AI & Agents MCP Servers

Run a prompt through a LangChain (system + human) chain over Gemini on Vertex AI; optional LangSmith

Turn a prompt + a field schema into validated, typed JSON (Instructor over Gemini 2.5 Flash on Verte

Proxy Gemini (Vertex AI) completions wrapped in OpenTelemetry trace spans; returns the answer plus t

MindSync AI — unified MCP server for multi-agent memory, event bus, and CLI agent dispatch

Share prompts and context with your team and discover community collections.

Fallback capability resolver for AI agents with replay-verified discovery and x402 paid execution.

Observe MCP tools, verify repeated reads, then try bounded exact reuse for free.

MCP server for mlua-swarm: engine that compiles flow.ir Blueprints and dispatches agent steps.

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.

Agent Workflow Engine — multi-step MCP workflows with per-step directives and validation.

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.