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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.

859 records545 liveRefine in search →
@indemn/cliMCP serverMCP
by indemn-ai
Unknown

CLI, MCP server, and plugin for managing Indemn AI agents

Evaluation & Benchmarks~71%
npm:@indemn/cli · local package629/wkpublished 26 h ago
@inspectr/mcplab-mcp-serverMCP serverMCP
by trinix
Unknown

MCP server that exposes MCPLab evaluation tools — query runs, results, and traces via the Model Context Protocol

Evaluation & BenchmarksTesting
npm:@inspectr/mcplab-mcp-server · local package628/wkpublished 4 d ago
langfuse-mcpMCP serverMCP
by hugoles
Unknown

MCP server that exposes the Langfuse REST API as tools — query traces, observations, sessions, scores, prompts, datasets, and metrics from any MCP client.

Monitoring & ObservabilityEvaluation & Benchmarks
npm:langfuse-mcp · local package415/wkpublished 6 mo ago
mcp-eval-gatewayMCP serverMCP
by guillegette
Unknown

Run LLM tool-use evaluations against MCP servers with the Vercel AI SDK

Evaluation & Benchmarks
npm:mcp-eval-gateway · local package406/wkpublished 1 mo ago
pocketmodelMCP serverMCP
by lxe
Unknown

Pocket Model from your terminal and your agent: find the smallest model that does your task, train it on your data, and serve it. CLI and MCP server.

Evaluation & Benchmarks
npm:pocketmodel · local package402/wkpublished 16 d ago
canvas-lms-mcpMCP serverMCP
by bruchris
Unknown

TypeScript MCP server for Canvas LMS — 187 tools across 42 domains.

Evaluation & Benchmarks
npm:canvas-lms-mcp · local package392/wkpublished 29 h ago
@zerobounce/mcpMCP serverMCP
by zerobounce
Unknown

Model Context Protocol server for ZeroBounce email validation, verification, and intelligence. Provides comprehensive email validation, AI scoring, email finder, domain search, and bulk processing capabilities for AI coding assistants.

Evaluation & Benchmarks~100%Email
npm:@zerobounce/mcp · local package303/wkpublished 11 d ago
evals-mcp-serverMCP serverMCP
by cyanheads
Unknown

Author verifiable eval records through a draft→review→revise→submit loop with enforced graders.

Evaluation & Benchmarks
npm:@cyanheads/evals-mcp-server · local package285/wkpublished 15 d ago
OpenTrainMCP serverMCP
by OpenTrain-AI
Unknown

Hire human data labelers, RLHF annotators, and evaluators from your coding agent.

HR & RecruitingEvaluation & Benchmarks~71%
npm:@opentrain-ai/mcp · local package283/wkpublished 2 d ago
Claude FAFMCP serverMCP
by one.faf
Unknown

Persistent project context for Claude. IANA-registered .faf format.

Evaluation & Benchmarks~66%
npm:claude-faf-mcp · local package273/wkpublished 20 h ago
agentic-coding-harnessMCP serverMCP
by sblattj
Unknown

Run, watch, and meter coding agents — Claude Code, OpenCode, Kiro, Codex CLI, Gemini CLI, Prime Agent — with normalized events, cost accounting, A/B experiment/variant comparison, external run sources, and replayable run artifacts.

Code Generation~100%Monitoring & Observability~75%Reporting & Dashboards~69%Terminal & Shell~68%Testing~66%
npm:agentic-coding-harness · local package258/wkpublished 8 d ago
mcp-icp-fit-scorerMCP serverMCP
by com.mambabuilt
Unknown

Scores a company against your ICP with weighted signals. Returns score, tier, and breakdown.

Evaluation & Benchmarks~66%
npm:@mambalabsdev/mcp-icp-fit-scorer · local package255/wkpublished 13 d ago
mcp-gtm-signals-aggregatorMCP serverMCP
by com.mambabuilt
Unknown

Combines hiring and tech-stack signals into one composite GTM score. Clay-ready output.

Evaluation & Benchmarks~66%
npm:@mambalabsdev/mcp-gtm-signals-aggregator · local package254/wkpublished 13 d ago
@us-legal-tools/courtlistener-sdkMCP serverMCP
by beshkenadze
Unknown

TypeScript SDK and MCP server for CourtListener API

Contracts & LegalEvaluation & Benchmarks~62%
npm:@us-legal-tools/courtlistener-sdk · local package245/wkpublished 15 mo ago
TokRepo — AI Asset RegistryMCP serverMCP
by henu-wang
Unknown

TokRepo MCP: tokrepo_discover, tokrepo_verify, tokrepo_install_plan for reusable AI assets.

Workflow AutomationAgent Discovery~75%Evaluation & Benchmarks~62%
npm:tokrepo-mcp-server · local package218/wkpublished 5 mo ago
@fre4x/benchmarkMCP serverMCP
by fritzprix
Unknown

A deterministic benchmark MCP server for agent evaluation workflows.

Evaluation & Benchmarks
npm:@fre4x/benchmark · local package199/wkpublished 1 mo ago
@hunpeolabs/ai-agent-kitAgent
by hunpeo97
Unknown

The governed agent operating system that turns rough product ideas into approved requirements, specifications, delivery, and evidence-backed software.

Code Review~100%Agent OrchestrationVersion Control~100%Testing~100%Monitoring & Observability~75%
npm:@hunpeolabs/ai-agent-kit · local package152/wkpublished 26 d ago
@aggc/or-infoMCP serverMCP
by aggc
Unknown

CLI + MCP server for OpenRouter models: prices, benchmarks, context and comparisons

Model AccessEvaluation & Benchmarks~100%Pricing & Quotes
npm:@aggc/or-info · local package151/wkpublished 5 mo ago
@sbissoli/mcp-evalsMCP serverMCP
by SidneyBissoli
Unknown

Harness de evals para servidores MCP: seleção de tool em turno único (catálogo, fixtures, scorer, gate, runner via Messages API) e SESSÃO LONGA (loop client-side por stdio, A/B do bloco `retrieval`, métrica de chamadas ruins por tarefa, teto de gasto, NDJ

Evaluation & Benchmarks
npm:@sbissoli/mcp-evals · local package127/wkpublished 21 d ago
@vectalon-dev/rnMCP serverMCP
by bhishaksanyal
Unknown

The adaptive AI harness for React Native — project-aware SDLC intelligence for any agent

Monitoring & ObservabilityTestingCI/CD & DeployCode Review~100%Evaluation & Benchmarks
npm:@vectalon-dev/rn · local package122/wkpublished 15 d ago
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Aliases

evaluation, evals, benchmark, scoring, grading, judge

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