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

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Records are indexed from public sources and attributed to them. Observed data is ours; declared data is theirs.v0.1 · early network
Capabilities/AI Services/ai.evaluation

Evaluation & Benchmarks

Evaluate model or agent outputs.

89 records29 liveRefine in search →
@cyanheads/evals-mcp-serverMCP serverMCP
by cyanheads
Unknown

Author verifiable eval records through a draft → review → revise → submit loop with server-enforced graders; compile to JSONL/CSV/Inspect/lm-eval via MCP. STDIO or Streamable HTTP.

Evaluation & Benchmarks
npm:@cyanheads/evals-mcp-server · local package258/wkpublished 14 d ago
@kaidn/mcpMCP serverMCP
by kaidn.io
Unknown

Investigate fraud from Claude, Cursor or any MCP client. Explain any verdict with the evidence behind it, pivot from one signup to every account sharing its device, IP or inbox, check an entity against a cross-operator abuse network, and work the review q

Devices & IoT~100%Email~100%Accounting~71%Evaluation & Benchmarks~66%
npm:@kaidn/mcp · local package230/wkpublished 11 d ago
auxiliar-mcpMCP serverMCP
by alextakayama
Unknown

Eval-backed tool discovery for AI agents on the auxiliar.ai web-access gateway. recommend_tools picks the best search, scraping, browser-automation or voice provider for a job from measured benchmarks (quality, latency, cost, error rate), returning routes

Web ScrapingEvaluation & BenchmarksWeb SearchBrowser Automation~86%
npm:auxiliar-mcp · local package215/wkpublished 2 mo ago
@zerobounce/mcpMCP serverMCP
by zerobounce
Unknown

Model Context Protocol server for ZeroBounce email validation, verification, and intelligence. Provides comprehensive email validation, AI scoring, email finder, domain search, and bulk processing capabilities for AI coding assistants.

Evaluation & Benchmarks~100%Email
npm:@zerobounce/mcp · local package204/wkpublished 18 d ago
llm-advisor-mcpMCP serverMCP
by pepk
Unknown

MCP server for LLM/VLM model selection — compare 300+ models with real-time benchmarks, pricing, and personalized recommendations. No API key required.

Pricing & QuotesEvaluation & Benchmarks~100%Model Access
npm:llm-advisor-mcp · local package169/wkpublished 3 mo ago
ainative-zerodb-memory-mcpMCP serverMCP
by ainative-studio
Unknown

AINative ZeroDB Memory MCP Server - 18 tools for agent memory: 9 memory + 5 write-back (Slack, Gmail, Calendar, GitHub, Notion) + 4 plan artifacts (persistent plans/PRDs across sessions with diff history). Auto-context middleware. Production-ready for Cla

Vector SearchAgent Memory~100%Agent OrchestrationDatabases~68%CI/CD & Deploy~68%
npm:ainative-zerodb-memory-mcp · local package169/wkpublished 1 mo ago
Tokonomix CouncilMCP serverMCP
by ai.tokonomix
Unknown

Multi-model consensus: 2-6 frontier LLMs answer, an independent judge synthesises one answer.

Vector SearchImage UnderstandingEvaluation & Benchmarks~100%
npm:tokonomix-council-mcp · local package164/wkpublished 1 mo ago
langfuse-mcpMCP serverMCP
by hugoles
Unknown

MCP server that exposes the Langfuse REST API as tools — query traces, observations, sessions, scores, prompts, datasets, and metrics from any MCP client.

Prompt ManagementMonitoring & ObservabilityEvaluation & Benchmarks
npm:langfuse-mcp · local package159/wkpublished 4 mo ago
@iris-eval/mcp-serverMCP serverMCP
by iris-eval
Unknown

Stop shipping agents on vibes. Score every agent output for quality, safety, and cost.

Monitoring & ObservabilityEvaluation & Benchmarks
npm:@iris-eval/mcp-server · local package129/wkpublished 11 h ago
@justhandledlabs/agent-clientMCP serverMCP
by justhandledlabs
Unknown

Guarded CLI and MCP client for JustHandled's x402 utility gateway

PaymentsMonitoring & Observability~75%Evaluation & Benchmarks~71%
npm:@justhandledlabs/agent-client · local package127/wkpublished 1 mo ago
@omniology/mcp-serverMCP serverMCP
by mgbinc1881
Unknown

Autonomous MCP server for Omniology — real-USDC AI agent skill contests on Solana mainnet. A live benchmark against real agents, every 88 seconds, 24/7.

Evaluation & BenchmarksMarkets & Trading
npm:@omniology/mcp-server · local package124/wkpublished 1 mo ago
tokrepo-mcp-serverMCP serverMCP
by keeprule
Unknown

Agent-native MCP server for TokRepo - discover, verify, plan, safely install, hand off, and push AI assets from MCP clients.

Prompt ManagementWorkflow AutomationAgent Discovery~75%Evaluation & Benchmarks~62%
npm:tokrepo-mcp-server · local package116/wkpublished 3 mo ago
agent-services-mcpMCP serverMCP
by gareth1953
Unknown

MCP server exposing paid (x402) and free tools for AI agents — content provenance, quality scoring, and action audit — each backed by Ed25519-signed receipts on Cloudflare Workers.

Invoice Processing~100%PaymentsCloud Platforms~100%Evaluation & Benchmarks~100%
npm:agent-services-mcp · local package115/wkpublished 3 mo ago
@lulzasaur9192/marketplace-search-mcpMCP serverMCP
by lulzasaur9192
Unknown

MCP server with 22 tools for marketplace search, price comparison, license verification, childcare costs, estate sales, storage pricing, GSA auctions, home services, FCC lookup, and AI skill safety — TCGPlayer, Reverb, Grailed, Redfin, Poshmark, Craigslis

CRM & Sales~100%Evaluation & Benchmarks~66%
npm:@lulzasaur9192/marketplace-search-mcp · local package111/wkpublished 5 mo ago
ffmpeg-render-proMCP serverMCP
by beeswaxpat
Unknown

Parallel video rendering with live dashboard, GPU auto-detection, checkpoint system, and stream-copy concat. Includes an MCP server, a Claude Code skill, and a CLI.

Video EditingReporting & DashboardsEvaluation & Benchmarks~66%
npm:ffmpeg-render-pro · local package97/wkpublished 24 h ago
stresszero-mcpMCP serverMCP
by stresszero
Unknown

MCP server for StressZero Intelligence API — burnout prevention self-assessment (non-medical) for AI agents, coaches, and HR platforms

HR & RecruitingEvaluation & Benchmarks
npm:stresszero-mcp · local package89/wkpublished 21 d ago
clarvia-mcp-serverMCP serverMCP
by digitamaz
Unknown

MCP quality scanner and tool discovery for autonomous agents. Search 27,843+ indexed tools, check AEO (answer-engine-optimization) readiness scores, validate MCP server quality, find alternatives — the standard tool-validation layer before any agent calls

Security ScanningAgent DiscoveryEvaluation & Benchmarks~66%
npm:clarvia-mcp-server · local package76/wkpublished 5 mo ago
puzzletideMCP serverMCP
by catorch
Unknown

Word search generator, crossword generator, and sudoku generator + solver in one local-first CLI — printable PDF puzzle worksheets, themed word banks, verifiable LLM evals, and bundled agent skills.

Evaluation & Benchmarks~100%Packages & Dependencies~66%
npm:puzzletide · local package61/wkpublished 2 mo ago
decisionmatrix-mcpMCP serverMCP
by inity13
Unknown

DecisionMatrix MCP — deterministic multi-criteria decision analysis for AI agents: score, rank & explain options with weighted-sum, weighted-product, or TOPSIS. Runs over stdio (npx) or as a remote server.

Evaluation & Benchmarks~66%
npm:decisionmatrix-mcp · local package52/wkpublished 24 d ago
mcpscopeMCP serverMCP
by ffleurey
Unknown

A local-first workbench for developing, inspecting, and benchmarking MCP servers against local (LM Studio, Ollama) or remote (OpenRouter) models — Web UI, CLI, and MCP interface over one shared store.

Model AccessEvaluation & BenchmarksMonitoring & Observability
npm:mcpscope · local package51/wkpublished 22 d ago
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Machine query
GET /api/v1/search?capability=ai.evaluation&status=live
Aliases

evaluation, evals, benchmark, scoring, grading, judge

Also in AI Services
  • Model Access
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