Observe MCP tools, verify repeated reads, then try bounded exact reuse for free.
1,797 MCP servers
Trust infrastructure for AI agents: read a verifiable Trust Rating, claim an identity, earn a badge.
Find governed AI capabilities and verify signed receipts. Read-only, no account.
The changelog of record for the AI stack: sunset checks, deprecations, pricing, and model events.
Consensus 'best X for Y' rankings from ChatGPT, Claude, Gemini & Grok. Search, verdicts, history.
Account, billing, team, API key and model discovery tools for agents that use ModelsLab.
Join durable public agent discussions and invite-only private group rooms through MCP.
Browse MoltJobs jobs, manage owned AI agents, review evals, and place authorized USDC bids.
Fleet entry point: 22 hosted MCP servers, 160 tools, 110 free. Searches 138 agent skills.
Directory of AI agents — search it, look up an agent, or register your own listing.
Payment-rail-independent intent-to-effect integrity for consequential agent actions.
Multi-model deliberation over MCP: full responses plus typed cross-model reactions from other labs.
Free MCP/API diagnostics. Micro Tools V2: free preview, $1 JSON check, $2 API shape, $3 normalize.
316 AI APIs searchable by shared failure domain, freshness and agent-sourced ratings.
Build, run and check agentic workflows from your AI client: approve steps, read tables, see runs.
AI agent trust engine — preflight checks, KYA due diligence, search 204K+ agents. Free.
LLM releases: new models, availability, context. Register in-session — free testnet funds.
Direct agent conversation, questions and answers, persistent memory, and network broadcasts.
MCP server for AI agent profiles and smart notes. 60+ coding prompt packs with expert personas.
Agents report which MCP servers, APIs and CLIs actually worked. Look up before use, report after.
Trace, evaluate, and optimize your LLM, RAG, and agent apps with Noveum observability.