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MCP servers tagged ai-evaluation

30 live MCP servers tagged "ai-evaluation", ranked by trust score. Tags come from package metadata and repository topics, so this list covers servers across every category that work with ai-evaluation.

30
live servers
36
avg trust
76K
most stars
1

Headroom

headroomlabs-ai

Compress tool outputs, logs, files, and RAG chunks before they reach the LLM. 20% fewer tokens for coding agents, 60-95% fewer tokens for JSON, same answers. Library, proxy, MCP s…

★ 76Kupdated 4 days agoApache-2.0
87
2

Agentic AI

mahmoudrabie

Agentic AI research papers, benchmarks, frameworks, and tools curated across 24 domains.

★ 161updated 5 days agoMIT
52
3

Nasde Toolkit

CLI for benchmarks & evals of AI coding agents — on tasks you already understand, using your Claude / Codex / Gemini individual subscriptions or API keys.

39
4

Agent Triage

converra

Diagnose your AI agents in production. Extract policies from prompts, evaluate traces, generate diagnostic reports.

★ 4updated 7 months ago
34
5

Bottrade

jyron

SDK, MCP integrations, examples, and verified benchmarks for AI trading agents.

★ 2updated 3 months ago
34
6

Gutfeel

huayaney-exe

Usability testing for MCP servers. A decision model that doesn't deliberate gets a bare user mission and walks your tools for real: every path, wrong turn and dead end, mapped and…

★ 2
34
7

Headroom

turangenesis

More human oversight can make an AI agent less safe. Headroom is a human-in-the-loop firewall for coding agents that measures when to trust the human: oversight as resource alloca…

★ 2updated 4 months ago
34
8

Agentic Frontier Observatory

lostlight530

Bilingual, source-grounded observatory tracing global AI from its intellectual and computational roots to the agentic frontier across models, protocols, runtimes, evaluation, safe…

★ 1updated 8 days ago
34
9

Agent Reliability Toolkit

MrRex168

Test AI agents repeatedly, measure reliability, classify failures, and catch regressions before production.

★ 1updated a month ago
34
10

Grandjury

Pluralistic human evaluation infrastructure for AI in production

34
11

Mdb API Layer

A pytest-based API testing framework for the TMDB REST API, showcasing modern SDET: end-to-end integration tests, Pact contract validation, Dockerized parallel runs, Kubernetes-ba…

34
12

Goodbotbadbot

The MCP server behind goodbotbad.bot, where the crowd rules AI transcripts good bot or bad bot.

34
13

Harneloop

Build self-evolving AI agent harnesses with portable harness units, artifact-aware testing, trace-backed diagnosis, and evidence-gated promotion.

34
14

Awesome Agentic AI

Curated Agentic AI resources: AI agent frameworks, tutorials, courses, projects, MCP tools, research papers, evaluation, security, and production guides.

34
15

Agent Skill Forge

Spec-driven AI agent skill generator and verification pipeline for building, testing, repairing, and packaging production-ready agent skills.

34
16

Multivon MCP

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

34
17

Intent Eval Lab

Vendor-neutral research umbrella for measuring AI plugin, agent, and MCP server quality across CLI runtimes (Claude Code, Gemini CLI, Copilot CLI, Codex CLI).

34
18

J Rig Skill Binary Eval

Binary-criteria evaluation harness for Claude skills with planned extension to plugins, agents, and MCP servers. Score every change yes/no across 7 layers — package integrity, tri…

34
19

Meva Health AI

Open-source framework for evaluating whether AI agents retrieve and faithfully use medical evidence from synthetic FHIR records.

34
20

AI Engineering Learning

An eight-day, agent-first AI engineering curriculum for non-technical learners.

34
21

Moses

SunrisesIllNeverSee

MO§ES™ — Enterprise AI Operator Evaluations. Marketing site + MCP server. mos2es.org

34
22

Software Engineering Rl Lab

Kartikm09

Reproducible MCP tool-discovery environments for evaluating coding-agent engineering work.

updated 2 months ago
34
23

Vidbyte SDK

cerredz

Python SDK for building, evaluating, and debugging reliable AI agent harnesses.

updated 3 months ago
34
24

Accura

AnnusShahzad

Accura is a multi-agent AI platform designed to generate, evaluate, and refine AI responses until they meet a defined quality threshold. It uses a combination of generator and eva…

34
25

Outputproof

IntuitiveDesigns

Verification infrastructure for AI agent output — assertions, LLM-as-judge scoring, audit logs, and reliability gates before generated work is trusted.

34
26

Cclawton

cclawton

Agentic systems, model evaluation, and tools for creative work

34
27

Agentic Compliance Checker

perspectivism

Self-verifying LLM agent for repo/IaC assessment against code-detectable NIST 800-53-inspired controls, with evidence-backed verdicts and evals.

34
28

E2H

OssaBellator

Evidence-to-Harness toolkit for reproducible AI-agent evaluations, observable evidence, deterministic replay, and verifiable releases.

34
29

Aitour27 ILL224 See How Far One Agent Goes In Copilot Studio

microsoft

No description published.

★ 1
30
30

Learn Agent Harness

No description published.

30
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