The real catalog of tools for AI agents

Local Markdown search, navigation and editing via MCP, with optional vector embeddings.

Local FAISS vector database for RAG with document ingestion, semantic search, and MCP prompts.

Persistent semantic memory for AI agents using local ChromaDB vector search. No cloud required.

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

Local-first semantic code search across all your repos. Private context for AI coding assistants.

Offline AI-powered local file search. BM25 + semantic hybrid search across all documents.

Offline AI-powered local file search. BM25 + semantic hybrid search across all documents.

Graph + vector memory for agents: recall, ingest, search, distill. Local or remote backend.

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

Federated local-first search across transcripts, files, KG, vectors and the web for AI agents.

Temporal memory MCP server with LanceDB vector search, weight-decay scoring, and LLM consolidation

Geospatial analysis: vector and raster GIS operations, cartographic maps, spatial data access

MCP memory server for AI coding assistants. Windows Service, ONNX embeddings, SQLite vector search.

Local MCP bridge: your coding agent designs on Brilliant's real vector canvas, fully on 127.0.0.1.

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

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.

Local-first personal knowledge base. Cited answers from your vault via vector + graph retrieval.

Persistent local AI memory. SQLite + FTS5 + vector search, knowledge graph. No cloud, no API keys.

Search local businesses, generate leads, and validate emails via Google Maps data