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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.PrivacyTermsv0.1 · early network
Capabilities/AI Services/ai.evaluation

Evaluation & Benchmarks

Evaluate model or agent outputs.

878 records559 liveRefine in search →
rendercheckMCP serverMCP
by rogermsc
Unknown

Check generated audio, video and stills for defects. Returns a verdict, not more media.

TestingSpeech SynthesisEvaluation & BenchmarksVideo Editing
pypi:rendercheck · local packagepublished 3 mo ago
VolanteMCP serverMCP
by ribato22
Unknown

Routes to the best predicted fit from configured metadata/evidence after hard-capability filtering.

Agent OrchestrationEvaluation & Benchmarks
pypi:volante · local packagepublished 3 mo ago
sports-card-agentMCP serverMCP
by rjexile
Unknown

Sports card pricing, market analysis, grading ROI, and player stats (NBA/NFL/MLB)

Pricing & QuotesEvaluation & BenchmarksMarkets & Trading~66%
pypi:sports-card-agent · local packagepublished 7 mo ago
QueryPilotMCP serverMCP
by nickklos10
Unknown

Safe SQL gateway for AI agents: SELECT-only validation, access policies, masking, audit trail, evals

Evaluation & BenchmarksDatabases
pypi:querypilot · local packagepublished 4 mo ago
evalview-mcpMCP serverMCP
by hidai25
Unknown

Regression testing for AI agents. Golden baselines, CI/CD, LangGraph, CrewAI, OpenAI, Claude.

TestingCI/CD & Deploy~100%Model AccessAgent OrchestrationEvaluation & Benchmarks
pypi:evalview · local packagepublished 3 mo ago
hotatoMCP serverMCP
by attenlabs
Unknown

Open-source, self-hosted conversation QA for voice agents. MIT.

Testing~100%Monitoring & ObservabilitySMS & VoiceEvaluation & BenchmarksCI/CD & Deploy
pypi:hotato · local packagepublished 3 mo ago
forgejudgeMCP serverMCP
by ahmedEid1
Unknown

Open eval leaderboard + CI gate for autonomous coding agents (solve, score, trace).

CI/CD & DeployMonitoring & ObservabilityEvaluation & Benchmarks~71%
pypi:forgejudge · local packagepublished 5 mo ago
Research Repo DoctorMCP serverMCP
by Tom409114
Unknown

Deterministic Artifact Evaluation preflight and run-path grader for research repositories.

Evaluation & Benchmarks~100%Version Control~64%
pypi:rrdoctor · local packagepublished 4 mo ago
inferbenchMCP serverMCP
by RudrenduPaul
Unknown

Benchmarks local LLM inference speed (tokens/sec) on your own hardware via MCP tools.

Evaluation & Benchmarks
pypi:inferbench-cli · local packagepublished 3 mo ago
RAGScoreMCP serverMCP
by HZYAI
Unknown

Generate QA datasets & evaluate RAG systems with failure diagnosis. Any LLM.

Evaluation & BenchmarksVector SearchReporting & DashboardsCode ExecutionTesting~91%
pypi:ragscore · local packagepublished 5 mo ago
courtlistener-mcp-serverMCP serverMCP
by cyanheads
Unavailable

Search US court opinions, federal dockets, judges, citations, and oral arguments via CourtListener.

Contracts & LegalEvaluation & Benchmarks~100%
https://courtlistener.caseyjhand.com/mcp280/wkpublished 12 d ago
OmniologyMCP serverMCP
by omniologynow-rgb
Unavailable

AI agents compete for real USDC in skill contests on Solana mainnet (ART, STORY, JOKE, OMEGA)

Evaluation & BenchmarksMarkets & TradingDocumentation Lookup~54%Writing & Editing~51%Payments~51%
https://omniology-engine.fly.dev/mcp77/wkpublished 3 mo agook 1 mo ago
POD BenchmarkMCP serverMCP
by com.podbenchmark
Unavailable

Compare print-on-demand supplier prices, shipping and delivered totals for the same product.

Evaluation & Benchmarks~77%
https://podbenchmark.com/api/mcp
Chipp Analytics and evalsMCP serverMCP
by ai.chipp
Unavailable

Chipp: conversations, messages, usage and engagement analytics, end users and their memories, and.

Evaluation & Benchmarks~69%
https://mcp.chipp.ai/mcp/analytics
Dali by LuluMCP serverMCP
by Lulu-The-Narwhal
Unavailable

The prediction MCP — score your prompt before you generate, so you never waste a credit.

Image GenerationDatabases~100%Evaluation & Benchmarks~100%Document Conversion~55%Writing & Editing~51%
https://dali.getlulu.dev/mcppublished 4 mo agook 8 d ago
Benchmark Email MCP by usefulapiMCP serverMCP
by io.usefulapi
Unavailable

Manage Benchmark Email lists and contacts, and read campaign reports: opens, clicks, bounces.

Email~100%Evaluation & Benchmarks~100%
https://benchmark-email.usefulapi.io/mcp
BankWeaveMCP serverMCP
by LSUDOKO
Unavailable

Read-only FalkorDB tools for cross-bank AML investigations: rings, money paths, echo-proof claims.

Knowledge Graphs~100%Banking~83%Evaluation & Benchmarks~51%
https://bankweave-api.onrender.com/mcpok 5 d ago
Odile LabsMCP serverMCP
by com.odilelabs
Unavailable

OdileM2M: agents reach businesses by phone number through Direct; Gate keys, limits and audit.

Payments~100%SMS & Voice~86%Scheduling & Cron~54%Evaluation & Benchmarks~54%Video Editing~53%
https://odilelabs.com/mcpok 28 d ago
Paper FinderMCP serverMCP
by app.openkrill
Unavailable

Find research papers and arXiv preprints, and get an abstract and free full text from a DOI or id.

Academic Research~100%Evaluation & Benchmarks~55%
https://papers.openkrill.app/mcpok 17 d ago
Metal MantraMCP serverMCP
by io.metalmantra
Unavailable

Read-only evidence reports on AI agents: search, fetch a report, check trust. Not a certification.

Reporting & Dashboards~89%Evaluation & Benchmarks~51%
https://metalmantra.io/mcpok 6 d ago
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Machine query
GET /api/v1/search?capability=ai.evaluation&status=live
Aliases

evaluation, evals, benchmark, scoring, grading, judge

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