Vectors - SVG Tool

MCP server for Vectorize.io.

Official Vectorize MCP Server

High-performance, SIMD-accelerated vector search engine and MCP server for .NET 10. Optimized for LLM embeddings and semantic search.

A tool for retrieving Discord messages and storing them in a vector database for semantic search and analysis.

MCP server + Figma plugin for AI-driven vector creation on the Figma canvas

Vector SVG path optimization, sub-pixel PNG rasterization, EXIF scrubbing, and vector QR code generation.

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

Vector MCP Server for AI Agents - Supports ChromaDB, Couchbase, MongoDB, Qdrant, and PGVector

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A semantic search engine that transforms your documents into an intelligent, searchable knowledge base using vector embeddings and AI

Turn your Readwise library into a blazing-fast, self-hosted semantic search engine – complete with nightly syncs, vector search API, Prometheus metrics, and a streaming MCP server for LLM clients.

Shared, persistent vector memory over MCP — give Claude Code, Cursor, Codex, and other agents a common long-term memory backed by Qdrant.

MCP server that gives GitHub Copilot CLI persistent long-term memory via local semantic vector search. Install: npx -y ghcp-cli-vector-memory-mcp

An MCP search and memory system for Joplin Notes

Self-hosted MCP server giving AI coding agents a shared, persistent memory over your code and docs (Qdrant, Ollama, tree-sitter).

MCP server for vector database operations - Pinecone, Weaviate, Qdrant, and ChromaDB

Web research for AI agents in one tool call: search → read the full pages → rank → cited passages. Library, MCP server and CLI; zero API keys needed.

MCP server for deterministic procedural generation — seed-based world building, terrain & content systems

Local semantic search over your personal knowledge bases. Index Obsidian notes, SQLite databases, and plaintext files into ChromaDB, exposed to Claude via an MCP server.

A Figma plugin + MCP server that lets Claude (or any MCP client) create and manipulate fully-editable vector nodes on the Figma canvas — paths, shapes, gradients, text, effects, image fills, and more — via a local WebSocket relay. Developed by Working Model Inc

MCP server to convert PNG/JPG images to SVG vectors — by Pic2Vector (https://pic2vector.com)

A Model Context Protocol (MCP) server that provides agentic search capabilities with support for vector search using Qdrant, full-text search using TiDB, or both combined.

A vector search MCP for document retrieval using MongoDB Atlas Vector Search and Voyage AI Context embeddings.

MCP server for local vector search over portable RVF files: Claude Code, Cursor and other MCP clients create, fill and query HNSW-indexed .rvf stores over stdio or SSE.

Unofficial MCP connector for the Graphite vector editor. Enables Claude and other MCP clients to create and edit vector artwork as native, fully editable Graphite layers.

MCP server for Zvec vector database

A high-performance MCP (Model Context Protocol) vector database implemented in Erlang/OTP, designed to take full advantage of the Actor model and OTP supervision trees for fault-tolerant, concurrent vector operations.

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

A minimal Rust vector-memory server that works with Qdrant and Ollama.

MCP server with FAISS local vector database for RAG

MCP server for eustore.dev — autonomous sovereign storage + vector database for AI agents. S3-compatible storage and semantic vector search, fully API-driven, no dashboard needed.

MCP server for converting SVG to Android Vector Drawable XML format

MCP server for Milvus vector database with session-aware connection management.

MCP server for persistent memory using Qdrant vector store

AINative ZeroDB MCP Server - 93 operations for vector search, TurboQuant vector compression (PolarQuant + QJL), NoSQL, dedicated PostgreSQL management, files, events, RLHF, knowledge graph (entities, edges, traversal, GraphRAG, ontology CRUD, contradictio

This is the workflow and scripts to help you build a Milvus vector database with search logics.

Vector illustration engine for LLM agents, served over MCP.

Centrality-aware GraphRAG retrieval planner — drop-in layer over any vector DB

MCP persistent memory service — let AI assistants remember across sessions. Powered by Qdrant vector search + official embeddings (via OpenAI-compatible relay or Gemini Vertex AI) with Ollama fallback and hybrid retrieval (vector + BM25).

An sqlite MCP server with built-in semantic search and local embedding-vector generation

Rogue MCP bridge for Adobe Illustrator - artboards, vectors, and exports for agents

Multi-modal knowledge library with vector and full-text search for text, code, images, and PDFs

Model Context Protocol (MCP) server implementation for semantic vector search and memory management using TxtAI. This server provides a robust API for storing, retrieving, and managing text-based memories with semantic vector database search capabilities. You can use Claude and Cline AI as well.

RAG + Context Management MCP server: long-term memory, vector storage, knowledge retrieval. Run with npx, zero external APIs.

Xavier — Rust vector memory & knowledge graph for AI agents (HTTP/CLI/MCP). Powers SWAL communal context

Local-first hybrid BM25 and vector search for Slack archives, served through MCP.

Codai Better Database - High-Performance Vector Memory System with HPKV-inspired architecture and MCP server

Compartment - high-security, fully offline, encrypted vector memory for AI agents (MCP)

API service to search vectorized Cursor IDE chat history using LanceDB and Ollama

Semantic vector search for Engram memory — pure Go, zero CGO, MCP-native. Formerly 000Erick/synapse.

KINDX - On-device hybrid search engine for markdown documents with BM25, vector embeddings, and LLM reranking

Model Context Protocol (MCP) server for local vector storage & semantic search (ChromaDB, OCR, async ingestion).

CP server exposing Qdrant vector DB store and GPU-accelerated embedding pipeline as tools for Claude Code, Claude.ai, and OpenClaw.

MyLaserTools MCP: find vector artwork and open free design generators for laser cutting, engraving and 3D printing.

Persistent memory for AI coding agents. Local-first, SQLite + vector search. MCP server with 17 tools.

A powerful knowledge management system that forges wisdom from experiences, insights, and best practices. Built with Qdrant vector database for efficient knowledge storage and retrieval.

MCP server + GraphQL API over a RAG vector search backend, deployed to GCP with Terraform.

MCP server providing a persistent markdown knowledge base with hybrid dense + sparse vector search (Qdrant, Cloudflare Workers AI, Splade).

Give your AI agent a vector workspace. Native Rust MCP server for editable SVG, guarded edits, previews and Inkscape exports.