How real projects configure their agents

23,761 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 agents8,530Claude Code6,887Git and workflow3,618Data and AI3,582Backend and APIs3,558Languages3,485Planning3,325Code review2,903Testing2,691DevOps and cloud2,482Writing and docs2,481Memory and context2,373Research2,322Frontend2,310Security2,179Project management1,971

All Claude Code32,523 Codex24,842 OpenCode23,761 GitHub Copilot3,723 Gemini CLI2,038 Cursor1,771 Windsurf201 Kiro116

Project Stars Configures Files Always loaded
linancn/tiangong-lca-mcp tiangong-lca-mcp 9 Codex, OpenCode 1 2,749 tok
ABIvan-Tech/zvec-mcp 9 Codex, OpenCode 1 1,264 tok
deejay-hub/salesforce-ada-agent-skills Salesforce agent skills to learn and make decisions 9 Claude Code, Codex, Gemini CLI, OpenCode 5 6,357 tok
kpritam/gremlin-mcp MCP server for Gremlin graph databases - Connect AI agents like Claude to TinkerPop, Nept 9 Codex, OpenCode 1 2,848 tok
UvRoxx/midnight-agent-skills 9 Claude Code, Codex, OpenCode 2 947 tok
matheuswidder/Acervo-Agents-n-Skills 9 Codex, OpenCode 1 7,217 tok
lvcoi/solidJSkills A repo intended to be an mcp server for SolidJS Agentic Skills 9 Codex, Gemini CLI, OpenCode 2 534 tok
Ashex/atproto-mcp 9 Codex, OpenCode 1 4,114 tok
yasunori0418/skills Coding Agent skills for personal use 9 Claude Code, Codex, OpenCode 1 3,401 tok
narrative-io/narrative-skills-marketplace An agent skills marketplace from Narrative I/O — interactive, AI-powered slash-command wor 9 Codex, OpenCode 1 2,125 tok
MadaBurns/bv-mcp blackveilsecurity.com DNS, email-authentication, TLS and exposure scanning for AI agents: 81 MCP tools, scored 0 9 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 20 8,973 tok
bcanfield/agentic-tech-debt skills.sh Every shortcut your coding agent takes, saved to your repo as it happens. Fix them when yo 9 Claude Code, Codex, OpenCode 2 3,416 tok
jscraik/Agent-Skills Skills SDK for Codex/AI coding agents: author, validate, evaluate, and sync runtime projec 9 Codex, OpenCode 1 1,512 tok
pengzhangzhi/superpowers-ml Skills that make your AI agent do ML research like a skeptical scientist, not a hype machi 9 Claude Code, Codex, Gemini CLI, OpenCode 3 1,913 tok
deanpeters/ai-product-operating-model-skills Evidence-based skills for designing and improving AI product operating models 9 Codex, OpenCode 1 6,987 tok
sherifabdlnaby/skills 🍣 Hand-rolled AI Skills distilled from my everyday experience. Git & Mise (...and others) 9 Codex, OpenCode 1 1,540 tok
fastrevmd-lab/fwskillsshare mechub.org 31 skills for firewall and network security work — Juniper SRX design, NAT, VPN, and MNHA 9 Codex, OpenCode 1 948 tok
dizcorvus/flop-airdrop-skill flop.finance Community agent skill for the FLOP genesis airdrop. Read AGENTS.md first. A DID and Techno 9 Codex, OpenCode 1 886 tok
amadeus-dlc/amadeus Agent skills, templates, examples, validators, and docs for operating Amadeus DLC, a lifec 9 Claude Code, Codex, OpenCode 11 4,995 tok
AnimaApp/smarter-agent Minimal, self-checking, simulation-driven improvement for AI agents 9 Codex, OpenCode 1 331 tok
Karthick-Ramachandran/persist-os persist-os.pages.dev Engineering memory that outlives the chat. A local-first CLI that keeps decisions, convent 9 Claude Code, Codex, OpenCode 5 1,331 tok
sendx/email-skills SendX's best practices for message performance, email sending deliverability and complianc 9 Claude Code, Codex, OpenCode 2 930 tok
katareayush/video-captions Claude Code plugin: transcribe a video's speech locally and burn in accurately-timed capti 9 Claude Code, Codex, Gemini CLI, OpenCode 2 494 tok
WaterTian/cc-hud Compact Claude Code statusline — zero-dependency, crash-free on Windows 9 Claude Code, Codex, OpenCode 2 9,066 tok
eddmann/strava-mcp MCP server enabling LLMs to interact with the Strava API - activities, segments, routes, a 9 Claude Code, Codex, OpenCode 2 47 tok
seokan-jeong/team-shinchan 15 Shinchan character agents that debate, plan, execute, and learn. Stop doing everything 9 Claude Code, Codex, OpenCode 2 1,360 tok
acartag7/mcp-sso OAuth 2.1 and enterprise SSO for remote MCP servers without API keys in client configs. 9 Claude Code, Codex, OpenCode 4 4,794 tok
systempromptio/systemprompt-core systemprompt.io AI governance infrastructure for agentic systems. Rust library behind systemprompt.io — MC 9 Claude Code, Codex, OpenCode 2 7,255 tok
lililib/ai-session-search Local-first full-text search and reusable context library for AI coding sessions across Cl 9 Codex, OpenCode 1 113 tok
ftaricano/mcp-onedrive-sharepoint MCP server and CLI for OneDrive and SharePoint document libraries via Microsoft Graph, wit 9 Codex, OpenCode 1 1,050 tok
EtanHey/brainlayer brainlayer.etanheyman.com Persistent memory MCP for AI agents — SQLite, knowledge graph, 13-tool Python MCP + 17-too 9 Claude Code, Codex, OpenCode 2 9,375 tok
volantlabs/vellis volantlabs.ai Vellis — open-source context graph engine for AI agents: typed, local-first memory with ex 9 Codex, OpenCode 8 4,953 tok
beyondeye/aitasks aitasks.io an agentic IDE in your terminal, markdown tasks with YAML frontmatter, git-native, zero in 9 Claude Code, Codex, OpenCode 5 8,737 tok
kasssandr/archilles RAG for researchers: page-level citations from your personal library, LLM access via MCP. 9 Claude Code, Codex, OpenCode 2 3,480 tok
click6067-ship-it/fitllm-engine fitllm.run Will this LLM fit your GPU or Mac? npx fitllm — accurate memory math for MLA/sliding-windo 9 Codex, OpenCode 1 755 tok
natiixnt/redcon a tool that reduces token usage and request waste in coding-agent workflows by selecting, 9 Codex, OpenCode 1 157 tok
codewithdark-git/OmniDev Your Multi-Model AI Development Assistant - Free, Intelligent, Autonomous 9 Codex, OpenCode 1 2,041 tok
hack-dance/hack Opinionated local-dev orchestration for running multiple projects at the same time. 9 Claude Code, Codex, OpenCode 5 1,160 tok
he-yufeng/RuleForge Auto-generate AI assistant rules (CLAUDE.md, .cursorrules, copilot-instructions) from code 9 Codex, OpenCode 1 251 tok
peva3/anchor Anchor — the production-grade AGENTS.md template for AI coding agents. 51 sections of batt 9 Claude Code, Codex, GitHub Copilot, OpenCode 3 9,124 tok
SeanMooney/openstack-ai-style-guide A comprehensive style guide and ruleset specifically designed for AI code generation tools 9 Claude Code, Codex, OpenCode 2 1,119 tok
Sungmin-Cho/deep-suite Harness layer for Claude Code & Codex: plan-first development, independent review, durable 9 Claude Code, Codex, OpenCode 2 2,043 tok
acaprino/daodan Custom Claude Code plugin repository with development workflow agents and skills 9 Codex, OpenCode 1 376 tok
soheilfallah/jobxhunter jobxhunter.dev Searches live UK and Canada jobs, fits an ATS-safe CV to each role from your real experien 9 Claude Code, Codex, OpenCode 1 839 tok
theoklitosBam7/mcp-git-commit-generator Generate conventional commit messages from your staged git changes using Model Context Pro 9 Codex, OpenCode 1 421 tok
catfish-1234/sessionmem npmjs.com Local-first MCP memory layer for AI coding assistants; persistent cross-session memory, st 9 Claude Code, Codex, OpenCode 1 870 tok
shopsavvy/shopsavvy-mcp-server shopsavvy.com Free MCP server for ShopSavvy: gives Claude, ChatGPT, Cursor and other AI assistants produ 9 Claude Code, Codex, OpenCode 2 905 tok
franklesniak/copilot-repo-template Reusable template for AI-assisted repositories with shared coding-agent instructions, CI v 9 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 13 152,641 tok
timstewart-dynatrace/Best-Practice-Notebooks ** not officially supported by Dynatrace ** these notebooks were sourced from official doc 9 Codex, OpenCode 1 2,067 tok
youssefsz/agentdoctor agentdoctor.youssef.tn Audit repositories for AI coding agent readiness. 9 Claude Code, Codex, OpenCode 2 1,233 tok