evaluation mcp servers

30 tagged evaluation, measured the same way as everything else here.

playwright

01

langwatch/langwatch

MCP server Claude CodeCodexCursor +2

MCP server "playwright" as configured in langwatch/langwatch. Launched with bash -c d=$PWD; while [ "$d" != / ] && [ ! -f "$d/dev/scripts/playwright-mcp.sh".

3.5k 2d ago A tokens not measured original Apache-2.0

playwright-headed

02

langwatch/langwatch

MCP server Claude CodeCodexCursor +2

MCP server "playwright-headed" as configured in langwatch/langwatch. Launched with bash -c d=$PWD; while [ "$d" != / ] && [ ! -f "$d/dev/scripts/playwright-mcp.sh".

3.5k 2d ago A tokens not measured copy · 89% Apache-2.0

codebase-memory-mcp

03

suyoumo/ClawProBench

MCP server Claude CodeCodexCursor +2

MCP server "codebase-memory-mcp" as configured in suyoumo/ClawProBench. Launched with codebase-memory-mcp.

823 7d ago A tokens not measured original Apache-2.0

evalview

04

hidai25/eval-view

MCP server Claude CodeCodexCursor +2

MCP server "evalview" as configured in hidai25/eval-view. Launched with evalview mcp serve. Needs 2 environment variables to run.

132 9d ago A tokens not measured original Apache-2.0

evalview-mcp

05

hidai25/eval-view

MCP server Claude CodeCodexCursor +2

Open-source testing and regression detection framework for AI agents. Golden baseline diffing, CI/CD integration, works with LangGraph, CrewAI, OpenAI, Anthropic Claude, HuggingFace, Ollama, and MCP. Runs locally from the evalview Python package. Needs 1 environment variable to run.

132 9d ago A tokens not measured original Apache-2.0

filesystem

06

redhat-community-ai-tools/harness-eval

MCP server Claude CodeCodexCursor +2

Gives the agent read and write access to a set of allowed directories on the local filesystem. Runs locally from the @modelcontextprotocol/server-filesystem npm package.

27 5d ago A tokens not measured original Apache-2.0

ragscore

07

HZYAI/RagScore

MCP server Claude CodeCodexCursor +2

The Fastest Way to Audit Your RAG - Generate QA datasets & evaluate RAG systems in Colab, Jupyter, or CLI. Privacy-first, any LLM, visual reports. Runs locally from the ragscore Python package. Needs 2 environment variables to run.

15 3mo ago A tokens not measured original Apache-2.0

tuneforge

08

JustVugg/tuneforge

MCP server Claude CodeCodexCursor +2

MCP server "tuneforge" as configured in JustVugg/tuneforge. Launched with tuneforge. Needs 3 environment variables to run.

13 4mo ago A tokens not measured original MIT

mcp-docs

09

0717376/cowork_bench

MCP server Claude CodeCodexCursor +2

The MCP documentation itself, served as an MCP server: lets the agent search the protocol spec and guides. Remote server at modelcontextprotocol.io.

5 24d ago A tokens not measured copy · 100% Apache-2.0

lore-context-mcp

10

Lore-Context/lore-context

MCP server Claude CodeCodexCursor +2

Governed AI-agent memory, Evidence Ledger traces, evals, and portable context tools. Runs locally from the @lore-context/server npm package. Needs 3 environment variables to run.

4 1mo ago A tokens not measured

DanceNitra/agora

MCP server Claude CodeCodexCursor +2

MCP server "agora-memory-toolkit" as configured in DanceNitra/agora. Runs locally from the agora-memory-toolkit Python package.

3 today A tokens not measured original MIT

promptup

12

gabikreal1/promptup-plugin

MCP server Claude CodeCodexCursor

MCP server "promptup" as configured in gabikreal1/promptup-plugin. Runs /Users/gabik/.promptup/plugin/dist/index.js with node.

2 5mo ago A tokens not measured original MIT

evals-mcp-server

13

cyanheads/evals-mcp-server

MCP server Claude CodeCodexCursor

Author verifiable eval records through a draft→review→revise→submit loop with enforced graders. Runs locally from the @cyanheads/evals-mcp-server npm package. Needs 5 environment variables to run.

1 10d ago A tokens not measured original Apache-2.0

opengate-mcp

14

nickjlamb/opengate

MCP server Claude CodeCodexCursor

Check whether an AI answer is grounded in its context — deterministic, no LLM judge. Runs locally from the @pharmatools/opengate-mcp npm package.

1 9d ago A tokens not measured original MIT

forgejudge

15

ahmedEid1/forgejudge

MCP server Claude CodeCodexCursor

Open, always-on leaderboard + CI gate for autonomous coding agents — every patch sandboxed, every run traced, every regression fails the build. Runs locally from the forgejudge Python package.

0 10d ago A tokens not measured original MIT

agenttrust

16

assister-xyz/quality-oracle

MCP server Claude CodeCodexCursor

AgentTrust MCP Server — verify AI agent and MCP server quality from your IDE. Runs locally from the mcp-agenttrust Python package. Needs 3 environment variables to run.

0 4mo ago A tokens not measured original MIT

rendercheck

17

rogermsc/rendercheck

MCP server Claude CodeCodexCursor

Assertions for AI-generated media. The bugs don't throw; rendercheck makes them throw. Runs locally from the rendercheck Python package. Needs 1 environment variable to run.

0 11d ago A tokens not measured original MIT

mcp-llm-eval

18

berkayildi/mcp-llm-eval

MCP server Claude CodeCodexCursor

MCP server that packages LLM evaluation gates as reusable CI/CD primitives. Runs locally from the mcp-llm-eval Python package.

0 4mo ago A tokens not measured original MIT

reasonforge

19

euuuuuuan/reasonforge-public

MCP server Claude CodeCodexCursor

MCP server "reasonforge" as configured in euuuuuuan/reasonforge-public. Runs locally from the reasonforge npm package.

0 1mo ago A tokens not measured original Apache-2.0

engramia

20

engramia/engramia

MCP server Claude CodeCodexCursor

Reusable execution memory and evaluation infrastructure for AI agent frameworks. Runs locally from the engramia Python package. Needs 8 environment variables to run.

0 3mo ago A tokens not measured

gq-insight-mcp

21

yusufdxb/gq-insight-mcp

MCP server Claude CodeCodexCursor

MCP server "gq-insight-mcp" as configured in yusufdxb/gq-insight-mcp. Runs locally from the gq-insight-mcp Python package.

0 16d ago A tokens not measured original MIT

evalmine

22

hishamalward/evalmine

MCP server Claude CodeCodexCursor

MCP server "evalmine" as configured in hishamalward/evalmine. Runs locally from the evalmine Python package.

0 8d ago A tokens not measured original MIT

posthog-context-mcp

23

josephruocco/posthog-mcp-mini

MCP server Claude CodeCodexCursor +2

MCP server "posthog-context-mcp" as configured in josephruocco/posthog-mcp-mini. Runs locally from the posthog-context-mcp Python package.

0 1mo ago A tokens not measured original MIT

governed-memory

24

leonardoeverling-spec/governed-context

MCP server Claude CodeCodexCursor +2

MCP server "governed-memory" as configured in leonardoeverling-spec/governed-context. Runs ${CLAUDE_PLUGIN_ROOT}/mcp/server.mjs with node. Needs 3 environment variables to run.

0 1mo ago A tokens not measured original MIT