How real projects configure their agents

32,006 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 agents7,609Claude Code6,644Data and AI3,677Backend and APIs3,502Languages3,403Planning3,220Git and workflow3,193Code review2,743Testing2,377Memory and context2,363DevOps and cloud2,314Writing and docs2,311Research2,293Frontend2,259Security2,022Productivity1,721

All Claude Code32,006 Codex23,251 OpenCode22,198 GitHub Copilot3,552 Gemini CLI1,917 Cursor1,737 Windsurf138 Kiro81

Project Stars Configures Files Always loaded
Ecro/harness-maker pypi.org Per-project AI coding harness for Claude Code · Cursor · Codex. Profiler + 10-dim intervie 4 Claude Code 1 17,378 tok
Jebel-Quant/rhiza-claude jebel-quant.github.io Claude Code plugin marketplace for the rhiza plugin — slash commands for working in rhiza- 4 Claude Code 1 6,209 tok
This-HW/claude-code-kit this-hw.github.io Claude Code plugin — 33 agents + 16 skills. Planning, implementation, review, security. Li 4 Claude Code, Codex, OpenCode 2 12,268 tok
AbdurRafay2004/handoff A memory and workflow plugin for Claude Code. Just markdown files, No server, no database, 4 Claude Code 1 2,026 tok
yura-okilka/claude-plugins Personal Claude Code plugin marketplace. 4 Claude Code 1 671 tok
ClaudeTool/fleetline claudetool.github.io A hardened statusline for Claude Code — protected against the git-config RCE and ANSI-inje 4 Claude Code 1 4,646 tok
hummer98/nanobanana-adc Gemini 3 Pro Image (Nano Banana Pro) CLI with Application Default Credentials (ADC) suppor 4 Claude Code 1 1,205 tok
ch015/code-pentester Claude Code plugin — a multi-agent security assessment system based on 8-dimensional archi 4 Claude Code 1 480 tok
promptmetrics/hubspot-claude Claude Code plugin for HubSpot CRM admin. 44 sub-agents, 79 tools, every write gated behin 4 Claude Code, Codex, OpenCode 2 4,151 tok
DvirNaaman/dvir-token-manager dvirnaaman.co.il A privacy-first, fully local Hebrew/RTL dashboard for analyzing Claude Code token usage, c 4 Claude Code 1 938 tok
zdanovichnick/dotnet-pilot .NET development assistant for - Roslyn-backed DI verification, EF Core migration safety, 4 Claude Code 1 4,190 tok
froggeric/claude-smart-approval Claude Code PermissionRequest hook: an AI tier for unknown Bash commands. Safe ones run, d 4 Claude Code 1 2,160 tok
Samuel0101010/wisp-orchestrator Visual team-builder, plan-as-artifact, and live execution graph for autonomous Claude Code 4 Claude Code 5
austinfox/claude-plugins Claude Code plugin: Proactive US tax advisor with WA State specialization — aggressive but 4 Claude Code 1 552 tok
PentagonRBX/n8n-skills Enable AI assistants to design, explore, and automate n8n workflows using detailed node in 4 Claude Code 1 2,786 tok
zzallirog/weighted-compact Substrate-based context compaction for Claude Code. Inspectable signal weights, local-only 4 Claude Code 1 3,490 tok
MrRefactoring/obsidian-mcp-rs Rust MCP server for Obsidian vaults — read, write, search notes via Model Context Protocol 4 Claude Code 1 5,908 tok
lexCoder2/lxDIG-MCP Dynamic Intelligence Graph (DIG) MCP server for AI coding agents. Persistent code knowledg 4 Claude Code, GitHub Copilot 5 1,103 tok
grandcamel/GitLab-Assistant-Skills Claude Code skills for GitLab automation using glab CLI 4 Claude Code 1 1,100 tok
AleksandarBisevac/claude-plugins aleksandarbisevac.github.io Claude Code plugin marketplace. audit: a manifest-driven audit/fix pipeline with enforced 4 Claude Code 4 6,058 tok
EBISPOT/GrEBI HPC aggregation pipeline and API/MCP server for LLM-mediated biomedical data integration 4 Claude Code, Codex, OpenCode 2 701 tok
blvp/cc-lspctl Mason-like LSP server manager for Claude Code. Define servers in Neovim-compatible Lua con 4 Claude Code 1 2,369 tok
VoxTechnologies/transmute-framework transmuter.3mergen.com A Claude Code plugin that transforms business plans into production-ready products through 4 Claude Code 1 1,167 tok
app-builders-club/design-builder A design plugin for Claude Code 4 Claude Code 1 1,658 tok
viamus/claude-sdd-plugin SDD Orchestrator — Claude Code plugin that enforces Spec-Driven Design. Code is only gener 4 Claude Code 1 570 tok
jhlee0409/elenchus-mcp Elenchus MCP Server - Adversarial verification system for code review 4 Claude Code 1 935 tok
dyingg/chromectx Search all your open tabs by title or full page content, and expose everything as RAG cont 4 Claude Code, Codex, OpenCode 2 1,869 tok
jenreh/appkit Reflex.dev components based on mantine.dev. Chat application and image generation UI. 4 Claude Code, Codex, GitHub Copilot, OpenCode 29 1,624 tok
haarshitgarg/Nudge-Server An MCP server to control all things Mac 4 Claude Code, Gemini CLI 2 864 tok
mtrdesign/whygraph MCP server that gives Claude Code the rationale behind a symbol before editing - synthesiz 4 Claude Code 1 6,019 tok
yongzhe-wang/yapping-apple-calendar-mcp your calendar, but yapping. Apple Calendar MCP server for Claude Desktop & Claude Code — 2 4 Claude Code, Codex, OpenCode 2 28,284 tok
sputnicyoji/dingtalk-workspace Generic MCP adapter for DingTalk's official dws CLI. Turns the full dws command surface in 4 Claude Code 1 1,575 tok
shuji-bonji/rfcxml-mcp shuji-bonji.github.io A Model Context Protocol (MCP) server for structured understanding of RFC documents. 4 Claude Code 1 32,442 tok
dataflowr/dataflowr-tools dataflowr.github.io Python CLI, REST API, and MCP server for the Deep Learning DIY course 4 Claude Code 1
abhijeetmohanan/growwmcp MCP server for Groww trading platform - Place orders, view portfolio, get market data vi 4 Claude Code 1 1,101 tok
thornjad/stormscope An MCP server for weather enthusiasts 4 Claude Code 1 1,053 tok
agulaya24/BaseLayer base-layer.ai The interpretive layer above memory. Turns text into a portable specification of how a spe 4 Claude Code, Codex, OpenCode 2 4,727 tok
BMC-INC/Iron-mem execlayer.substack.com Agent-native memory infrastructure for AI coding assistants. Governed session capture, LLM 4 Claude Code 1 9 tok
Dissimilis/DirForge dirforge.zenforge.eu Simple, yet useful read-only directory browsing web app 4 Claude Code 1 1,225 tok
cafitac/hermit-agent Quiet MCP executor for Claude Code and Codex. Offload edits, tests, refactors, and commits 4 Claude Code 8 193 tok
HassanMahomed/HoloCore Local-first AI context engine combining a structural Atlas, verified Archive, episodic Ani 4 Claude Code, Codex, Gemini CLI, OpenCode 39 678 tok
oguzhankir/fmtly fmtly.dev The high-performance, local-first data engine for developers and AI agents. Format, valida 4 Claude Code, GitHub Copilot, Cursor 3 3,198 tok
Tibu142/memorix 🔗 Connect AI agents with a shared memory system to keep conversations seamless and inform 4 Claude Code 1 614 tok
sgharlow/ai-control-framework Verification gates for AI-assisted code: deployment-readiness scoring, specs, checklists. 4 Claude Code 1 1,577 tok
CHANGGELY/claude_codex_gemini_mem Cross-window/cross-session AI memory system (Claude Code / Gemini / Codex) 4 Claude Code 4 830 tok
metalralf/sonarqube-mcp An MCP server that exposes SonarQube data as AI agent tools. 4 Claude Code, Codex, OpenCode 8 3,450 tok
anatolykoptev/go-job Job, Remote & Freelance Search MCP server 4 Claude Code 1 163 tok
metago-ai/metagolifeform metago.life MetaGO Agent Harness (agent runtime control suite) — 100 skills · 112 MCP tools (55+57) / 4 Claude Code, Codex, OpenCode 1 26,447 tok
aotter/mantle mantle.tools AotterMantle SDK: agent-native CMS runtime, manifests, admin UI, and Cloudflare adapter. 4 Claude Code, Codex, OpenCode 3 332 tok
sponge-b0b/Polaris Decision-centered AI intelligence for trustworthy portfolio and investment decisions 4 Claude Code, Codex, OpenCode 55 6,874 tok