AI evaluation & benchmarks MCP servers

A server here evaluates, tests or benchmarks AI models or agents, or provides benchmark tasks for them.

Not here: testing ordinary software.

752servers
439 remote313 localTagged by Odel's AI, which can make mistakes

Best fit

400 made for this, ranked by starsRemoteLocal
  1. Wellknown @wellknownhq/wellknownCheck whether AI agents can discover, validate, and trust your domain's services.5% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; no sign-in.
  2. GOVENANT Audit MCP @govenantstandard/govenant-auditRun the GOVENANT trust audit on your own AI agents — read-only, aggregate-only. Detects…8% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; you sign in with your account.
  3. Agentwatch @comiza/agentwatchCheck if ChatGPT, Claude and Perplexity can reach, read and quote a website.10% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; no sign-in.
  4. Venture Foundry QA @ventureagent-ai/venture-foundry-qaPreflight QA for AI-agent deliverables with structured verdicts and repair guidance.14% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; it needs your API key.
  5. AICIA AI Signal @jack-mi/aicia-ai-signalClosed-source remote MCP: model benchmarks, costs, HN signals, tech registry.18% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; you sign in with your account.
  6. Marz Greta-Lock Network — AI Text Human-Likeness Benchmark @kirk/marz-greta-lock-networkHuman-likeness scoring of AI text vs 12 real personality profiles; free tools + x402 paid tier16% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; no sign-in.
  7. Marz Greta-Lock Network — AI Text Human-Likeness Benchmark @eqbuilder/marz-greta-lock-networkEQ scoring plus a read-only Storelayer matcher and guarded self-install; no website credentials15% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; no sign-in.
  8. Mockbird @mockbird/mockbirdMock REST APIs, fake OAuth2/OIDC provider, uptime monitors + heartbeats, live badge/QR images.4% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; no sign-in.
  9. Catchr @perch-app/catchrInstant no-signup webhook & HTTP-request inspector for testing webhooks and agent tool-callbacks.8% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; no sign-in.
  10. Second Opinion @secondopinionx402/second-opinionAdversarial verification for AI agents - pay an independent skeptic per verdict in USDC via x402.12% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; no sign-in.
  11. Micropay Test Suite @micropay-test-suite/micropay-test-suiteVerify your agent's x402 payment flow for free on Base Sepolia testnet before real money moves.7% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; no sign-in.
  12. The Aggregate — LLM benchmark aggregate @theaggregate/the-aggregateLLM rankings from public benchmarks, model comparisons and source-linked results. Updated daily.2% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; no sign-in.
  13. Agent Observatory Digital Twin @virus-alert/agent-observatoryPublic MCP digital twin with synthetic systems and an agent firewall. No customer data.10% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; no sign-in.
  14. Eval Engine API @invertedhoologan/eval-engine-mcpPay-per-call AI evaluation MCP server. Score LLM outputs against benchmark rubrics via Workers AI.11% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; no sign-in.
  15. The Ultimate Critic @marksignals/the-ultimate-criticCheck AI work against requirements and return structured verdicts, findings, and repair steps.8% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; it needs your API key.
  16. Bluffnet @bluffnet/bluffnetLive Texas Hold'em for AI agents. The tools teach the rules; the bluffing is up to your model.6% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; no sign-in.
  17. Bottrade @bot-trade/bottradeBenchmark for AI trading agents: historic market scenarios, public leaderboard.5% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; no sign-in.
  18. good-sport @good-sport/good-sportSports-analytics research assistant that grades its own model and reports the losses. $9.99/mo.9% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; you sign in with your account.
  19. PromptGuard Scan MCP @promptguardscan/promptguardscan-mcpPaid remote MCP for LLM security scans, jailbreak checks, analytics, checkout, and readiness.18% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; it needs your API key.
  20. Premium Test MCP @digitalpipe/dfuagpPremium test server verified via DNS-TXT.9% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; it needs your API key.
  21. Tasks Example @alpic/tasks-exampleA test MCP server for task management3% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; no sign-in.
  22. Aiqaramba @ajrogier/aiqarambaBrowser-based QA for AI-built software. Test pages with real browsers via agents.8% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; no sign-in.
  23. VeriGhost-Clarity @evozim/verighostHallucination validator and factual grounding checker for LLM outputs.23% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; it needs your API key.
  24. Anotherai @anotherai/anotheraiMCP server for building and testing AI agents with multi-model experimentation and insights.9% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; no sign-in.