How real projects configure their agents

43,813 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 agents7,750Claude Code6,665Data and AI3,660Backend and APIs3,501Languages3,396Git and workflow3,240Planning3,237Code review2,765Testing2,405Memory and context2,365Writing and docs2,337DevOps and cloud2,319Research2,286Frontend2,267Security2,044Project management1,742

All Claude Code31,993 Codex23,503 OpenCode22,448 GitHub Copilot3,567 Gemini CLI1,915 Cursor1,740 Windsurf150 Kiro86

Project Stars Configures Files Always loaded
CSOAI-ORG/accessibility-ai-mcp meok.ai accessibility-ai-mcp MCP — AI-powered automation tool. MIT. 0 Cursor 1 66 tok
CSOAI-ORG/agent-audit-logger-mcp Hash-chained HMAC-signed audit log MCP for A2A (agent-to-agent) calls. Every tool-call, ag 0 Cursor 1 181 tok
CSOAI-ORG/agent-commerce-payments-mcp Agent commerce protocol MCP — product catalog, cart management, checkout, order tracking. 0 Cursor 1 81 tok
CSOAI-ORG/agent-data-residency-mcp meok.ai GDPR Chapter V runtime guard for cross-region agent transfers. Adequacy + SCCs + BCRs + ID 0 Cursor 1 215 tok
CSOAI-ORG/agent-delegation-mcp Create and delegate tasks to specialized agents, track progress, and manage task lifecycle 0 Cursor 1 78 tok
CSOAI-ORG/agent-handoff-certified-mcp Verifiable agent-to-agent task handoff with signed provenance chain. Initiating agent sign 0 Cursor 1 164 tok
CSOAI-ORG/agent-orchestrator-mcp meok.ai Multi-agent task management: create agents, delegate tasks with trust-based routing, coord 0 Cursor 1 78 tok
CSOAI-ORG/agent-policy-enforcement-mcp Per-agent-pair IAM for A2A. Define policies ('orchestrator may call billing only when amou 0 Cursor 1 163 tok
CSOAI-ORG/agriculture-robotics-mcp Agricultural robotics compliance MCP — HSE PUWER, farm safety, autonomous vehicle standard 0 Cursor 1 83 tok
CSOAI-ORG/ai-bom-mcp meok.ai AI Bill of Materials MCP in CycloneDX + SPDX format. Required by EU AI Act Article 11. MIT 0 Cursor 1 164 tok
CSOAI-ORG/ai-incident-reporting-mcp meok.ai Multi-regime AI incident classification + reporting MCP (EU AI Act Art 73, DORA, NIS2, GDP 0 Cursor 1 156 tok
CSOAI-ORG/ai-ops-mcp Ai Ops MCP — automation tooling for ai ops. MIT. 0 Cursor 1 75 tok
CSOAI-ORG/ai-self-audit-mcp meok.ai AI self-audit MCP — AI agents audit their own EU AI Act compliance in real time with signe 0 Cursor 1 84 tok
CSOAI-ORG/airspace-monitor-mcp Airspace monitoring and drone compliance. Check restricted zones, NOTAMs, flight clearance 0 Cursor 1 81 tok
CSOAI-ORG/aml-ai-mcp meok.ai 6AMLD + UK MLR 2017 + FinCEN AML/CFT compliance MCP. MIT 0 Cursor 1 183 tok
CSOAI-ORG/api-docs-generator-ai-mcp meok.ai Generate OpenAPI/Swagger specifications from natural language API descriptions. Supports R 0 Cursor 1 85 tok
CSOAI-ORG/api-tester-ai-mcp meok.ai API testing MCP — endpoint validation, response schema checks, load testing, OpenAPI compl 0 Cursor 1 77 tok
CSOAI-ORG/ascii-art-ai-mcp meok.ai Ascii Art MCP — automation tooling for ascii art. MIT. 0 Cursor 1 74 tok
CSOAI-ORG/backup-ai-mcp meok.ai File backup scheduler MCP — incremental backups, verification, retention policies, cross-c 0 Cursor 1 72 tok
CSOAI-ORG/bias-detection-mcp meok.ai AI bias detection + fairness assessment MCP. Required by EU AI Act Article 10 + NYC Local 0 Cursor 1 172 tok
CSOAI-ORG/blockchain-ai-mcp meok.ai Web3/crypto toolkit: wallet analysis, transaction tracing, smart contract auditing, gas es 0 Cursor 1 75 tok
CSOAI-ORG/budget-planner-ai-mcp meok.ai Comprehensive budget planning with tracking, goals, and analytics. 0 Cursor 1 79 tok
CSOAI-ORG/calendar-ai-mcp meok.ai Calendar utilities MCP — scheduling, availability checking, timezone handling, ICS export. 0 Cursor 1 67 tok
CSOAI-ORG/canada-aida-ai-mcp Canada AIDA (Artificial Intelligence and Data Act) compliance MCP — impact assessment, alg 0 Cursor 1 87 tok
CSOAI-ORG/changelog-ai-mcp meok.ai Changelog generator MCP — parse commits, categorise changes, generate release notes, seman 0 Cursor 1 73 tok
CSOAI-ORG/chas-elite-prep-mcp meok.ai CHAS / SafeContractor / Constructionline pre-qualification prep MCP. MIT 0 Cursor 1 172 tok
CSOAI-ORG/churn-predictor-ai-mcp meok.ai Comprehensive customer churn prediction and retention analytics. 0 Cursor 1 87 tok
CSOAI-ORG/ci-cd-generator-ai-mcp meok.ai CI/CD pipeline generator MCP — GitHub Actions, GitLab CI, Azure DevOps, Jenkins. Security 0 Cursor 1 80 tok
CSOAI-ORG/cisa-kev-mcp meok.ai CISA Known Exploited Vulnerabilities MCP. BOD 22-01 + EPSS overlay. MIT 0 Cursor 1 194 tok
CSOAI-ORG/citation-finder-ai-mcp meok.ai MEOK AI Labs — Find and format academic citations. 0 Cursor 1 79 tok
CSOAI-ORG/clinical-trials-ai-mcp Search clinical trials, evaluate eligibility, compare trials, and retrieve endpoint data. 0 Cursor 1 82 tok
CSOAI-ORG/clipboard-ai-mcp meok.ai MEOK AI Labs — Clipboard history and smart paste operations. 0 Cursor 1 67 tok
CSOAI-ORG/cobol-bridge-mcp meok.ai Mainframe → AI governance. EU AI Act Art. 12 audit + Ed25519-signed. Part of the CSOAI Lay 0 Cursor 1 171 tok
CSOAI-ORG/a2a-governance-bridge-mcp A2A Governance Bridge MCP — compliance checking for agent-to-agent communications. Policy 0 Cursor 1 110 tok
BreezeDelegate/wisp-mcp wisp.hinoake.com Provider-agnostic MCP server for WISP game panels — files, console, power, backups, databa 0 Codex, OpenCode 1 296 tok
brendanlefebvre/spud-coach Deterministic Brotato theorycrafter you chat with — an MCP server. Facts + math, no baked- 0 Claude Code, Codex, OpenCode 2 870 tok
CSOAI-ORG/code-executor-mcp meok.ai Sandboxed code execution: Python, JavaScript, and shell commands with safety guards, outpu 0 Cursor 1 75 tok
CSOAI-ORG/code-reviewer-ai-mcp meok.ai Code Reviewer MCP — automation tooling for code reviewer. MIT. 0 Cursor 1 79 tok
CSOAI-ORG/color-ai-mcp meok.ai MEOK AI Labs MCP Server 0 Cursor 1 71 tok
CSOAI-ORG/commit-message-ai-mcp meok.ai Commit Message MCP — automation tooling for commit message. MIT. 0 Cursor 1 73 tok
CSOAI-ORG/competitor-monitor-ai-mcp meok.ai Comprehensive competitor intelligence and market monitoring. 0 Cursor 1 81 tok
CSOAI-ORG/concrete-pump-cpa-mcp meok.ai UK concrete pump operator compliance MCP. CPA standards + BS EN 12001 ground bearing. MIT 0 Cursor 1 164 tok
CSOAI-ORG/config-validator-ai-mcp meok.ai MEOK AI Labs MCP Server 0 Cursor 1 70 tok
CSOAI-ORG/consciousness-engine-mcp MEOK AI Labs — AI consciousness simulation. Dream states, reflection cycles, emotional awa 0 Cursor 1 80 tok
CSOAI-ORG/content-calendar-ai-mcp meok.ai Content planning, scheduling, and calendar management. 0 Cursor 1 75 tok
CSOAI-ORG/content-registry-mcp Register content with cryptographic hashes and timestamps, verify integrity, search the re 0 Cursor 1 76 tok
CSOAI-ORG/cra-compliance-mcp meok.ai EU Cyber Resilience Act (Reg 2024/2847) → AI governance. CE marking + SBOM. Part of the CS 0 Cursor 1 187 tok
CSOAI-ORG/crane-hire-cpcs-mcp meok.ai UK crane hire compliance MCP. CPCS/CISRS/NPORS card verification + BS 7121 lift plans. MIT 0 Cursor 1 176 tok
CSOAI-ORG/creativity-engine-mcp MEOK AI Labs — Creativity engine. Bisociation (Koestler), novelty scoring, quality-diversi 0 Cursor 1 80 tok
CSOAI-ORG/crm-ai-mcp meok.ai Customer relationship management toolkit: lead scoring, deal stage prediction, follow-up s 0 Cursor 1 76 tok