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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.

867 records548 liveRefine in search →
prove-itMCP serverMCP
by ark-forge
Unknown

Free public benchmark for AI agents: compliance tasks, every claim checked against signed receipts

Evaluation & Benchmarks
pypi:proveit-mcp · local packagepublished 17 d ago
portfolio-rotation-mcpMCP serverMCP
Unknown

MCP server for portfolio rotation analysis -- works with Claude, ChatGPT, Gemini, and any MCP client

Markets & TradingEvaluation & Benchmarks
pypi:portfolio-rotation-mcp · local packagepublished 8 mo ago
phi-guard-mcpMCP serverMCP
by Charles Ree
Unknown

MCP server and CLI for detecting, redacting, and auditing PHI before medical text is sent to AI agents.

Evaluation & Benchmarks~86%CI/CD & Deploy~69%
pypi:phi-guard-mcp · local packagepublished 4 mo ago
perfdigest-mcpMCP serverMCP
by Hamza Usta
Unknown

Local MCP server that digests development-loop reports — profilers (NVIDIA ncu, AMD rocprof, Linux perf, Apple Metal, chrome-trace), build tools (ptxas, clang -ftime-trace, cmake, ninja, cargo), benchmarks (criterion), CI run logs, and git change state — into token-efficient JSON for LLM coding age…

Evaluation & Benchmarks~80%
pypi:perfdigest-mcp · local packagepublished 17 d ago
paper-scoring-mcpMCP serverMCP
by Paper Scoring contributors
Unknown

MCP server for the Paper Scoring core

Packages & Dependencies~100%Evaluation & Benchmarks~100%Filesystem~88%
pypi:paper-scoring-mcp · local packagepublished 2 mo ago
opik-mcpMCP server
by Comet ML
Unknown

Model Context Protocol server for Opik (Comet's LLM observability platform).

Monitoring & ObservabilityEvaluation & Benchmarks
pypi:opik-mcp · local packagepublished 23 h ago
POD BenchmarkMCP serverMCP
by com.podbenchmark
Unknown

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

Evaluation & Benchmarks~77%
https://podbenchmark.com/api/mcp
openlayer-mcpMCP serverMCP
Unknown

MCP server for the Openlayer platform

Evaluation & Benchmarks~81%Documentation Lookup~79%
pypi:openlayer-mcp · local packagepublished 2 d ago
oj-mcp-serverMCP serverMCP
Unknown

MCP server for an Online Judge

Evaluation & Benchmarks~100%Packages & Dependencies~77%
pypi:oj-mcp-server · local packagepublished 8 mo ago
NIRA Video Production MCPMCP serverMCP
by pachote
Unknown

Video production MCP: 55 tools — edit, grade, TTS captions, beat-sync, master, AI generate.

Video EditingVideo Generation~68%Evaluation & Benchmarks~66%
pypi:nira-video-mcp · local packagepublished 5 mo ago
multivon-mcpMCP serverMCP
Unknown

MCP server exposing multivon-eval + pdfhell as agent-callable tools. Drop into Claude Desktop, Cursor, Cline, or any MCP-compatible AI coding agent.

Evaluation & Benchmarks
pypi:multivon-mcp · local packagepublished 1 mo ago
log-ai-compressorMCP serverMCP
by hu-chenyu
Unknown

Local log forensics: compress logs into citable evidence with root-cause confidence tiers.

Evaluation & Benchmarks
pypi:log-ai-compressor · local packagepublished 19 h ago
moodle-mcpMCP serverMCP
Unknown

A Model Context Protocol (MCP) server implementation that provides capabilities to interact with Moodle LMS.

Evaluation & Benchmarks~84%
pypi:moodle-mcp · local packagepublished 4 mo ago
ml-inspector-mcpMCP serverMCP
Unknown

Framework-agnostic ML model analysis MCP server — evaluate, explain, and report on any trained model via Claude

Evaluation & Benchmarks~100%
pypi:ml-inspector-mcp · local packagepublished 2 mo ago
meok-vehicle-handover-mcpMCP serverMCP
by CSOAI-ORG
Unknown

Vehicle handover compliance — NAMA Vehicle Grading, BVRLA Fair Wear & Tear, photographic POD

Evaluation & Benchmarks~100%
pypi:meok-vehicle-handover-mcp · local packagepublished 4 mo ago
meok-quantum-scoring-mcpMCP serverMCP
by CSOAI-ORG
Unknown

MEOK AI Labs - quantum-scoring MCP server extracted from SOV3

Evaluation & Benchmarks
pypi:meok-quantum-scoring-mcp · local packagepublished 4 mo ago
memnest-mcpMCP serverMCP
by arunkse
Unknown

Persistent graph memory MCP server for AI agents using LadybugDB

Vector SearchAgent MemoryEvaluation & Benchmarks~100%Knowledge Graphs
pypi:memnest-mcp · local packagepublished 1 mo ago
mcp-toolproofMCP serverMCP
by Nilkanth Suthar
Unknown

Automated tests for MCP servers: schema checks, YAML tests, fuzzing, benchmarks, tool-selection evals and a pytest plugin.

Evaluation & BenchmarksCI/CD & DeployTestingDocumentation Lookup~79%
pypi:mcp-toolproof · local packagepublished 14 d ago
mcp-tool-evalsMCP serverMCP
Unknown

Behavioral evaluation and description linting for MCP servers

Evaluation & Benchmarks~100%Testing
pypi:mcp-tool-evals · local packagepublished 1 mo ago
mcp-testingMCP serverMCP
Unknown

Local testing framework for MCP (Model Context Protocol) servers

TestingEvaluation & Benchmarks~81%
pypi:mcp-testing · local packagepublished 13 mo ago
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Aliases

evaluation, evals, benchmark, scoring, grading, judge

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