How real projects configure their agents

44,931 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 agents8,489Claude Code6,881Git and workflow3,605Data and AI3,580Backend and APIs3,556Languages3,486Planning3,323Code review2,893Testing2,681Writing and docs2,477DevOps and cloud2,477Memory and context2,375Research2,318Frontend2,308Security2,170Project management1,960

All Claude Code32,505 Codex24,785 OpenCode23,702 GitHub Copilot3,719 Gemini CLI2,034 Cursor1,771 Windsurf202 Kiro114

Project Stars Configures Files Always loaded
mlennie/hermes-mcp MCP server that lets any llm (i.e. Claude Desktop) delegate tasks to a local Hermes Agent 69 Claude Code 1 2,833 tok
tommy-ca/notion-skills Claude Skills marketplace for productive Notion workflows: knowledge capture, meeting inte 69 Claude Code 1 1,797 tok
jpoindexter/design-md-extractor Extract a website's visual system — colors, type, spacing, components — into a DESIGN.md, 69 Claude Code 1 1,039 tok
BRIKEV/twd twd.dev Frontend tests that run in your real browser, against your real backend. No jsdom, no sepa 69 Claude Code 4 1,846 tok
yuc16/PatentRadar Patent infringement analysis system — enter a patent publication number to generate a comp 69 Claude Code 1 522 tok
LeoBR84p/wiki_llm 69 Claude Code, Codex, OpenCode 2 2,583 tok
btspoony/mstar-harness mstar.page An omni-plugin for harness engineering workflows with multi-agents, programmatic gates and 69 Claude Code, Codex, OpenCode 2 2,445 tok
itlackey/akm Agent Knowledge Manager (akm). A CLI tool to manage AI agent knowledge, memories, skills, 69 Codex, OpenCode 1 922 tok
ma-nucho-pro/wife arkeaia.com Local-first, evidence-aware memory and project continuity for AI coding agents. Checkpoint 69 Claude Code, Codex, OpenCode 1 744 tok
raphaeltm/simple-agent-manager simple-agent-manager.org Run multiple coding agents in parallel on your own cloud VMs. 69 Claude Code, Codex, OpenCode 35 9,387 tok
AgriciDaniel/gogh agricidaniel.github.io Gogh is a source-cited Obsidian operating brain that turns six frontend design skills into 69 Claude Code, Codex, Gemini CLI, OpenCode 3 436 tok
ryancampbell/kart-royale racing.ryancampbell.com A kart racing game in the browser with zero art assets — every texture, mesh, material and 69 Claude Code 1 2,881 tok
cjsimon2/Divi5-ToolKit Claude Code plugin for Divi 5 development (current: Divi 5.13). Slash commands and agents 69 Claude Code 1 3,404 tok
nebulae/trudi Autonomous DFIR agent — SANS SIFT Workstation MCP server for incident response 69 Claude Code 1 —
JanGoebel/LabVIEW-MCP-Server-Toolkit a toolkit to host mcp servers from LabVIEW. 69 Claude Code 1 2,436 tok
adewale/agentic-mermaid agentic-mermaid.dev Beautiful diagrams, made with your agent. 69 Claude Code, Codex, OpenCode 4 2,555 tok
skillberry-ai/cap-evolve skillberry-ai.github.io Optimize any AI agent’s skills, tools/MCP, and prompts against your own evals. 69 Claude Code 1 325 tok
huawei-csl/rtlscout RTLScout is a agentic RTL optimization framework 69 Claude Code 1 —
debugg-ai/debugg-ai-mcp debugg.ai Zero-Config, Fully AI-Managed End-to-End Testing for all code gen platforms. 69 Codex, OpenCode 1 1,877 tok
WhenMoon-afk/claude-memory-mcp Local citation-backed recall for Pi, OMP, Claude Code, Codex, and ChatGPT history. 69 Codex, OpenCode 1 2,035 tok
outscal/video-generator Generates video using ai 69 Claude Code 7 —
snyk/studio-recipes A collection of Snyk Studio suggested Rules, Commands, Hooks, and Directives 69 Claude Code, Codex, OpenCode 2 22 tok
marcolang/Marketing-Skills Top marketing marketing skills for Claude Code. 69 Claude Code 1 —
ddsyasas/llm-wiki llmwiki.cc Open source local-first knowledge base maintained by an LLM agent. Implements Andrej Karpa 69 Claude Code 1 744 tok
LamantinAI/kaeru Cognitive memory for LLM agents — local-first, and shareable across a team through the clo 69 Claude Code, Codex, OpenCode 2 8,620 tok
Vncntvx/dsh-zotero Zotero plugin for DeepSeek Harness: search and read papers in conversation, audit the lite 69 Codex, OpenCode 1 2,152 tok
AssemblyAI/blurt assemblyai.com Open-source macOS dictation that turns speech into polished text in the app you're already 69 Claude Code 12 2,029 tok
dismine/valentina smart-pattern.com.ua DON'T FORK! This is a mirror for Valentina develop branch on GitHub and it's meant to be r 69 Claude Code, Codex, OpenCode 4 4,106 tok
GoogleCloudPlatform/genmedia-izumi-agent 69 Gemini CLI 1 147 tok
ultralytics/magellan ultralytics.com MATLAB tools for machine-learning Earth observation, geospatial analysis, neutron mapping, 69 Claude Code, Codex, OpenCode 2 816 tok
CY-CHENYUE/easy-input-maker Complete EasyInput V2.0 firmware baseline for AI modification and verifiable co-creation 68 Claude Code, Codex, OpenCode 4 1,151 tok
Shiyao-Huang/awesome-agent-evolution agent-evolution.com Open survey and evidence map for AI agent evolution, self-evolving agents, memory, skills, 68 Claude Code, Codex, OpenCode 2 10,532 tok
RunhuaHuang/VisionPower VisionPower: portable image understanding MCP server for Codex, Claude Desktop, Cursor, an 68 Codex, OpenCode 1 484 tok
toheart/cursor-agent Use OpenClaw chat conversations to call the local Cursor Agent CLI for in-depth project co 68 Claude Code, Codex, Cursor, OpenCode 10 1,088 tok
Filip-Podstavec/claude-leverage podstavec.cz Make any repo AI-first - write sustainable code from the start, or refactor a legacy codeb 68 Claude Code, Codex, OpenCode 1 1,989 tok
kesslerio/attio-mcp-server MCP server exposing Attio CRM records, deals, and pipelines to agent clients. Needs Node a 68 Claude Code, Codex, Gemini CLI, OpenCode 3 4,169 tok
pinecone-io/pinecone-claude-code-plugin The official Pinecone marketplace for Claude Code Plugins 68 Claude Code 1 680 tok
pansila/mcp_server_gdb MCP Server to expose the GDB debugging capabilities 68 Cursor 1 5,013 tok
modu-ai/cc-plugins Collection of Claude Code plugins for various domains - Auth0 security, MFA, token securit 68 Claude Code 8 2,729 tok
nightnei/wordpress-developer-mcp-server Build WordPress sites with your AI 68 Claude Code, Codex, Gemini CLI, OpenCode 3 1,185 tok
k-kolomeitsev/data-structure-protocol Graph-based long-term memory skill for AI (LLM) coding agents — faster context, fewer toke 68 Claude Code 1 —
Mahender22/legal-mcp The first comprehensive US legal MCP server -- case law, citations, practice management, a 68 Claude Code 1 866 tok
tmchow/agent-skills Cross-platform AI agent skills (SKILL.md) installable via npx skills / gh skills 68 Claude Code, Codex, OpenCode 2 3,586 tok
jonathanmalkin/jules A Claude Code Reference Implementation — 30 skills, 23 rules, 9 hooks, 5 agents. Reference 68 Claude Code 27 1,185 tok
callstackincubator/skillgym Prove your agent skills work before you ship them. 68 Codex, OpenCode 1 48 tok
PatrickSys/codebase-context npmjs.com Codebase Context gives AI agents understanding of your codebase through semantic code sear 68 Codex, OpenCode 1 3,238 tok
eddmann/garmin-connect-mcp MCP server enabling LLMs to interact with Garmin Connect - activities, health metrics, sle 68 Claude Code, Codex, OpenCode 2 47 tok
rnett/gradle-mcp gradle-mcp.rnett.dev A comprehensive MCP server for Gradle. 68 Claude Code, Codex, OpenCode 2 884 tok
luna-prompts/skillnote lunaprompts.com The open-source skill registry for AI coding agents. Create, manage, and distribute SKILL. 68 Claude Code 1 2,386 tok
velmighty/youtube-to-knowledge Turn any YouTube video into a transcript, summary, and knowledge graph - powered by Claude 68 Claude Code 4 290 tok