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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 →
jevguard-mcpMCP server
by Seb4Ez
Unknown

Official Model Context Protocol (MCP) server for JevGuard deterministic evaluation runtime.

Evaluation & Benchmarks
pypi:jevguard-mcp · local packagepublished 1 mo ago
cpbv-mcp-serverMCP serverMCP
Unknown

MCP Server for querying enterprise performance benchmark values (企业绩效标准值查询服务)

Evaluation & BenchmarksVersion Control~79%
pypi:cpbv-mcp-server · local packagepublished 9 mo ago
codabench-mcpMCP serverMCP
by harshitAgr
Unknown

MCP server for the Codabench REST API — drives a full ML-benchmark participant workflow.

Evaluation & Benchmarks~100%
pypi:codabench-mcp · local packagepublished 6 mo ago
cleanlib-mcp-serverMCP serverMCP
Unknown

CleanLibrary MCP server — exposes verdict-aware supply-chain risk assessment as Model Context Protocol tools for AI agent workflows

Security Review~81%Documentation Lookup~79%Evaluation & Benchmarks~71%
pypi:cleanlib-mcp-server · local packagepublished 1 mo ago
canvas-teacher-mcpMCP serverMCP
Unknown

Canvas LMS for instructors over MCP — build pages and quizzes, and grade

Evaluation & Benchmarks
pypi:canvas-teacher-mcp · local packagepublished 3 mo ago
eval-judge-mcpMCP server
Unknown

Judges agent/RAG outputs (relevance, hallucination, accuracy, routing, prompt injection) using Laya instead of LLM-as-judge -- usable as an MCP server or as a plain Python library.

Evaluation & Benchmarks~100%Vector Search
pypi:eval-judge-mcp · local packagepublished 1 mo ago
aus-accounting-mcpMCP serverMCP
by ryanduguid
Unknown

Reviews, 14 bounded tax and super worksheets, cited retrieval from your local Markdown. Not advice.

AccountingEvaluation & Benchmarks~69%
pypi:aus-accounting-mcp · local packagepublished 10 d ago
artefact-mcp-fastmcpMCP serverMCP
Unknown

Methodology-driven MCP server for revenue intelligence: RFM analysis, 14.5-point ICP scoring, pipeline health scoring, and HubSpot integration

CI/CD & Deploy~100%CRM & SalesEvaluation & Benchmarks~100%
pypi:artefact-mcp-fastmcp · local packagepublished 9 mo ago
artefact-revenue-intelligenceMCP serverMCP
by alexboissAV
Unknown

Revenue intelligence MCP: RFM analysis, 14.5-point ICP scoring, pipeline health. HubSpot.

CI/CD & Deploy~100%CRM & SalesEvaluation & Benchmarks~100%
pypi:artefact-mcp · local packagepublished 6 mo ago
alpha-terminal-mcpMCP serverMCP
Unknown

Alpha Terminal MCP Server - the governance layer for the AI economy

Terminal & Shell~100%Evaluation & Benchmarks~83%Packages & Dependencies~77%
pypi:alpha-terminal-mcp · local packagepublished 6 mo ago
agm-memory-mcpMCP serverMCP
Unknown

AGM — Agent Memory Management. Provenance-tagged memory infrastructure for multi-agent AI systems. MCP server with trust scoring, behavioral fingerprinting, and memory poisoning defense.

Agent MemoryAgent OrchestrationEvaluation & Benchmarks~100%CI/CD & Deploy~76%Version Control~75%
pypi:agm-memory-mcp · local packagepublished 9 d ago
agent-trust-stack-mcpMCP serverMCP
Unknown

MCP server for autonomous AI agent trust — cryptographic provenance (Chain of Consciousness with Bitcoin OpenTimestamps), decentralized reputation (Agent Rating Protocol with bilateral blind evaluation). Part of the 7-protocol Agent Trust Stack.

Evaluation & Benchmarks~84%Filesystem~80%
pypi:agent-trust-stack-mcp · local packagepublished 7 mo ago
AgentTrustMCP serverMCP
by raditotev
Unknown

MCP Server for Agent Reputation & Trust Scoring

Evaluation & Benchmarks
pypi:agent-trust-mcp · local packagepublished 7 mo ago
agent-eval-mcpMCP serverMCP
Unknown

Deterministic evaluation tools for AI coding agents, exposed as an MCP server.

Code Review~100%Version Control~100%CI/CD & Deploy~100%Evaluation & BenchmarksTasks & To-do~75%
pypi:agent-eval-mcp · local packagepublished 7 mo ago
MCP TraceMCP serverMCP
by abhishekash
Unknown

Query OpenTelemetry traces from agent runs through MCP.

Monitoring & ObservabilityEvaluation & Benchmarks~62%
pypi:abhishekash-mcp-trace · local packagepublished 22 d ago
aa-mcpMCP serverMCP
by Jasen
Unknown

MCP server wrapping the Artificial Analysis API for LLM and multimodal model data queries

Evaluation & BenchmarksDocumentation Lookup~79%Packages & Dependencies~77%
pypi:aa-mcp · local packagepublished 5 mo ago
auto-assessor-mcpMCP server
by Alexandr Latushkin
Unknown

MCP server for automatic assessment (grading) of tasks.

Evaluation & Benchmarks
pypi:auto-assessor-mcp · local packagepublished 12 d ago
custovox-ticket-scorerMCP serverMCP
by jeremdecustovox
Unknown

custovox.ai support ticket scoring MCP server: priority, category, sentiment, escalation risk

Customer SupportEvaluation & Benchmarks~100%
pypi:custovox-ticket-scorer · local packagepublished 7 d ago
BacklotMCP serverMCP
by brekkylab
Unknown

Local emulator for Slack, Gmail, Drive, GitHub, Jira, Notion, S3 and more, with per-document ACLs

Version ControlProject ManagementNotes & DocsTeam ChatEmail
pypi:backlot · local packagepublished 7 d ago
SQL Benchmarks LabMCP serverMCP
by rctruta
Unknown

Query pre-computed SQL engine benchmarks. Runs standalone, no server setup required.

DatabasesEvaluation & Benchmarks~100%
pypi:sqlbenchdag · local packagepublished 9 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
  • Prompt Management
  • Agent Discovery