The real catalog of tools for AI agents

Deterministic SVG perception for LLM agents — measures, never guesses. MCP server.

AI agent testing: replay real sessions against a rebuilt staging environment to catch regressions.

Give Claude an honest self-model — behavioral tendencies built from evidence, not session memory. Mi

Request a Brand Discovery Record: the human-approved facts AI cites. One tool, then a person.

Personal knowledge base MCP server with semantic search, auto-categorization, metadata extraction

Hosted MCP front door to the Vectorize API: raster-to-vector tracing to SVG, PDF, EPS or DXF.

In-memory vector search with TF-IDF and cosine similarity. x402 micropayment.

Operate your Vector Panda collections: search and upsert vectors, schema, measured indexes, exports.

Drive a real iPhone via macOS iPhone Mirroring; Xcode build/test automation for sims and devices.

Search and read Vector Panda docs: API operations, pricing, storage tiers, measured benchmarks.

Mirror MCP: Introspection for LLMs

Assembly-accelerated DuckDB MCP server for code search, indexing, and symbol lookup.

x402-gated semantic vector cache for agent swarms: Redis-backed similarity lookup. Paid in USDC.

Mirror and drive iOS Simulators and iPhones: token-efficient UI snapshots, a live viewer, recording.

Create professional SVG artwork, icons and vector logos from a prompt, or vectorize any image.

Probes vector-database endpoints for unauthenticated exposure of embeddings/RAG data

Semantic document memory using Redis vector store. Save and recall files with natural language.

HederaOracle - 12 Hedera tools: HCS, HTS tokens, mirror node, consensus, governance.

AI-powered vector knowledge graph MCP server for agents. Supports add node, add edge, semantic node

MemoryOracle - 10 agent memory tools: vector store, recall, summarization, redaction.