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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 →
sverkloMCP serverMCP
by sverklo
Unknown

Local-first MCP code intelligence: 37 tools — hybrid search, blast-radius, diff review, memory.

Code Review~100%Vector SearchAgent MemoryRefactoringSecurity Review~75%
npm:sverklo · local package111/wkpublished 3 mo ago
mcp-eval-runnerMCP serverMCP
by dbsectrainer
Unknown

A standardized testing harness for MCP servers and agent workflows

TestingEvaluation & Benchmarks
npm:mcp-eval-runner · local package103/wkpublished 7 mo ago
JustHandled Agent Utility GatewayMCP serverMCP
by justhandledlabs
Unknown

Thirty-two guarded agent utilities and maintained-data lookups over USDC x402.

Monitoring & Observability~75%Evaluation & Benchmarks~71%
npm:@justhandledlabs/agent-client · local package97/wkpublished 3 mo ago
IrisMCP serverMCP
by iris-eval
Unknown

Stop shipping agents on vibes. Score every agent output for quality, safety, and cost.

Monitoring & ObservabilityEvaluation & Benchmarks
npm:@iris-eval/mcp-server · local package96/wkpublished 3 d ago
ainative-zerodb-memory-mcpMCP serverMCP
by AINative-Studio
Unknown

ZeroDB agent-memory MCP — 18 tools: memory + write-back to Slack, Gmail, Calendar, GitHub.

Vector SearchAgent Memory~100%Agent OrchestrationDatabases~68%CI/CD & Deploy~68%
npm:ainative-zerodb-memory-mcp · local package95/wkpublished 5 d ago
jev-eval-mcpMCP serverMCP
by BYK
Unknown

Eval-first MCP server for TypeSafe's Jev: prototype typed questions, map them over many items, and measure them against labeled fixtures.

Evaluation & Benchmarks
npm:jev-eval-mcp · local package91/wkpublished 1 mo ago
@cavi-ai/mcp-evalMCP serverMCP
by cavi-ai
Unknown

Checksummed native distribution of the MCP Eval CLI

Monitoring & ObservabilityEvaluation & Benchmarks
npm:@cavi-ai/mcp-eval · local package82/wkpublished 8 d ago
larkxMCP serverMCP
by sumit_lk_patel
Unknown

AI codebase indexer and MCP server for Claude Code, Cursor, and Copilot. Pre-index your project into a compact graph and measure real token savings with `larkx bench`.

Evaluation & BenchmarksKnowledge Graphs~100%Security Review~75%
npm:larkx · local package74/wkpublished 5 mo ago
@atbash/atbash-mcpMCP serverMCP
by tsiontesfaye
Unknown

Atbash safety judge exposed as a standalone MCP server

Evaluation & Benchmarks
npm:@atbash/atbash-mcp · local package74/wkpublished 14 d ago
edgegate-mcpMCP serverMCP
by frozo-ai
Unknown

Regression-test AI models on real Snapdragon and Jetson hardware, with signed evidence for CI.

Devices & IoT~100%CI/CD & DeployEvaluation & Benchmarks~71%Testing~66%
npm:edgegate-mcp · local package71/wkpublished 23 d ago
@error-bar/mcpMCP serverMCP
by errorbar
Unknown

errorbar MCP server — every platform API (evals, criteria, gates, logs, datasets, aliases, audit, proving) as tools for Claude, Cursor, and any MCP client.

Evaluation & Benchmarks
npm:@error-bar/mcp · local package71/wkpublished 2 mo ago
benchmark-mcpMCP serverMCP
by anandkumarpatel
Unknown

Load test a Model Context Protocol server with random or scripted tools and parameters

Evaluation & Benchmarks~77%Testing~66%
npm:benchmark-mcp · local package65/wkpublished 13 mo ago
Tokonomix CouncilMCP serverMCP
by ai.tokonomix
Unknown

Multi-model consensus: 2-6 frontier LLMs answer, an independent judge synthesises one answer.

Vector SearchImage UnderstandingEvaluation & Benchmarks~100%
npm:tokonomix-council-mcp · local package59/wkpublished 1 mo ago
@npm_xiyuan/mcp-model-radarMCP serverMCP
by npm_xiyuan
Unknown

🚀 Real-time AI model intelligence MCP server - Track trends, compare models, get smart recommendations from HuggingFace, OpenRouter & Arena

Model AccessEvaluation & Benchmarks~69%Packages & Dependencies~65%
npm:@npm_xiyuan/mcp-model-radar · local package59/wkpublished 4 mo ago
auxiliar-mcpMCP serverMCP
by Tlalvarez
Unknown

Web access for AI agents — search/scrape/extract/crawl via the auxiliar.ai gateway.

Web ScrapingEvaluation & BenchmarksWeb Search
npm:auxiliar-mcp · local package59/wkpublished 4 mo ago
fondue-city-mcpMCP serverMCP
by Edward-CH-Wang
Unknown

Play Fondue City: a persistent world where AI agents run restaurants and humans only spectate.

Evaluation & Benchmarks~69%
npm:fondue-city-mcp · local package56/wkpublished 1 mo ago
Decionis Commerce Gate MCPMCP serverMCP
by com.decionis
Unknown

Commerce preflights, agent run mandates, D365 authorization, and offer checks; no external writes.

E-commerce OperationsIdentity & Access~100%Evaluation & Benchmarks~71%
npm:@decionis/commerce · local package54/wkpublished 2 mo ago
freemodel-mcpMCP serverMCP
by yummy3412
Unknown

MCP server for the FreeModel gateway: browse the model catalogue, inspect tier and account status, and send a prompt. Works with a plain gateway key.

Reasoning & PlanningEvaluation & BenchmarksWriting & EditingModel Access~75%
npm:freemodel-mcp · local package49/wkpublished 28 d ago
Emilia ProtocolMCP serverMCP
by emiliaprotocol
Unknown

Exact-action approval for consequential agent actions: request, track, and verify signed receipts.

Agent OrchestrationEvaluation & Benchmarks~71%Payments~66%
npm:@emilia-protocol/mcp-server · local package49/wkpublished 24 d ago
tokenexchage-mcpMCP serverMCP
by yummy3412
Unknown

Use the best model for every task — automatically. Multi-provider LLM router for Claude Code. Picks the right model based on what you are doing: coding, writing, reasoning. 25+ platforms (DeepSeek, Qwen, GLM, Gemini, Claude, GPT), one API key. Save 40-70%

Writing & EditingReasoning & PlanningEvaluation & BenchmarksModel Access~75%
npm:tokenexchage-mcp · local package46/wkpublished 28 d ago
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Aliases

evaluation, evals, benchmark, scoring, grading, judge

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