Vector Search

Local Markdown/Obsidian knowledge substrate for MCP agents with governed memory and hybrid search.

Branded server card for the Outlit remote MCP server that exposes customer context tools to compatible AI clients.

Search that learns from feedback, over text and images: embeds locally, sends DNA only vectors.

Recall over your markdown notes: vector search plus your [[wikilinks]] as a graph, in SQLite.

Deterministic evidence about embedding spaces and vector indexes: hubness, collapse, ANN recall

Provenance-aware memory for AI agents: quarantine, abstention gate, supersession-with-history.

Split Markdown into chunks by heading. Each chunk keeps its heading path and line numbers.

Turn local text PDFs and HTML files into clean Markdown, tables kept. Runs on your computer.

Read, convert, search, diff and outline PDF, Word, PowerPoint, HTML and 40+ formats as Markdown.

MCP server for Zvec vector database

Claude Code MCP server for RAG and memory powered by zvec

AI-powered Zotero research assistant — a standalone MCP server with 36 tools for literature search, bilingual retrieval, reading analysis, citation management, and review writing.

AI-powered Zotero research assistant — 29 MCP tools for literature search, reading analysis, citation management, and review writing.

Search, read, annotate, and add to your Zotero research library, local or web.

Zimi's MCP server and search alone: search and read Wikipedia, Stack Overflow and other ZIM files offline, for AI agents

MCP server for Zilliz Cloud and Milvus

Youty MCP server — lets AI assistants search, read, watch, and save videos in your local Youty vault.

Neuro-inspired long-term memory for AI agents with semantic graph and consolidation.

Cognitive memory for AI agents — semantic recall, knowledge graph, and contradiction detection

CLI + MCP server that indexes local codebases into Qdrant using OpenAI-compatible embeddings, then exposes semantic search to Claude Code and other MCP clients