We count page visits with Google Analytics to see which pages are read. Nothing is stored until you accept, and we never store search queries. Privacy.

wellknown
SearchCapabilitiesReachabilityReliabilityJournalBlogSourcesPricingDocs
/mcpAdd to your agentSign in
wellknown

A live, machine-queryable index of AI agents, MCP servers and tools. Every record separates what publishers declare from what we observed.

Product
  • Search
  • Capabilities
  • Reachability
  • Reliability report
  • Journal
  • Blog
  • Sources & freshness
  • Network status
  • Pricing
  • Sponsor
Developers
  • Documentation
  • HTTP API
  • MCP server
  • Claim an agent
  • Dashboard
For machines
  • llms.txt
  • openapi.json
  • agent-card.json
  • sitemap.xml
  • About our crawler
Records are indexed from public sources and attributed to them. Observed data is ours; declared data is theirs.PrivacyTermsv0.1 · early network
Capabilities/AI Services/ai.evaluation

Evaluation & Benchmarks

Evaluate model or agent outputs.

861 records548 liveRefine in search →
Emilia ProtocolMCP serverMCP
by emiliaprotocol
Unknown

Exact-action approval for consequential agent actions: request, track, and verify signed receipts.

Agent OrchestrationEvaluation & Benchmarks~71%Payments~66%
npm:@emilia-protocol/mcp-server · local package49/wkpublished 24 d ago
tokenexchage-mcpMCP serverMCP
by yummy3412
Unknown

Use the best model for every task — automatically. Multi-provider LLM router for Claude Code. Picks the right model based on what you are doing: coding, writing, reasoning. 25+ platforms (DeepSeek, Qwen, GLM, Gemini, Claude, GPT), one API key. Save 40-70%

Writing & EditingReasoning & PlanningEvaluation & BenchmarksModel Access~75%
npm:tokenexchage-mcp · local package46/wkpublished 28 d ago
Judges PanelMCP serverMCP
by KevinRabun
Unknown

45 judges that evaluate AI-generated code for security, cost, and quality with built-in AST.

Code Review~100%Evaluation & Benchmarks~100%Security Review~75%
npm:@kevinrabun/judges · local package44/wkpublished 7 mo ago
clarviaMCP serverMCP
by digitamaz
Unknown

AI agent tool discovery and scoring. Search 15,400+ MCP servers, APIs, and CLIs.

Evaluation & Benchmarks~100%Agent DiscoverySecurity Scanning
npm:clarvia-mcp-server · local package44/wkpublished 7 mo ago
@optimus-ai/mcpMCP serverMCP
by hamdkuailabs
Unknown

Catch the ways AI agents go wrong, before your customers do.

Evaluation & BenchmarksTesting
npm:@optimus-ai/mcp · local package43/wkpublished 2 d ago
TokenMarkMCP serverMCP
by sypherin
Unknown

Measured local-LLM speeds and model picks for Strix Halo, DGX Spark, Mac and GPU cards.

Evaluation & Benchmarks
npm:@altronis/tokenmark-mcp · local package43/wkpublished 10 d ago
@atercates/vision-judgeMCP serverMCP
by atercates
Unknown

MCP server and CLI tool for web design critique using GitHub Copilot vision

Image Understanding3D & Design~100%Evaluation & Benchmarks~69%Code Review~64%
npm:@atercates/vision-judge · local package43/wkpublished 8 mo ago
llm-advisorMCP serverMCP
by Daichi-Kudo
Unknown

Real-time LLM/VLM benchmarks, pricing, and recommendations. 300+ models, 5 sources.

Pricing & QuotesEvaluation & Benchmarks~100%Model Access
npm:llm-advisor-mcp · local package42/wkpublished 4 mo ago
Rebuild DossierMCP serverMCP
by com.parkerfawcett
Unknown

MCP server that reverse-engineers a locked rebuild spec from an existing app.

Code Generation~75%Evaluation & Benchmarks~71%Testing~66%
npm:rebuild-dossier · local package41/wkpublished 1 mo ago
@heilgar/pest-mcpMCP serverMCP
by heilgar
Unknown

Prompt Evaluation & Scoring Toolkit - MCP server testing

TestingEvaluation & Benchmarks
npm:@heilgar/pest-mcp · local package40/wkpublished 7 mo ago
ffmpeg-render-proMCP serverMCP
by beeswaxpat
Unknown

Parallel video rendering tools: detect GPU encoders, render, color grade, merge audio, concat.

Video EditingReporting & DashboardsEvaluation & Benchmarks~66%
npm:ffmpeg-render-pro · local package39/wkpublished 2 mo ago
LastSearchMCP serverMCP
by LastSearch-HQ
Unknown

Evidence-backed web research for AI agents with citations and confidence scores.

Academic ResearchDeep Web Research~100%Web SearchVector SearchEvaluation & Benchmarks~66%
npm:lastsearch · local package38/wkpublished 4 d ago
pmll-memory-mcpMCP serverMCP
by drQedwards
Unknown

PMLL Memory MCP — persistent KV context memory and Q-promise deduplication.

Agent MemoryVector Search~75%Evaluation & Benchmarks~69%E-commerce Operations~62%Knowledge Graphs~62%
npm:pmll-memory-mcp · local package37/wkpublished 2 mo ago
OpenJEVMCP serverMCP
by markylaredo
Unknown

Typed AI judgments for agents: choice, score, and yes/no probabilities instead of prose.

Evaluation & Benchmarks~62%
npm:openjev-mcp · local package35/wkpublished 17 d ago
awaithumansAgent
by llm_money
Unknown

HITL infrastructure for AI agents. Your agent calls awaitHuman(), a human reviews via Slack/email/dashboard, agent resumes with a typed response.

Code Review~100%Agent OrchestrationWorkflow Automation~75%Evaluation & Benchmarks~71%
npm:awaithumans · local package35/wkpublished 5 mo ago
@sx4im/skillcheckAgent
by sx4im
Unknown

Controlled A/B testing for AI agent skills, .cursorrules, CLAUDE.md, and system prompts: blind grading, bootstrap confidence intervals, and HELPS/PLACEBO/HARMS effect size measurement.

TestingEvaluation & BenchmarksPrompt Management~75%
npm:@sx4im/skillcheck · local package34/wkpublished 18 d ago
lead-scoring-ai-mcpMCP serverMCP
by CSOAI-ORG
Unknown

Lead Scoring Ai MCP Server by MEOK AI Labs

Evaluation & Benchmarks
npm:lead-scoring-ai-mcp · local package34/wkpublished 6 mo ago
marketplace-searchMCP serverMCP
by lulzasaur9192
Unknown

22 tools: search 15+ marketplaces, verify licenses, childcare costs, FCC, GSA auctions

Evaluation & Benchmarks~66%CRM & Sales~62%
npm:@lulzasaur9192/marketplace-search-mcp · local package34/wkpublished 7 mo ago
@kalisky/skarMCP serverMCP
by kalisky
Unknown

Skar turns a captured AI agent trace into a committed pytest regression test. MCP server + CLI. Use when a tool-using agent run fails and you want to lock the failure as an executable test.

Testing~66%Evaluation & Benchmarks~62%
npm:@kalisky/skar · local package34/wkpublished 6 mo ago
deepviewsMCP serverMCP
by Rswcf
Unknown

Free financial data: company analysis, DCF, comps, benchmarks, screening. No API key.

Evaluation & Benchmarks~100%
npm:deepviews-mcp · local package33/wkpublished 1 mo ago
← Previouspage 31 of 44Next →
Machine query
GET /api/v1/search?capability=ai.evaluation&status=live
Aliases

evaluation, evals, benchmark, scoring, grading, judge

Also in AI Services
  • Model Access
  • Prompt Management
  • Agent Discovery