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
topprismdata/cultivating-ml-agent A self-improving ML agent that compounds capability across projects through knowledge crys 5 Codex, OpenCode 1 3,602 tok
cortadel/cortadel cortadel.ai Self-hosted long-term temporal graph memory for AI agents — MCP, REST and a dashboard in o 5 Claude Code, Codex, OpenCode 2 3,971 tok
netresearch/typo3-testing-skill Agent Skill for creating and managing TYPO3 extension tests | Claude Code compatible 5 Codex, OpenCode 1 816 tok
netresearch/german-technical-writing-skill Agent Skill for natural German technical register in Jira tickets, internal German docs, a 5 Codex, OpenCode 1 618 tok
cookieMonsterDev/agents-skills Agent Skills for coding agents 5 Codex, OpenCode 1 2,330 tok
TechSpokes/skill-base-template Skill template for AI agents 5 Codex, GitHub Copilot, OpenCode 4 1,892 tok
dbhosbu-dotcom/renwei Renwei — book-length Chinese AI humanizer. 51 rules covering AI tells, Euro-Chinese syntax 5 Codex, OpenCode 1 863 tok
ldilov/harness-forge AI coding agent runtime that makes LLMs understand your codebase with repository-aware con 5 Claude Code, Codex, OpenCode 3 4,585 tok
blakemartz/delivery-loop Agentic software factory as a Claude Code plugin: specs → backlog → claim → implement → ad 5 Claude Code 1 2,076 tok
hraness/atet atet.sh Local-first AI media generation and video editing toolkit for coding agents, with a Bun CL 5 Claude Code, Codex, OpenCode 2 3,215 tok
ruslan-korneev/claude-plugins Python Backend Plugins for Claude Code 5 Claude Code 1 738 tok
byjunyoung/claude-product-skills linkedin.com Claude Code skills aimed at product work rather than the codebase — the Figma file you dra 5 Claude Code 1 1,171 tok
zenml-io/kitaru-skills zenml.io Agent skills for designing and building durable AI agent workflows with Kitaru 5 Claude Code, Codex, OpenCode 2 2,578 tok
zircote-plugins/documentation-review Claude Code plugin for comprehensive documentation management — review, create, update, an 5 GitHub Copilot 1 272 tok
crenshawdev/cadence Phased planning and execution for Claude Code. Roadmap, plans, and progress live in files 5 Claude Code 1
epfl-lara/LeanProbe Fast Lean 4 proof feedback for coding agents. CLI, Python library, and MCP server with war 5 Codex, OpenCode 1 1,005 tok
its-me-prash/kleinanzeigen-reader Read & analyze any kleinanzeigen.de listing from any AI system — MCP server, function-call 5 Claude Code, Codex, OpenCode 2 1,416 tok
dimpagk92/cellar Computer Experience Layer — MCP server for native computer use on macOS. Structured percep 5 Claude Code, Codex, OpenCode 2 2,584 tok
millsymills-com/flipperzero-mcp Modular MCP server for the Flipper Zero (USB + WiFi protobuf RPC) 5 Claude Code 1 837 tok
choiyounggi/dev-loop LLM Knowledge Management • Wiki-grounded verification • RFC-based documentation • Best pra 5 Claude Code, Codex, OpenCode 1 3,217 tok
bablsoft/accessflow accessflow.io Open-source database, API access & deployment governance platform A SQL, NoSQL, and API pr 5 Claude Code 18 14,885 tok
TranHuyQn/cc-chrome-extension Claude in Chrome, powered by your local claude CLI. Drive your real logged-in Chrome from 5 Claude Code 5 14,694 tok
blisspixel/recon pypi.org Map a domain's public technical footprint with provenance, confidence, and explicit uncert 5 Claude Code, Codex, OpenCode 2 6,909 tok
Jessinra/Lorekeeper jessinra.github.io Self-improving memory for AI agents 5 Claude Code, GitHub Copilot 10 7,994 tok
lwalden/AIAgentMinder Project governance for AI-assisted development. Structured planning, sprint workflows, dec 5 Claude Code 2 570 tok
Labs64/NetLicensing-MCP netlicensing.io The official NetLicensing MCP Server is a natural language interface that enables agentic 5 Claude Code, Codex, OpenCode 2 2,150 tok
KenanAtmaca/aso-mcp App Store Optimization MCP Server keyword research, competitor analysis, review sentiment 5 Claude Code 2 5,718 tok
rezamotaghi/cbctscope rezamotaghi.com Full CBCT + 2D radiograph viewer from a board-certified oral and maxillofacial radiologist 5 Codex, OpenCode 1 1,526 tok
joshuarichard/StatsPlus-MCP MCP server exposing the StatsPlus API (for OOTP) as tools for Claude 5 Claude Code 1 4,287 tok
TeamManagementPlugin/claude-plugin team.management Your AI on rails, on your terms — an open-source Claude Code plugin that enforces every pr 5 Claude Code 1 12,359 tok
Ker102/Harneloop harneloop.kaelux.dev Build self-evolving AI agent harnesses with portable harness units, artifact-aware testing 5 Codex, OpenCode 1 1,014 tok
Dragoon0x/argus dragoon0x.github.io The design intelligence runtime for AI agents. 49 rules. Zero LLM. MCP-native. Give your a 5 Claude Code, Codex, OpenCode 2 2,636 tok
tekthar/abp-mcp Auto-generate Model Context Protocol servers from ABP Framework apps. In-process, permissi 5 Claude Code 1 1,511 tok
sevoniva-labs/oceanbase-mcp Read-only MCP server for OceanBase metadata discovery and SQL access. 5 OpenCode 1
LucasSantana-Dev/hitgate pypi.org Portable hybrid (BM25 + dense + RRF) retrieval engine and a label-free evaluation harness 5 Claude Code 1 105 tok
epicDirk/EPICS-MCP Ask an AI assistant about your EPICS control system: live PV values, why a PV is disconnec 5 Claude Code 1 7,730 tok
thierry-gilgen-ict/engawa Engawa — the open toolkit for agent-native websites. Bring your agent. 5 Codex, OpenCode 1 772 tok
nanwer/trip-search-mcp MCP server giving Claude live access to flights, hotels, vacation rentals, Airbnb, activit 5 Codex, OpenCode 1 2,670 tok
alexmond/jhelm alexmond.org Helm for the JVM — render charts and manage releases in pure Java, byte-for-byte compatibl 5 Claude Code 2 2,160 tok
tanayshah11/travel-mcp-server tanayshah.dev MCP server for AI-powered travel search — flights, hotels, weather as MCP tools with Mongo 5 Claude Code 1 828 tok
mgovedarov/mcp-vcf-orchestrator MCP server for VCF Automation Orchestrator — manage workflows, actions, configuration elem 5 Claude Code, Codex, OpenCode 3 9,203 tok
1luvc0d3/metabase-mcp npmjs.com MCP server connecting Claude to Metabase for natural language data analysis, dashboard man 5 Claude Code 1 1,449 tok
deer/music.build music.build MCP server for AI music composition. A typed, immutable music theory library — pitches, rh 5 Claude Code 2 602 tok
MartinCastroAlvarez/django-admin-mcp-api pypi.org Drop-in MCP server for the Django admin. Mount in two lines and any MCP agent — Claude, Cu 5 Claude Code 1 1,174 tok
lidless-labs/immichctrl lidless.dev Your photo library outgrew the click-grid. immichctrl gives shells, cron, and agents one t 5 Claude Code, Codex, OpenCode 2 1,600 tok
rutvij26/chess-context rutvij26.github.io Semantic chess intelligence MCP for Claude — position analysis, game review, player scouti 5 Claude Code 1 991 tok
daocodotorg/basic-blog npmjs.com Headless blog & CMS as a Convex component: npm package (basic-blog-convex-blog-cms), bundl 5 Codex, OpenCode 1 618 tok
KongGithubDev/SAMP-MCP A comprehensive MCP server for SA-MP server development and management 5 Cursor 1 537 tok
The-40-Thieves/obsidian-tc Obsidian Turbocharged — governed, agent-ready Obsidian MCP server. 163 tools across 31 dom 5 Claude Code, Codex, OpenCode 9 4,035 tok
dcc-mcp/dcc-mcp-3dsmax pypi.org 3ds Max adapter for the DCC Model Context Protocol ecosystem 5 Claude Code, Codex, Gemini CLI, OpenCode 8 3,635 tok