Results for “vector”

@zilliztech✓ Official

Zilliz Cloud plugin for Claude Code & OpenAI Codex — manage clusters, collections, vector search, backups, and more thro

MCP server for BookStack — 56 tools covering the full API + semantic vector search. Rust/tokio/axum, dual transport (SSE

@zilliztech✓ Official

Agent skill that teaches AI agents how to manage Zilliz Cloud vector databases through zilliz-cli

On-device memory layer for AI agents. Claude Code, Hermes and OpenClaw. Hooks + MCP server + hybrid RAG search.

AutoMem is a graph-vector memory service that gives AI assistants durable, relational memory:

MCP server for semantic search using local Qdrant vector database and OpenAI embeddings

Persistent memory for AI coding agents. Semantic knowledge + searchable archives in SQLite, served as an MCP server. HES

@zilliztech✓ Official

Open Source Deep Research Alternative to Reason and Search on Private Data. Written in Python.

Markdown vector search MCP server for Claude Code. Natural language search for markdown files using multilingual-e5-smal

Local FAISS vector store as an MCP server – Agent Memory, drop-in local semantic search for Claude / Copilot / Agents.

MCPSDK.dev(ToolSDK.ai)'s Awesome MCP Servers and Packages Registry and Database with Structured JSON configurations. Sup

[knowledge-rag] - Drop docs, search instantly from Claude Code — 12 MCP tools, 20 format parsers, hybrid search + rerank

Sophisticated AI chatbot with long-term memory capabilities, complete Notion workspace integration, and MCP (Model Conte

A cognitive memory system for AI agents. Single SQLite file. MCP server included.

@zilliztech✓ Official

Agent skill that teaches LLMs to operate Milvus vector database using pymilvus — connection, collections, vector CRU

Palaia — Local, crash-safe memory for AI agents. Semantic vector search (fastembed/OpenAI/Ollama). SQLite + sqlite-vec o

⚠️ DEPRECATED - Use https://github.com/SylphxAI/coderag instead

A local MCP memory server backed by plain markdown + JSON files, synced via git. No database. Project-scoped memory with

Portable AI runtime inspired by docker-compose. Compose agents, RAG pipelines, and MCP servers in one YAML file and run

Persistent memory MCP server for AI agents — Rust, 19 tools, knowledge graph, Hebbian learning, episodic memory, contrad

MCP server to store memories in postgres

A Multi Agent Memory MCP That Connect Agents Across Systems and Machines

MCP server providing a knowledge graph implementation with semantic search capabilities powered by Qdrant vector databas

An MCP server implementation that provides tools for retrieving and processing documentation through vector search, enab

Cognitive memory database for AI agents — consolidates duplicates, detects contradictions, fades stale memories via temp

DeepContext is an MCP server that adds symbol-aware semantic search to Claude Code, Codex CLI, and other agents for fast

Local-first AI memory system in Rust with SQLite storage, semantic search, knowledge graph, MCP server, and CLI.

Local-first persistent agentic memory powered by Recursive Memory Harness (RMH). Open source must win.

AMG-RAG (Agentic Medical Graph-RAG) is a comprehensive framework that automates the construction and continuous updating

Store and retrieve AI memories in a Qdrant vector database

ArcadeDB Multi-Model Database, one DBMS that supports SQL, Cypher, Gremlin, HTTP/JSON, MongoDB and Redis. ArcadeDB is a

Persistent memory for any AI — MCP server, HTTP API, CLI. Works with Claude, ChatGPT, Grok, Gemini, Codex, Cursor, OpenC

Persistent memory for AI assistants, self-hosted and provider-portable. MCP server with SQLite + FTS5 + sqlite-vec.

@chroma-core✓ Official

Vector search, document storage, and embeddings — official ChromaDB

Memory engine for AI agents — time axis (3-layer decay/promotion) + space axis (self-organizing topic tree). Hybrid sear

LLM-supervised persistent memory for AI agents — graph-based recall, cross-session knowledge, single binary. Works with

MCP server for persistent context management in AI coding assistants

@zilliztech✓ Official

Agent-native file search CLI for large local workspaces, ideal for managing memory, skill, codebase and knowledgebase.

@zilliztech✓ Official

Search, query, and interact with Milvus vector database — official Zilliz

Most AI agents forget you the moment the tab closes. Constellation Engine gives them a hippocampus — a living star map w

MCP memory server using SQLite + FTS5 + sqlite-vec

Sibyl Memory Plugin for Hermes enables persistent memory across long time horizons, and enables relational context previ

Local-first persistent memory for AI agents — store, recall, and consolidate knowledge across sessions using FAISS, SQLi

An MCP server (and a CLI) that lets an LLM query your databases in natural language through a business semantic layer —

The community development of a MCP server for a Teradata database