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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.

869 records552 liveRefine in search →
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
mcp-strikeMCP serverMCP
by Leo Martinez III
Unknown

Active, runtime adversarial testing for MCP servers: point it at your own server and find out what breaks.

Security ScanningSecurity ReviewAcademic Research~80%Evaluation & Benchmarks~80%
pypi:mcp-strike · local packagepublished 4 mo ago
mcpserver-judgeMCP serverMCP
Unknown

Juiz Computacional para LLMs - MCP Server

Evaluation & Benchmarks~100%
pypi:mcpserver-judge · local packagepublished 10 mo ago
mcp-scoring-engineMCP serverMCP
Unknown

Scoring engine for MCP server quality assessment

Evaluation & Benchmarks
pypi:mcp-scoring-engine · local packagepublished 8 mo ago
CosmergonMCP serverMCP
by rkocosmergon
Unknown

Living economy for AI agents — Conway physics, energy currency, marketplace, reputation.

Evaluation & BenchmarksMarkets & Trading
pypi:cosmergon-agent · local packagepublished 2 d ago
mcp-reflectMCP serverMCP
by Jona Heidsick
Unknown

A framework for model self-reflection and meta-cognitive processing

Evaluation & Benchmarks
pypi:mcp-reflect · local packagepublished 1 y ago
mcp-mctsMCP serverMCP
by MCP-Audit
Unknown

Model Context Threat Scanner — local MCP security scanning, attack chains, inventory, CI gates, and optional Semgrep/LLM analysis

Reasoning & PlanningSecurity Scanning~100%Version Control~83%Evaluation & Benchmarks~83%Filesystem~80%
pypi:mcp-mcts · local packagepublished 5 mo ago
mcp-llm-evalMCP serverMCP
by Berkay Yildirim
Unknown

MCP server that packages LLM evaluation gates as reusable CI/CD primitives

CI/CD & DeployEvaluation & BenchmarksTesting~83%Packages & Dependencies~77%
pypi:mcp-llm-eval · local packagepublished 6 mo ago
mcp-judgeMCP serverMCP
by Nilavo Boral
Unknown

An interactive application for testing MCP tools.

Evaluation & Benchmarks~100%Terminal & Shell~78%
pypi:mcp-judge · local packagepublished 12 mo ago
mcp-guardbenchMCP serverMCP
Unknown

An evidence-based benchmark and runtime evaluation framework for secure Model Context Protocol tool-using agents.

Security ScanningEvaluation & BenchmarksDocumentation Lookup~79%
pypi:mcp-guardbench · local packagepublished 27 d ago
mcp-gauntletMCP serverMCP
by Ghaleb Dweikat
Unknown

A CI linter for what your MCP server publishes: tool poisoning and prompt injection across every surface an agent sees, definition drift between runs, and schema rot.

Security Scanning~100%CI/CD & DeployTestingEvaluation & BenchmarksSecurity Review~75%
pypi:mcp-gauntlet · local packagepublished 3 mo ago
mcp-evaluation-serverMCP serverMCP
by gqy20
Unknown

MCP工具评估助手服务器 - 优化Cherry Studio兼容性

Evaluation & Benchmarks
pypi:mcp-evaluation-server · local packagepublished 13 mo ago
mcp-data-checkMCP serverMCP
Unknown

Evaluate MCP server accuracy against known questions and answers

Evaluation & BenchmarksTestingTerminal & Shell~83%
pypi:mcp-data-check · local packagepublished 6 mo ago
mcp-cybersec-watchdogMCP serverMCP
Unknown

Cybersecurity monitoring and analysis for Linux servers via MCP

Evaluation & Benchmarks~83%
pypi:mcp-cybersec-watchdog · local packagepublished 10 mo ago
mcp-bigquery-evalsMCP serverMCP
Unknown

An MCP server for BigQuery exploration with cost guardrails and a built-in NL→SQL eval harness.

Databases~100%Evaluation & Benchmarks
pypi:mcp-bigquery-evals · local packagepublished 6 mo ago
mcp-benchmark-hygieneMCP serverMCP
by sudo-ai-git
Unknown

Detect pytest config-leakage that corrupts agent-benchmark grading. Deterministic, no-LLM.

Evaluation & Benchmarks~100%
pypi:mcp-benchmark-hygiene · local packagepublished 2 mo ago
mcp-benchmarkMCP serverMCP
by Xing Han Lù
Unknown

A benchmark for MCP.

Evaluation & Benchmarks~100%
pypi:mcp-benchmark · local packagepublished 15 mo ago
mcp-auditorMCP serverMCP
Unknown

Agentic security testing for MCP servers

Security Review~92%Filesystem~88%Evaluation & Benchmarks~76%
pypi:mcp-auditor · local packagepublished 24 d ago
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Aliases

evaluation, evals, benchmark, scoring, grading, judge

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