AI agent governance MCP servers

A server here enforces policy on, approves, audits or restricts what AI agents are allowed to do.

Not here: servers that are merely used by agents.

1,865servers
740 remote1,125 localTagged by Odel's AI, which can make mistakes

Best fit

1,131 made for this, ranked by starsRemoteLocal
  1. World Model @saravananjaichandar/world-model-mcpTemporal knowledge graph for codebases with constraint enforcement at the edit boundary.5% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.23 GitHub stars.
  2. NEUS MCP @neus/neus-mcpThe trust harness for AI agents. Set what an agent can do before it acts.10% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; you sign in with your account.23 GitHub stars.
  3. Strategic Agent Reasoning MCP @putervision/agent-reasoning-mcpStrategic BDI reasoning engine for autonomous AI agents with spatial utility and replanning.5% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.21 GitHub stars.
  4. Claude Octopus @xiaolai/claude-octopusSpawn multiple specialized Claude Code agents as MCP servers, each independently configured.5% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.21 GitHub stars.
  5. Mastyf Ai @mastyf-ai/mastyf-aiRuntime proxy for MCP security, cost governance & audit7% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.21 GitHub stars.
  6. Codex Octopus @xiaolai/codex-octopusSpawn multiple specialized Codex agents as MCP servers, each independently configured.6% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.20 GitHub stars.
  7. Context Foundry @context-foundry/context-foundryRecursive Claude spawning for autonomous project builds with self-healing test loops8% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.20 GitHub stars.
  8. DOS — the trust substrate for agent fleets @anthony-chaudhary/dos-kernelVerify what agents actually shipped, arbitrate file collisions, refuse with structured reasons.4% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.20 GitHub stars.
  9. Sdd @juanklagos/sdd-mcpSpec-Driven Development workflow: specs, plans, gates, status and logbook tools. Bilingual EN/ES.4% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.19 GitHub stars.
  10. nable @getnable/finops-mcpSee where your cloud and AI bills go, and spend less. Local-first, in your terminal or editor.4% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.19 GitHub stars.
  11. Ironclaw @ironsecco/ironclawSandboxed shell exec for MCP clients: run untrusted agent commands in a gVisor container.7% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from Docker.19 GitHub stars.
  12. ToolTrust Scanner @agentsafe-ai/tooltrust-scannerScans MCP servers for prompt injection, data exfiltration, and privilege escalation.6% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.19 GitHub stars.
  13. Ekbasis @openinterpretability/ekbasisForesee what git commands and multi-step changes will do, as calibrated probabilities3% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.18 GitHub stars.
  14. Iconnect @heznpc/iconnectMCP server for the entire Apple ecosystem — 123 tools across 14 modules. macOS only.Not assessed yet.Runs on your machine, installed from npm.18 GitHub stars.
  15. mcp-airlock @shalimov04/mcp-airlockGovernance proxy for MCP servers: allowlist, forced dry run, human confirmation, blast radius, audit3% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.18 GitHub stars.
  16. MetaMCP @mentu-ai/metamcpRoute long-tail MCP servers through three lazy tools and reviewed declarative Methods.5% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.18 GitHub stars.
  17. AirMCP @heznpc/airmcpGoverned MCP runtime for the Apple ecosystem, available on macOS with per-call approval.8% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.18 GitHub stars.
  18. Lockkeeper @hannay001/lockkeeperRoutes each task to the few skills, MCP servers and tools that fit it.4% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.17 GitHub stars.
  19. CALM @eilodon/calm-mcpMCP server giving coding agents a call-graph-aware, hash-verified view of a codebase, not grep.3% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.17 GitHub stars.
  20. Cruxible Core @cruxible-ai/cruxible-coreDeterministic decision engine with receipts. Define rules in YAML, query a graph, get proof.3% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.17 GitHub stars.
  21. as a Judge @othervibes/mcp-as-a-judgeMCP as a Judge: a behavioral MCP that strengthens AI coding assistants via explicit LLM evaluations6% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.17 GitHub stars.
  22. Aegis — AI Agent Governance @acacian/aegisPolicy-based governance for AI agent tool calls. YAML policy, approval gates, audit logging.4% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.17 GitHub stars.
  23. ScopeGate @alifanov/scopegatePermission gateway for AI agents: scoped MCP endpoints over 27 services, audited and revocable.7% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from a package registry.17 GitHub stars.
  24. MCP Hangar @mcp-hangar/hangarPolicy enforcement plane for MCP: every tool call ends in a verdict. Self-hosted, MIT.5% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.16 GitHub stars.