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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.

868 records549 liveRefine in search →
@thinkhive/mcp-explainerMCP serverMCP
by abdul-omira
Unknown

MCP server for ThinkHive Explainer API v3 - Run-centric architecture with facts vs inferences, deterministic linking, calibrated predictions, and AI agent observability

Monitoring & ObservabilityEvaluation & Benchmarks~71%Vector Search~58%
npm:@thinkhive/mcp-explainer · local package11/wkpublished 10 mo ago
promptup-pluginMCP serverMCP
by gabik_b
Unknown

AI coding skill evaluator for Claude Code — 11-dimension scoring, decision intelligence, PR reports

Reporting & Dashboards~100%Evaluation & Benchmarks
npm:promptup-plugin · local package10/wkpublished 7 mo ago
listing-doctor-mcpMCP serverMCP
by ruf0385
Unknown

MCP server for Etsy listing optimization — score titles, tags, descriptions, photos & conversion on a 100-point scale. AI-powered SEO analysis with letter grades (A–F) and prioritized fix recommendations. Works with Claude, Cursor, Windsurf, and any MCP-c

Document Conversion~100%E-commerce OperationsSEOEvaluation & Benchmarks
npm:listing-doctor-mcp · local package10/wkpublished 7 mo ago
reddit-radar-mcpMCP serverMCP
by sourav28
Unknown

MCP server to find Reddit threads where your product genuinely fits, reconstruct the conversation, and gate drafted replies against a claim boundary you define. Read-only: never posts, votes, or automates an account.

Monitoring & Observability~71%Marketing~69%Evaluation & Benchmarks~66%
npm:reddit-radar-mcp · local package9/wkpublished 2 mo ago
dominion-observatoryMCP serverMCP
by vdineshk
Unknown

Behavioral trust scoring MCP server for 14,800+ MCP servers — runtime reliability, anomaly detection, and compliance reporting for the agent economy

Monitoring & Observability~100%Evaluation & Benchmarks~100%Cloud Platforms~71%
npm:dominion-observatory · local package9/wkpublished 5 mo ago
assimilate-mcpMCP serverMCP
by ergopooka
Unknown

MCP server for Assimilate Live FX / SCRATCH — control professional color grading software with AI

Evaluation & Benchmarks~100%API Access~68%
npm:assimilate-mcp · local package8/wkpublished 8 mo ago
@ezark-publish/agentdesk-mcpMCP serverMCP
by ezark-publish
Unknown

MCP server for AgentDesk AI-to-AI Service Marketplace. Quality review, service catalog, and marketplace execution — all via MCP tools.

Code Review~100%Evaluation & Benchmarks~100%
npm:@ezark-publish/agentdesk-mcp · local package8/wkpublished 7 mo ago
@morningljn/mnemoMCP serverMCP
by morningljn
Unknown

Structured fact memory MCP server — SQLite + FTS5, trust scoring, entity graph, bilingual retrieval for Claude Code & Codex

DatabasesAgent MemoryEvaluation & Benchmarks~100%Knowledge Graphs~100%E-commerce Operations~62%
npm:@morningljn/mnemo · local package7/wkpublished 5 mo ago
deskcertMCP serverMCP
by RudrenduPaul
Unknown

Evaluates whether an AI agent is safe to operate internal web apps via an MCP run_suite tool.

CI/CD & DeployBrowser AutomationDesktop Control~75%Evaluation & Benchmarks~71%
npm:deskcert-cli · local package7/wkpublished 1 mo ago
@kopern/mcp-serverMCP serverMCP
by tonton_b
Unknown

Kopern MCP Server — 32 AI agent tools for Claude Code, Cursor, Windsurf, and any MCP client. Build, test, grade, and deploy AI agents from your terminal.

Evaluation & Benchmarks
npm:@kopern/mcp-server · local package7/wkpublished 7 mo ago
@titanium-devops/jdeAgent
by webdevtoday
Unknown

JDE, the Jev Decision Engine: one place where an agent's judgments are asked, answered, thresholded and recorded.

Evaluation & Benchmarks~62%
npm:@titanium-devops/jde · local package6/wkpublished 27 d ago
@obsidicore/cascade-engineMCP serverMCP
by geoff-obsidicore
Unknown

Progressive deep research engine with knowledge graph, trust scoring, and self-regulation. MCP server for Claude Code, OpenClaw, or any MCP client.

Knowledge GraphsEvaluation & Benchmarks~100%DatabasesAgent Memory
npm:@obsidicore/cascade-engine · local package5/wkpublished 8 mo ago
resurank-mcpMCP serverMCP
by resurank
Unknown

Local-stdio MCP server that scores how well your resume matches a job description. Runs on-device via Transformers.js — no API keys, nothing uploaded.

HR & RecruitingDevices & IoT~100%Evaluation & Benchmarks
npm:resurank-mcp · local package5/wkpublished 3 mo ago
megapadMCP serverMCP
by eugenefinch
Unknown

Open Multi-Model AI Control Surface & Native MCP Server — Run Claude Fable 5.1, GPT-6 Astra, DeepSeek V4.1 Flash, and Gemini 3.8 in parallel

Evaluation & Benchmarks
npm:megapad · local package4/wkpublished 2 mo ago
carryforwardMCP serverMCP
by dharun7
Unknown

MCP server that carries what one session learned into the next. A per-project ledger written as things happen, scored per task by TypeSafe's Jev evaluation model via the Vercel AI Gateway.

CI/CD & Deploy~100%Evaluation & Benchmarks~100%Agent Memory
npm:carryforward · local package4/wkpublished 1 mo ago
@systemprompt/mcp-taskcheckerMCP serverMCP
by ejb503
Unknown

Model Context Protocol (MCP) server for intelligent task management, evaluation scoring, and session-based workflow tracking. Seamlessly integrates with AI assistants to provide structured task orchestration, real-time progress monitoring, and comprehensi

Monitoring & Observability~100%Evaluation & Benchmarks~100%Workflow Automation~75%
npm:@systemprompt/mcp-taskchecker · local package4/wkpublished 17 mo ago
@selvaonline/agentpackMCP serverMCP
by selvaonline
Unknown

Define your AI agent team in one YAML file — get a LangGraph supervisor, a live agent-network UI, an auto-generated MCP server, and a behavioral eval harness. TypeScript, batteries included.

Agent OrchestrationEvaluation & Benchmarks
npm:@selvaonline/agentpack · local package4/wkpublished 5 mo ago
@mseep/botindex-mcp-serverMCP serverMCP
by skydeckai
Unknown

MCP server for BotIndex — Crypto market intelligence API. Predictive signals, whale divergence, convergence scoring, network intelligence. Verifiable track record.

Markets & TradingEvaluation & Benchmarks~100%
npm:@mseep/botindex-mcp-server · local package4/wkpublished 3 mo ago
ai-benchmark-solutions-mcpMCP serverMCP
by marcfbe
Unknown

Mock MCP server exposing find_benchmark and get_solutions for curated AI benchmark solution catalogs.

Evaluation & Benchmarks
npm:ai-benchmark-solutions-mcp · local package4/wkpublished 3 mo ago
agent-fastpathMCP serverMCP
by abhishekswe
Unknown

Jev MCP server: a decision layer for Claude Code, Codex, and Cursor built on TypeSafe Jev (System One model). Ship gates, risk checks, file triage that keeps files out of your agent's context, and a safe headless browser.

Code Review~100%Browser AutomationEvaluation & Benchmarks~100%Code Generation~75%
npm:agent-fastpath · local package3/wkpublished 1 mo ago
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GET /api/v1/search?capability=ai.evaluation&status=live
Aliases

evaluation, evals, benchmark, scoring, grading, judge

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