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MCP servers tagged evaluation-framework

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

10
live servers
43
avg trust
5.2K
most stars
1

Kiln

Kiln-AI

Build, Evaluate, and Optimize AI Systems. Includes evals, RAG, agents, fine-tuning, synthetic data generation, dataset management, MCP, and more.

★ 5.2Kupdated 3 days ago
64
2

Kiln

Build, Evaluate, and Optimize AI Systems. Includes evals, RAG, agents, fine-tuning, synthetic data generation, dataset management, MCP, and more.

★ 95
64
3

Coder Eval

Test that your Claude Code skills, MCP servers, and CLIs actually work when an agent uses them — sandboxed YAML suites, activation checks, A/B experiments, CI gates.

52
4

Skill Optimizer

Benchmark, evaluate, and optimize skills to ensure reliable performance across all LLMs

44
5

Benchmark

HintasInc

Head-to-head benchmark comparing the official MCP to the MCP auto-created by Hintas.

★ 5updated 3 days agoApache-2.0
34
6

Uhbs Standard

uhbs

Universal Honeypot Benchmarking Standard (UHBS) v4.6.0 — open-source beta framework for vendor-neutral honeypot / deception evaluation

★ 2updated a month ago
34
7

Aobench

Role-aware, permission-enforced benchmark for LLM agents that operate HPC systems — SLURM, telemetry, RBAC, docs, facility. A policy violation hard-fails the task. 88 tasks (10 ca…

34
8

Lens Kit

mrhpython

Trainable 10-lens validation gate for AI-generated text. Outside-in: a separate model checks the output, fixed checks, inspectable findings, fail-closed. Apache-2.0 — own it and t…

34
9

Quorel Free

MikeLegemah5799

Quorel is an MCP server that scores AI agent responses before they reach a user, a trust layer an agent calls mid-turn, not a dashboard someone checks after the fact.

34
10

Swe Gym

shahroz-maqsood-se

Reproducible RL environments for evaluating coding agents on real software-engineering tasks through MCP tools. Deterministic verification, golden reference solutions, and CI that…

34
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