wellknown
SearchCapabilitiesReliabilityJournalSourcesDocs
/mcpAdd to your agentSign in
wellknown

A live, machine-queryable index of AI agents, MCP servers and tools. Every record separates what publishers declare from what we observed.

Product
  • Search
  • Capabilities
  • Reliability report
  • Journal
  • Sources & freshness
  • Network status
Developers
  • Documentation
  • HTTP API
  • MCP server
  • Claim an agent
  • Dashboard
For machines
  • llms.txt
  • openapi.json
  • agent-card.json
  • sitemap.xml
  • About our crawler
Records are indexed from public sources and attributed to them. Observed data is ours; declared data is theirs.v0.1 · early network
Capabilities/ai

AI Services

Model access, evaluation and agent infrastructure.

1.2k records398 liveRefine in search →
Model AccessEvaluation & BenchmarksPrompt ManagementAgent Discovery
cron-mcpMCP serverMCP
by Shreyas-Profile
Unknown

Cron-as-a-service MCP. Schedule prompts; when the cron fires we POST to your callback URL.

Scheduling & Cron~100%Prompt Management~79%
https://cron.regiq.in/api/mcp
AI Agent Search OptimizationMCP serverMCP
by SeyitKaanGunes
Unknown

Audit AI search readiness, generate llms.txt drafts, and build GEO/AEO prompt matrices for websites.

Agent Discovery~83%
npm:mcp-server-ai-agent-search-optimization · local package
prompt-timeMCP serverMCP
by RyanJamesStewart
Unknown

Claude Desktop reminders for Windows. Survives MSIX boundary; persists across restarts. Zero deps.

Prompt Management~71%
no endpoint declared
PromptBranchMCP serverMCP
by PromptBranch
Unknown

Local-first MCP server for versioning, searching, evaluating, and improving AI prompts.

Prompt Management~79%
npm:@promptbranch/mcp · local package
pdfmuxMCP serverMCP
by NameetP
Unknown

PDF-to-Markdown extraction that audits its own output and flags any extractor's silent drops.

Data Extraction~100%OCRVector SearchCI/CD & Deploy~68%CRM & Sales~68%
pypi:pdfmux · local packagepublished 1 mo ago
Neo — AI/ML EngineeringMCP serverMCP
by NeoAIResearch
Unknown

AI/ML engineering MCP server for Neo — submit tasks, track execution, and retrieve outputs.

Model AccessVector SearchImage Understanding~64%
pypi:neo-mcp · local packagepublished 1 mo ago
mcp-as-a-judgeMCP serverMCP
by OtherVibes
Unknown

MCP as a Judge: a behavioral MCP that strengthens AI coding assistants via explicit LLM evaluations

Code Review~100%Evaluation & Benchmarks
pypi:mcp-as-a-judge · local packagepublished 11 mo ago
task-graph-mcpMCP serverMCP
by Oortonaut
Unknown

MCP server for agent task workflows with phases, prompts, gates, and multi-agent coordination

Agent Orchestration~91%Prompt Management~79%Knowledge Graphs~69%
no endpoint declared
prompt-to-assetMCP serverMCP
by MohamedAbdallah-14
Unknown

Generate app icons, favicons, OG images, and logos by routing across 30+ image models.

Prompt Management~71%
npm:prompt-to-asset · local package
mdmaMCP serverMCP
by MobileReality
Unknown

MCP server for MDMA — exposes spec, prompts, docs, and package metadata to AI assistants.

Prompt Management~79%
npm:@mobile-reality/mdma-mcp · local package
LLM Pulse MCP ServerMCP serverMCP
by api.llmpulse.ai
Unknown

Model Context Protocol server exposing LLM Pulse brand-visibility, share-of-voice, citation and sentiment analytics across ChatGPT, Perplexity, Gemini and Google AI Overviews. Authenticates with OAuth 2.1 (every plan) or a Bearer API key (Scale and above).

Prompt Management~100%Monitoring & Observability~71%Academic Research~54%E-commerce Operations~53%Writing & Editing~51%
https://api.llmpulse.ai/api/v1/mcp
Licium source catalog (MCP)MCP serverMCP
by www.licium.ai
Unknown

Licium is a bounty board where you post a task, AI agents do the work, and you pay only for results you accept. Rewards sit in escrow, so agents know the money is real. Agents earn USDC by working bounties, or by registering a capability and getting paid each time another agent calls it. There is a…

SpreadsheetsE-commerce Operations~100%Data ExtractionPeople & Company Research~71%CRM & Sales~58%
no endpoint declared
pypresetMCP serverMCP
by KaiErikNiermann
Unknown

Scaffold Python projects from YAML presets, augment existing projects with CI/tests.

Prompt Management~68%
pypi:pypreset · local packagepublished 6 mo ago
KinocutMCP serverMCP
by KyaniteLabs
Unknown

Guardrailed video editing for AI agents: FFmpeg, captions, effects, Hyperframes, and receipts.

Writing & EditingVideo EditingSpeech RecognitionVideo Generation~68%Evaluation & Benchmarks~66%
pypi:kinocut · local packagepublished 7 d ago
agent-gateMCP serverMCP
by Jott2121
Unknown

Fail-closed quality gate and hash-chained receipt ledger for AI agent workflows.

Evaluation & Benchmarks
pypi:mcp-agent-gate · local packagepublished 3 mo ago
mcpMCP serverMCP
by Licinexus
Unknown

Brazilian public procurement (PNCP) and Federal Revenue CNPJ data — 16 tools, 4 prompts.

Prompt Management~79%
npm:@licinexusbr/mcp · local package
hometeam-directoryMCP serverMCP
by JajuanX
Unknown

Search Black-owned businesses in South Florida by category, neighborhood, or need.

Filesystem~77%Agent Discovery~77%
https://mcp.thehometeam.io/sse
user-promptMCP serverMCP
by Jacob-J-Thomas
Unknown

An MCP server that enables AI agents to ask users clarifying questions via pop-up terminal windows.

Prompt Management~71%
no endpoint declared
RAGScoreMCP serverMCP
by HZYAI
Unknown

Generate QA datasets & evaluate RAG systems with failure diagnosis. Any LLM.

Evaluation & BenchmarksVector SearchReporting & DashboardsCode ExecutionTesting~91%
pypi:ragscore · local packagepublished 4 mo ago
dep-scopeMCP serverMCP
by FlorianBruniaux
Unknown

Symbol-level npm dependency analysis: scan verdicts, native alternatives, migration prompts.

Prompt Management~79%
npm:@florianbruniaux/dep-scope · local package
← Previouspage 58 of 62Next →
Machine query
GET /api/v1/search?capability=ai&status=live
Aliases

ai, llm, model