Vector Search

Web search and AI answers with real source citations and a confidence score.

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

Web scraping & search for AI agents: extract, SearXNG search, rerank, robots compliance. No API key.

RAG memory for LLM agents over Garnet Vector Sets: store text as embeddings, recall by meaning.

Local read-only semantic search for Markdown vaults through MCP.

Persistent, zero-dependency AI memory using SQLite. Local-first, cross-tool portable.

Agentic memory for cyber threat intelligence. STIX graphs, actor aliasing, offline RAG, Sigma/YARA.

A lightweight, Git-backed permanent memory for AI agents.

Local file search for AI agents — semantic + keyword indexing over your codebase.

Local document search over your folders: hybrid keyword+semantic, fully offline, read-only

Shared memory + orchestration for your coding agents. Local-first MCP, vector RAG.

Local-first persistent memory for AI coding agents.

Read-only local-first MCP server for private Markdown, PDF, and Tika-backed search on Windows.

Compress logs, retrieval chunks, and code context into structured LLM-ready signal.

Persistent cross-project memory for Cursor and Claude Code using local semantic search.

Retrieve only the relevant code for a codebase question, within a token budget.

Local-first MCP tools for searching and drafting from your X/Twitter archive.

Local, privacy-focused RAG service for code search via MCP. https://linggen.dev

Deterministic, token-minimal agent memory: multi-hop [[wikilink]] recall with no LLM in the loop.

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