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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.

877 records557 liveRefine in search →
SetuHQ transit searchMCP serverMCP
by ashfordeOU
Unknown

Search, vet and explain TESS transit candidates with provenance. Candidates, never confirmations.

Evaluation & Benchmarks
pypi:setuhq · local packagepublished 8 d ago
falsepassMCP serverMCP
by Super-Eric
Unknown

Find RL environment graders that pay wrong answers: probes reward code, returns reproducible leads

Evaluation & Benchmarks
pypi:falsepass · local packagepublished 11 d ago
mcp-trace-inspectorMCP serverMCP
by abhishekash
Unknown

Read local agent-run JSONL traces through MCP for failures, approvals, and run comparisons.

Monitoring & ObservabilityEvaluation & Benchmarks~62%
pypi:agenthawk · local packagepublished 18 d ago
GroundLensMCP serverMCP
by groundlens-dev
Unknown

Guardrails for LLM answers: exact checks against sources, PASS/REVIEW/FAIL, signed records.

Vector SearchEvaluation & Benchmarks~62%
pypi:groundlens · local packagepublished 14 d ago
EvalGate Product MCPMCP serverMCP
by www.evalgate.com
Unknown

Authenticated, organization-scoped MCP tools for EvalGate quality evidence and planning.

Evaluation & Benchmarks~100%
no endpoint declared
EvalForge LiteMCP serverMCP
by thejaredchapman
Unknown

Compare text LLMs across OpenRouter, Bedrock, Vertex AI and Foundry with automated grading.

Model AccessEvaluation & Benchmarks
pypi:evalforge-lite · local packagepublished 15 d ago
SpanHoundMCP serverMCP
by abhishekash
Unknown

Capture local agent traces and inspect failures, approvals, and run comparisons.

Monitoring & ObservabilityEvaluation & Benchmarks~62%
pypi:spanhound · local packagepublished 15 d ago
tokentrustMCP serverMCP
by RudrenduPaul
Unknown

Verifies token/cost savings claimed by AI context-reduction proxies via MCP tools.

Evaluation & BenchmarksCode Generation~75%Testing~66%
pypi:tokentrust-cli · local packagepublished 1 mo ago
slop-evalMCP serverMCP
by RudrenduPaul
Unknown

Wraps the slop-eval CLI as a single generic MCP tool for genericness scoring of AI UI output.

Evaluation & Benchmarks~100%3D & DesignCI/CD & DeployCode Review~64%
pypi:slop-eval-cli · local packagepublished 1 mo ago
memtrustMCP serverMCP
by RudrenduPaul
Unknown

Independent, reproducible benchmark harness for agent-memory backends.

Agent MemoryEvaluation & Benchmarks
pypi:memtrust-cli · local packagepublished 1 mo ago
redlineMCP serverMCP
by gowtham0992
Unknown

Run local prompt regression checks from prompt-response logs in AI coding assistants.

Evaluation & BenchmarksTesting~66%
pypi:redline-ai · local packagepublished 4 mo ago
numguardMCP serverMCP
by ipezygj
Unknown

Verify a number before an agent asserts it — evals, backtests (Deflated Sharpe), signed receipts.

Evaluation & Benchmarks~100%
pypi:numguard · local packagepublished 2 mo ago
freelancer-payment-protectionMCP serverMCP
by RudrenduPaul
Unknown

Wraps the fpp CLI as a single generic MCP tool for freelancer client payment-risk checks.

Payments~100%DatabasesInvoice Processing~66%Evaluation & Benchmarks~66%
pypi:freelancer-payment-protection-cli · local packagepublished 3 mo ago
pdfmuxMCP serverMCP
by NameetP
Unknown

PDF-to-Markdown extraction that audits its own output and flags any extractor's silent drops.

OCRData Extraction~100%Vector SearchCI/CD & Deploy~68%CRM & Sales~68%
pypi:pdfmux · local packagepublished 3 mo ago
Oblique Markets paid MCPMCP serverMCP
by oblique.markets
Unknown

MCP over HTTP; every tool is an x402-paid endpoint settled per call in USDC on Base or Solana — no accounts, no API keys.

Writing & Editing~100%Payments~100%Markets & Trading~100%People & Company Research~100%Data Extraction~55%
no endpoint declared
Verigent MCP ServerMCP serverMCP
by verigent.ai
Unknown

MCP server that lets an agent run an independent Verigent verification of its own capability (proof-or-zero) and read the result. Free first run.

Evaluation & Benchmarks
no endpoint declared
ami-surveyMCP serverMCP
by speedofred
Unknown

Measures the cost, tokens and duration of a completed agent workflow from its session log.

Evaluation & Benchmarks
pypi:ami-survey · local packagepublished 2 mo ago
cloud-auditMCP serverMCP
by gebalamariusz
Unknown

AWS security scanner with attack chain detection, IAM privilege escalation, and fixes

Cloud PlatformsSecurity ScanningEvaluation & Benchmarks~69%CI/CD & Deploy~56%
pypi:cloud-audit · local packagepublished 2 mo ago
social-media-analyticsMCP serverMCP
by vpatser1
Unknown

Profile analysis, hashtag research, content calendars, competitor benchmarks, viral scoring

Social Media~83%Evaluation & Benchmarks~83%
npm:social-media-analytics · local package
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
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GET /api/v1/search?capability=ai.evaluation&status=live
Aliases

evaluation, evals, benchmark, scoring, grading, judge

Also in AI Services
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