The real catalog of tools for AI agents

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

Astra DB tools for agents: schema, find, vector search, guarded writes, and interactive views.

MCP server for Oracle, MSSQL, PostgreSQL, MySQL, SQLite, MongoDB, and Qdrant vector search access.

Persistent, outcome-grounded episodic memory for Claude. 14ms CPU retrieval, no GPU, no vector DB.

Manually-triggered, self-organising personal memory for AI agents; SQLite, no vector DB.

Search self-contained .pikelet knowledge artifacts over MCP — no vector DB, no embedding API.

Read-only Qdrant vector DB for AI agents — collections, info, browse points, count, search.

Local-first memory for AI agents: SQLite FTS5, deterministic recall, no vector DB, no cloud.

File-first, local-first MCP memory for AI coding assistants: Markdown + YAML, no vector DB.

STRING-DB MCP — protein-protein interaction networks.

DB Rail MCP — German + European rail and public transport, keyless.

AI Incident Database (AIID) MCP

PostgreSQL database administrator with serverless query routing.

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.

Query PostgreSQL databases in plain English — LLM-generated, safety-validated SQL.

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

Resolve Japanese food names to nutrition facts. All 2,538 foods from Japan's official tables.

經典二行程機車規格、零件對照與保養資料，附維基百科出處。

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