Vector & Embeddings

1236

AI tools in the Vector & Embeddings category

All (1236)MCP Servers (73)Skills (1151)Agents (12)

@prmichaelsen/remember-mcp

prmichaelsen

Multi-tenant memory system MCP server with vector search and relationships

MCP ServerVector & Embeddings

13 dirs

embedding-atlas

GitHub Actions

Components for interactive embedding visualization

SkillVector & Embeddings

4.7K3 dirs

@verygoodplugins/mcp-automem

GitHub Actions

MCP server for AutoMem: AI memory storage and recall

MCP ServerVector & Embeddings

422 dirs

n8n-nodes-oci-genai

zaeem_dev

n8n Community Nodes for Oracle Cloud (OCI) services - Chat, Embeddings, and Vector Database

SkillVector & Embeddings

2 dirs

indra_db_mcp

moonstripe

MCP server for indra_db - a content-addressed graph database for versioned thoughts

MCP ServerVector & Embeddings

2 dirs

@debian777/kairos-mcp

GitHub Actions

kairos MCP Server - AI Knowledge Memory System for AI Agent Consciousness Infrastructure

MCP ServerVector & Embeddings

2 dirs

pinecone-mcp

azizcoban

MCP server for interacting with Pinecone vector database

MCP ServerVector & Embeddings

2 dirs

n8n-nodes-minimemory

rckflr

n8n community node for embedded vector database - perform similarity search directly within n8n without external servers

SkillVector & Embeddings

2 dirs

@original-land/n8n-nodes-embedding

perletsnoku

Custom original.land embedding node for n8n

SkillVector & Embeddings

12 dirs

@sprigr/mcp-server

neberg

Sprigr MCP server — local AI agent search with WASM-powered full-text search and hybrid semantic search

MCP ServerVector & Embeddings

2 dirs

codebasesearch

lanmower

Ultra-simple code search tool with Jina embeddings, LanceDB, and MCP protocol support

MCP ServerVector & Embeddings

32 dirs

memory-qdrant-mcp

balaji-g42

MCP server for memory management using Qdrant vector database

MCP ServerVector & Embeddings

12 dirs

appledoor-mcpsvc

alirezag

This project implements an MCP server for the "appledoor" service. It accepts user queries, looks them up in a vector database, and returns the relevant context.

...more

MCP ServerVector & Embeddings

2 dirs

elid

zachhandley

Embedding Locality IDentifier - encode embeddings into sortable string IDs for vector search without vector stores, plus fast string similarity algorithms

...more

SkillVector & Embeddings

2 dirs

paper

lehni

The Swiss Army Knife of Vector Graphics Scripting

AgentVector & Embeddings

15K2 dirs

brainbank

pinecall

Pluggable semantic memory for AI agents — hybrid search (vector + BM25) in a single SQLite file. Built-in code, git, and docs indexers. Bring your own.

...more

AgentVector & Embeddings

2 dirs

@ainative/skill-mcp-development

ainative-studio

MCP server development patterns extending Anthropic's mcp-builder with AINative-specific conventions for building tool-based AI systems

...more

MCP ServerVector & Embeddings

2 dirs

@ruvector/rvf-mcp-server

ruvnet

MCP server for RuVector Format (RVF) vector database — stdio and SSE transports

MCP ServerVector & Embeddings

2 dirs

@od-oneapp/uni-mcp

mtorin

Universal Model Context Protocol (MCP) server utilities

MCP ServerVector & Embeddings

2 dirs

opencode-mem

zhafron

OpenCode plugin that gives coding agents persistent memory using local vector database

SkillVector & Embeddings

2361 dir