How real projects configure their agents

32,137 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 agents7,541Claude Code6,614Data and AI3,687Backend and APIs3,492Languages3,397Planning3,211Git and workflow3,159Code review2,735Memory and context2,362Testing2,357DevOps and cloud2,306Writing and docs2,299Research2,296Frontend2,252Security2,009Productivity1,710

All Claude Code32,137 Codex23,307 OpenCode22,079 GitHub Copilot3,547 Gemini CLI1,916 Cursor1,738 Windsurf121 Kiro77

Project Stars Configures Files Always loaded
ethpandaops/spamoor A powerful Ethereum transaction generator for testnets 79 Claude Code 1 868 tok
TSchonleber/brainctl A cognitive memory system for AI agents. Single SQLite file. MCP server included. 79 Claude Code 1 6,112 tok
Vortiago/mcp-azure-devops A Model Context Protocol (MCP) server enabling AI assistants to interact with Azure DevOps 79 Claude Code 1 1,878 tok
dragosroua/claude-assess-decide-do-mega-prompt dragosroua.com First human cognitive framework integrated into an LLM. Claude learns to detect if you're 79 Claude Code 9 584 tok
acogood/spain-dnv-consultant A personal LLM consultant for Spain's digital nomad residence permit (Ley 14/2013). Conver 79 Claude Code, Codex, OpenCode 16 3,620 tok
agodianel/esp32-claude-workbench Deterministic AI workflow for ESP32 firmware development — structured missions, implementa 79 Claude Code 1 1,549 tok
incubrain/foundry foundry.incubrain.org IncuBrain Foundry is a Nuxt 4 template optimised for creating AI-native businesses 79 Claude Code 4 1,101 tok
SeaC-25/Kali-Security-MCP Kali MCP is an autonomous multi-agent penetration testing system for LLMs that dynamically 79 Claude Code 1 2,387 tok
scratchyone/voice-training-ui A (mostly written by Claude) voice training tool I created for myself and am now releasing 79 Claude Code 2 6,931 tok
stock-programmer/limit-up-review Stock-Market Programmer’s Limit-Up Review is a full-featured AI stock analysis system spec 79 Claude Code 1 5,022 tok
gpt-cmdr/ras-commander clbengineering.com The RAS-Commander library provides a python API and agentic features for automating HEC-RA 79 Claude Code, Codex, OpenCode 71 3,336 tok
sverklo/sverklo sverklo.com Repo memory for coding agents. Local-first MCP for Claude Code, Cursor, Windsurf, and Code 79 Claude Code 1 406 tok
leehanchung/bing-search-mcp MCP Server for Bing Search API 79 Claude Code 1 1,294 tok
codemcp/workflows codemcp.github.io An MCP server who knows a development process and helps vibing the structured way 79 Claude Code 1
thetom42/perplexica-mcp MCP server for Perplexica 79 Claude Code 1 114 tok
zeenix/rust-analyzer-mcp A Model Context Protocol (MCP) server that provides integration with rust-analyzer 79 Claude Code 1 1,007 tok
JKHeadley/instar instar.sh Persistent Claude Code agents with scheduling, sessions, memory, and Telegram. 79 Claude Code 15 5,924 tok
fastxyz/skill-optimizer Benchmark, evaluate, and optimize skills to ensure reliable performance across all LLMs 79 Claude Code, Codex, Gemini CLI, OpenCode 3 1,762 tok
riemannzeta/patent_mcp_server MCP Server for USPTO data 79 Claude Code, Codex, OpenCode 2 3,475 tok
AndyEverything/openproject-mcp-server A Model Context Protocol (MCP) server that provides seamless integration with OpenProject 79 Claude Code 9
mastra-ai/skills Official agent skills for coding agents working with the Mastra AI framework 79 Claude Code, Codex, OpenCode 2 506 tok
MuhammadUsmanGM/claude-code-best-practices muhammadusmangm.github.io A comprehensive best-practices wiki for Claude Code - setup, CLAUDE.md templates, workflow 79 Claude Code 4 1,463 tok
pantalytics/odoo-mcp-pro AI connector for Odoo ERP | Connect Claude, ChatGPT, Cursor and other AI tools to Odoo via 79 Claude Code 1 1,659 tok
bluedusk/html-slides htmlslides.com Create beautiful html slides and speaker notes on the web using Claude's skills. Support G 79 Claude Code 1 339 tok
wooter-s/weixin-devtools-mcp 79 Claude Code, Codex, OpenCode 2 6,860 tok
byigitt/postmaker-x Optimize your X (Twitter) posts using the official open-source algorithm. Analyze engageme 79 Claude Code, Codex, OpenCode 2 738 tok
brucemcpherson/gas-fakes mcpher.com Bringing Google Apps Script to the modern dev stack via local service emulation. 79 Claude Code, Codex 4
wham/github-brain An experimental GitHub MCP server with local database. 78 Claude Code, Codex, OpenCode 2 103 tok
serac-labs/serac serac.build A ServiceNow MCP server, and the skill guides that teach an agent to use it. 400+ snow_* t 78 Claude Code, Codex, OpenCode 1 1,554 tok
moru-ai/moru moru.io Run AI Agents in the cloud 78 Claude Code, Codex, OpenCode 2 4,294 tok
juntoku9/Sessory Shared memory for AI coding sessions. 78 Claude Code 1 522 tok
lipas-liikuntapaikat/lipas Lipas is a nationwide, public GIS service of Finnish sport and recreation facilities. 78 Claude Code 5
labring/sealos-skills sealos.io AI agent skills for Sealos — deploy any project, provision databases, object storage & mor 78 Claude Code, Codex, OpenCode 2 3,619 tok
kyungseo/skillstead Practical, portable skills for agentic coding workflows — clearer diagrams, checked claims 78 Claude Code, Codex, OpenCode 2 190 tok
amaynez/kiro-style-sdd Kiro Style Spec Driven Development using any LLM 78 Claude Code, Codex, Cursor 4 162 tok
sinaptik-ai/starpod starpod.sh Open-source AI agent runtime built in Rust. Define once, deploy isolated instances per ten 78 Claude Code 2 941 tok
IBM/ibmi-mcp-server MCP server for IBM i systems 78 Claude Code, Codex, OpenCode 2 2,993 tok
ronikobrosly/RigorLoop A statistically-sound agentic build framework that employs agentic loops to create code ar 78 Claude Code, Codex, OpenCode 2 1,515 tok
jaylfc/taosmd Local-first AI memory — runs offline on any machine with 8 GB+ RAM (SBC, mini PC, laptop, 78 Claude Code, Codex, OpenCode 3 3,177 tok
strands-rl/strands-sglang SGLang model provider for Strands Agents. 78 Claude Code, Codex, OpenCode 7 3,558 tok
smith-horn/skillsmith skillsmith.app Shared skills, safe for production. 78 Claude Code 8 27,860 tok
ahtavarasmus/lightfriend lightfriend.ai The first verifiably private cloud AI assistant. Runs in AWS Nitro Enclave with hardware a 78 Claude Code, Codex, OpenCode 17 3,248 tok
whiteboardmonk/agcluster-container agcluster.dev Self-hosted platform for Claude Agent SDK agents. Container isolation, real-time execution 78 Claude Code, Codex, OpenCode 2 5,418 tok
synadia-ai/synadia-agents SDKs and reference implementations for the Synadia Agent Protocol for NATS 78 Claude Code 2 4,187 tok
go-gost/x Extended (may be experimental) features outside the main gost tree. 78 Claude Code 1 1,523 tok
KilledByAPixel/LittleJS-AI An AI-assisted toolkit for making HTML5 games with LittleJS 78 Claude Code, Codex, OpenCode 2 3,670 tok
tan-yong-sheng/ai-vision-mcp A Model Context Protocol (MCP) server that provides vision capabilities to analyze image a 78 Claude Code, Codex, OpenCode 30 4,139 tok
vakovalskii/ontoship md+git knowledge base: FTS5 search (bm25+trigram/fuzzy), HTML+graph, code-ontology linter, 78 Claude Code 1 434 tok
Oscaner/skills About Skills for Real Engineers. Straight from my experience. 78 Claude Code 1 1,176 tok
jonnyzzz/mcp-steroid devrig.dev Give your AI Agent a whole IDE, not just the files 78 Claude Code, Codex, OpenCode 2 6,920 tok