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Records are indexed from public sources and attributed to them. Observed data is ours; declared data is theirs.v0.1 · early network
Capabilities/AI Services/ai.evaluation

Evaluation & Benchmarks

Evaluate model or agent outputs.

113 records48 liveRefine in search →
@coefficient-work/mcp-doctorMCP serverMCP
by louisreid
Unknown

Inspect MCP servers and write a local readiness report.

Evaluation & BenchmarksAPI AccessTestingCI/CD & Deploy
npm:@coefficient-work/mcp-doctor · local package432/wkpublished 12 d 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 package432/wkpublished 11 mo ago
@cyanheads/courtlistener-mcp-serverMCP serverMCP
by cyanheads
Unknown

Search and retrieve US court opinions, federal dockets, judge records, citation networks, and oral arguments from CourtListener's 9M+ opinion corpus via MCP. STDIO or Streamable HTTP.

Contracts & LegalEvaluation & Benchmarks~100%
npm:@cyanheads/courtlistener-mcp-server · local package367/wkpublished 12 d ago
edgegate-mcpMCP serverMCP
by edgegate
Unknown

MCP server for EdgeGate — set up edge-AI regression gates from Claude Code, Cursor, or Claude Desktop.

CI/CD & DeployEvaluation & Benchmarks~71%Testing~66%Devices & IoT~64%
npm:edgegate-mcp · local package276/wkpublished 26 d ago
@cyanheads/evals-mcp-serverMCP serverMCP
by cyanheads
Unknown

Author verifiable eval records through a draft → review → revise → submit loop with server-enforced graders; compile to JSONL/CSV/Inspect/lm-eval via MCP. STDIO or Streamable HTTP.

Evaluation & Benchmarks
npm:@cyanheads/evals-mcp-server · local package258/wkpublished 14 d ago
@kaidn/mcpMCP serverMCP
by kaidn.io
Unknown

Investigate fraud from Claude, Cursor or any MCP client. Explain any verdict with the evidence behind it, pivot from one signup to every account sharing its device, IP or inbox, check an entity against a cross-operator abuse network, and work the review q

Devices & IoT~100%Email~100%Accounting~71%Evaluation & Benchmarks~66%
npm:@kaidn/mcp · local package230/wkpublished 11 d ago
auxiliar-mcpMCP serverMCP
by alextakayama
Unknown

Eval-backed tool discovery for AI agents on the auxiliar.ai web-access gateway. recommend_tools picks the best search, scraping, browser-automation or voice provider for a job from measured benchmarks (quality, latency, cost, error rate), returning routes

Web ScrapingEvaluation & BenchmarksWeb SearchBrowser Automation~86%
npm:auxiliar-mcp · local package215/wkpublished 2 mo 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 package204/wkpublished 18 d ago
ainative-zerodb-memory-mcpMCP serverMCP
by ainative-studio
Unknown

AINative ZeroDB Memory MCP Server - 18 tools for agent memory: 9 memory + 5 write-back (Slack, Gmail, Calendar, GitHub, Notion) + 4 plan artifacts (persistent plans/PRDs across sessions with diff history). Auto-context middleware. Production-ready for Cla

Vector SearchAgent Memory~100%Agent OrchestrationDatabases~68%CI/CD & Deploy~68%
npm:ainative-zerodb-memory-mcp · local package169/wkpublished 1 mo ago
llm-advisor-mcpMCP serverMCP
by pepk
Unknown

MCP server for LLM/VLM model selection — compare 300+ models with real-time benchmarks, pricing, and personalized recommendations. No API key required.

Pricing & QuotesEvaluation & Benchmarks~100%Model Access
npm:llm-advisor-mcp · local package169/wkpublished 3 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 package164/wkpublished 1 mo 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.

Prompt ManagementMonitoring & ObservabilityEvaluation & Benchmarks
npm:langfuse-mcp · local package159/wkpublished 4 mo ago
fondue-city-mcpMCP serverMCP
by astaka
Unknown

MCP server for Fondue City — let any MCP-capable agent play the persistent AI-run restaurant world at https://fondue.city.

Evaluation & Benchmarks~69%
npm:fondue-city-mcp · local package153/wkpublished 1 mo ago
@iris-eval/mcp-serverMCP 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 package129/wkpublished 12 h ago
@justhandledlabs/agent-clientMCP serverMCP
by justhandledlabs
Unknown

Guarded CLI and MCP client for JustHandled's x402 utility gateway

PaymentsMonitoring & Observability~75%Evaluation & Benchmarks~71%
npm:@justhandledlabs/agent-client · local package127/wkpublished 1 mo ago
@omniology/mcp-serverMCP serverMCP
by mgbinc1881
Unknown

Autonomous MCP server for Omniology — real-USDC AI agent skill contests on Solana mainnet. A live benchmark against real agents, every 88 seconds, 24/7.

Evaluation & BenchmarksMarkets & Trading
npm:@omniology/mcp-server · local package124/wkpublished 1 mo ago
tokrepo-mcp-serverMCP serverMCP
by keeprule
Unknown

Agent-native MCP server for TokRepo - discover, verify, plan, safely install, hand off, and push AI assets from MCP clients.

Prompt ManagementWorkflow AutomationAgent Discovery~75%Evaluation & Benchmarks~62%
npm:tokrepo-mcp-server · local package116/wkpublished 3 mo ago
agent-services-mcpMCP serverMCP
by gareth1953
Unknown

MCP server exposing paid (x402) and free tools for AI agents — content provenance, quality scoring, and action audit — each backed by Ed25519-signed receipts on Cloudflare Workers.

Invoice Processing~100%PaymentsCloud Platforms~100%Evaluation & Benchmarks~100%
npm:agent-services-mcp · local package115/wkpublished 3 mo ago
@lulzasaur9192/marketplace-search-mcpMCP serverMCP
by lulzasaur9192
Unknown

MCP server with 22 tools for marketplace search, price comparison, license verification, childcare costs, estate sales, storage pricing, GSA auctions, home services, FCC lookup, and AI skill safety — TCGPlayer, Reverb, Grailed, Redfin, Poshmark, Craigslis

CRM & Sales~100%Evaluation & Benchmarks~66%
npm:@lulzasaur9192/marketplace-search-mcp · local package111/wkpublished 5 mo ago
ffmpeg-render-proMCP serverMCP
by beeswaxpat
Unknown

Parallel video rendering with live dashboard, GPU auto-detection, checkpoint system, and stream-copy concat. Includes an MCP server, a Claude Code skill, and a CLI.

Video EditingReporting & DashboardsEvaluation & Benchmarks~66%
npm:ffmpeg-render-pro · local package97/wkpublished 26 h ago
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Machine query
GET /api/v1/search?capability=ai.evaluation&status=live
Aliases

evaluation, evals, benchmark, scoring, grading, judge

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