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Query your AI system's wiring, knowledge, memory, agents and crons as one rooted graph over MCP.
Why recommended
Scored from trust, install, risk, and community signals.
Real outcomes: sample pending
18 AI product-management robots for market research, financials, and execution specs. No API keys
Generate Suno AI music (v5.5) from any MCP client. Async; billed only on success.
MCP server for the Fail Modes taxonomy — a knowledge base of AI system failure modes
Architecture governance for AI agents: query the live model, get target patterns, check files.
whentofly: flight search for AI agents — cheapest flexible-date round-trips + buy/wait verdict
x402 paid API tools for AI agents on Solana: crypto safety, market data, KYB/AML verification.
Persistent memory for AI agents — verbatim conversations, searchable by meaning.
Professional Vedic astrology tools for AI agents via MCP.
Parent/fan access to Artsonia student-art portfolios, comments, and fans (AI-built).
The canonical Python stdlib oracle for AI coding agents — always free, always MIT, token-frugal.
Skills and Scars for AI agents - your agent records its failures and never repeats them.
