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MCP servers tagged llm-evaluation

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

213
live servers
37
avg trust
6.2K
most stars
201

Eval

davidcjw

CI-embeddable eval harness for MCP agents — scores the sequence of tool calls your agent makes, not just text output

updated 3 months ago
34
202

Askdata Semantic Agent

Shibukedang27

Text-to-SQL analytics agent: semantic layer, 3-layer SQL guardrails, eval harness (47 golden Qs) and MCP server. Runs offline; optional OpenAI/Ollama planner.

updated 2 days ago
34
203

Access Agent

connectci-platform

LangGraph tool-calling agent for ACCESS-CI user support: documentation retrieval plus live infrastructure tools, with a fact-grounded evaluation battery

updated 4 days ago
34
204

Claude Eval Harness

maximizeGPT

Regression-diff eval harness for Anthropic tool-use agents that surfaces LLM-judge reasoning drift, not just pass/fail flips

updated 4 months ago
34
205

RAG Compliance

aakash2410

MCP server that actively probes, scores, and certifies RAG pipeline compliance — EU AI Act, GDPR/DPDP, HIPAA, SEBI/RBI

updated 4 months ago
34
206

Mqo Eval

joeyen-atscale

Result-set eval harness: scores an NL agent against an AtScale semantic layer on the rows it returns, not the query

updated 3 months ago
34
207

AI Projects Inventory Copilot

mcorona

Governed GenAI inventory agent: provider-agnostic (LM Studio, OmniRoute, Amazon Bedrock), guarded text-to-SQL, RAG, MCP, guardrails, human-in-the-loop orders, rigorous evals with…

updated 16 days ago
34
208

Stockroom

azb27

Ops agent for a distributor's messy ERP data. Forecasts demand, flags stock-outs, drafts POs a human approves. Evaluated on 120 ground-truth questions with confidence intervals.

updated 22 days ago
34
209

Deflect

abhayhanu

Customer support agent that answers, acts on or escalates tickets, with a 120 ticket eval suite, guardrails in Python before every tool call, human approval for large refunds and…

updated 6 days ago
34
210

baseledgerip/realrun-mcp

baseledgerip

only lookups of independent RealRun test results for AI models on everyday tasks (inbox triage, meeting scheduling, receipts): scores, model recommendations and safety warnings.

updated yesterday
34
211

Arena

Aawegg

Reliability leaderboard for MCP servers. Scores each server 0-10000 on conformance, tool reliability, agent-task success, hygiene, and honesty.

updated 5 months ago
34
212

Verity

jsfaulkner86

LLM confidence scoring layer — multi-dimensional epistemic verification for source grounding, factual consistency, and claim accuracy across ChatGPT, Claude, Grok, Perplexity, and…

updated 5 months ago
34
213

Quarkus Assistant Demo

No description published.

30
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