Model Context Protocol (MCP) server that revolutionizes document 10 Claude Code, GitHub Copilot 6 1,894 tok
unknowbug/qlens QLens — HDR image viewer (QuickView) + image manager with open tag database (qltag.db) + M 10 Codex, OpenCode 1 987 tok
coinpaprika/claude-marketplace api.coinpaprika.com Official Claude Code plugins for CoinPaprika & DexPaprika - free crypto market data & DeFi 10 Claude Code 1
cyanheads/secedgar-mcp-server npmjs.com Query SEC EDGAR filings, XBRL financials, and company data through MCP. STDIO & Streamable 10 Claude Code, Codex, OpenCode 2 28,482 tok
ZeroMadLife/sage-agent A local-first Personal AI Learning Companion that connects goals, personal knowledge, real 10 Codex, OpenCode 1 1,056 tok
memenow/persona-agent A Python-based API server for creating AI persona agents using Google A2A protocol and Mod 10 Claude Code, Codex, OpenCode 2 4,170 tok
nyo16/conduit_mcp Elixir implementation of the Model Context Protocol (MCP) — build servers to expose tools, 10 Claude Code 1 2,352 tok
canoo/agent-nexus nexus.codelogiic.com Multi-model agentic orchestration framework — route tasks to cloud or local LLMs, manage p 10 Codex, OpenCode 1 90 tok
hannsxpeter/scriveno Spec-driven creative writing, publishing, and translation pipeline for AI coding agents. F 10 Claude Code, Codex, OpenCode 2 8,372 tok
Y0lan/laws-of-software-engineering 56 laws of software engineering as an installable Claude Code skill, paraphrased from laws 10 Claude Code 1 1,698 tok
jamiew/spotify-mcp jamiew.github.io Modern MCP to connect AI agents like Claude to Spotify. This fork is token-efficient, impl 10 Claude Code 2 1,951 tok
linxule/mineru-mcp 10 Claude Code 2 1,909 tok
jamditis/mooc-starter-kit mooc.amditis.tech Starter repo for Advanced Prompt Engineering for Journalists — a Knight Center MOOC on AI 10 Claude Code, Codex, Gemini CLI, OpenCode 3 1,497 tok
joshrotenberg/tower-mcp docs.rs Tower-native Model Context Protocol (MCP) implementation 10 Codex, OpenCode 1 402 tok
Aether-Grid/openticker openticker.com OpenTicker is a multi-crate Rust workspace for configurable spot-trading across equities a 10 Codex, OpenCode 1 1,204 tok
aksika/abtars aksika.github.io Agent harness with persistent memory, skills, scheduled tasks, extended messaging connecti 10 Codex, OpenCode 1 1,386 tok
sebastienrousseau/noyalib sebastienrousseau.github.io A YAML 1.2 parser and serialiser for Rust: zero unsafe, full serde integration, lossless C 10 Codex, OpenCode 1 485 tok
Aureliolo/synthorg synthorg.io SynthOrg is a synthetic organisation: it staffs the roles, splits the work into jobs that 10 Claude Code, Codex, OpenCode 64 28,656 tok
kevinkaylie/AgentNexus Decentralized communication infrastructure for AI Agents — DID identity, federated discove 10 Claude Code, Codex, OpenCode 4 5,157 tok
lhpaul/ai-dev-framework-template A tool-agnostic AI-assisted development framework template. Structured workflow (Spec → Pl 10 Claude Code, Codex, Gemini CLI, OpenCode 4 4,854 tok
Diversus23/1c-feature-dev softonit.ru AI workflow for 1C development. Analysis, architecture, coding, and review, with installat 10 Claude Code 1 1,732 tok
profplum700/etsy-mcp-server 10 Claude Code, Codex, OpenCode 2 354 tok
samber/awesome-ai-native samber.github.io A curated list of AI-native products: apps and tools where the LLM is the product itself, 10 Claude Code 1 913 tok
hyhmrright/market-sages 13 legendary investors analyzing stocks for you — Buffett to Taleb. Real-time data via web 10 Claude Code, Codex, Gemini CLI, OpenCode 3 1,689 tok
brandonwie/codex-hud brandonwie.github.io Single-line local context HUD for Codex CLI sessions. 10 Claude Code, Codex, OpenCode 2 46 tok
slok/gosimov Simple AI agent library in go (general usage but focused on infra/platform tooling automat 10 Codex, OpenCode 1 28 tok
ariadoss/superskills Curated AI skills pack for Claude Code & OpenCode — TDD, debugging, security, spec workflo 10 Claude Code, Codex, OpenCode 2 2,542 tok
Szesnasty/Jarvis Local-first knowledge system that turns notes, files, and AI chats into durable memory. 10 Claude Code 13 5,025 tok
Kevin-Liu-01/Sigil-UI sigil-ui-web.vercel.app Opinionated design language + token-driven React components. 31 presets, 70+ components, o 10 Codex, OpenCode 1 5,549 tok
kongsol-83/boardgame-studio An AI board game design studio for Cursor. Turn a one-line idea into BGG reference researc 10 Codex, Cursor, OpenCode 9 3,092 tok
karthikrshet/ClaudeMark Open-source, local-first AI watermark & provenance forensics platform — statistical detect 10 Claude Code, Codex 1
dangindev/antigravity-awesome-workspace-skill 10 Claude Code, Codex, Kiro, OpenCode 66 387 tok
cosen1024/awesome-academic-skills A curated, machine-validated catalog of public Agent Skills for academic research workflow 10 Codex, OpenCode 1 474 tok
Owl-Listener/agent-ready A Figma plugin + Agent skill that scores how AI-ready your design files are. 10 Gemini CLI 1 2,112 tok
yfge/agent-harness-skills Turn real software repos into agent-ready engineering environments with entrypoints, valid 10 Codex, Gemini CLI, OpenCode 2 561 tok
xinghang-ee-cs/dev-runtime-skill AI coding assistant skills that structure the full development lifecycle into planning → i 10 Codex, OpenCode 1 3,346 tok
0xNyk/unmachined Anti-AI-slop agent skill: makes text read written and UI look made, not generated. Determi 10 Codex, OpenCode 1 606 tok
stevenn/ctxlayer Context-sharing MCP Gateway on Cloudflare 10 Claude Code, Codex, OpenCode 8 6,843 tok
Vasallo94/obsidian-mcp-server Vault-native MCP server for Obsidian: let Codex, Claude Code, Hermes, and other agents rea 10 Claude Code, Codex, GitHub Copilot, OpenCode 11 4,340 tok
devag7/linkedin-mcp LinkedIn for AI assistants (MCP) — profiles, people/job/company search, feed & messaging a 10 Codex, OpenCode 1 582 tok
NotNull92/workforge-mcp WorkForge is a Windows MCP gateway that lets ChatGPT inspect files, resume Git work, make 10 Codex, OpenCode 1 149 tok
Friz-zy/ai-capability-registry Curated AI Workflows, Skills & MCP servers for secure multi-agent development 10 Codex, OpenCode 1 758 tok
andrewii23/ii23-skills Agent Skills for Claude Code — video understanding (grid-packed frames + transcript, ~7x c 10 Claude Code 1 400 tok
yunfeizhu/TDesign-Vue-Next-Skill AI agent skill for TDesign Vue Next - comprehensive guidance for component usage, forms, t 10 Codex, OpenCode 1 938 tok
zzxCoding/Flydb flydb.zzxcoding.dev A Schema versioning migration tool for JDBC databases: a zero-dependency Java 8 core, buil 10 Codex, OpenCode 1 1,778 tok
mpsuesser/effect-claudecode npmjs.com Effect v4 bindings for Claude Code's plugin primitives — hooks, skills, settings, MCP serv 10 Claude Code, Codex, OpenCode 1 2,472 tok
uk-agents/uk-legal-plugins bouch.dev UK jurisdiction legal plugins for Claude Code and Cowork — employment, commercial, corpora 10 Claude Code 1 2,219 tok
browserbase/browse-plugin 10 Gemini CLI 1 3,694 tok