Vector Search

MCP server for MyMemory (Everstash): save, search and recall your memories from Claude, Cursor and other MCP clients.

Universal code development MCP server — search, analyze, navigate, review any codebase. 29 tools, semantic search, AST parsing, security scanning, dead code detection, complexity heatmaps, DB schema parsing, API discovery, IaC analysis, CI/CD parsing, mon

Mistral MCP server: extract invoices and documents from text, Markdown or OCR into typed JSON.

MCP server for semantic code search using Tree-sitter, embeddings, and Qdrant vector database

RepoSpector as an MCP server — repository graph and retrieval context for Claude and Codex. No API key.

From raw docs to refined answers — Gresy fires your documents into solid Postgres knowledge, entirely local, your MCP.

MCP server for agent automation: persistent memory and deterministic workflow execution for AI agents and chats

Semantic memory for AI agents with hybrid search, knowledge graph, and consolidation

MCP server + CLI host for Beds24. Depends on beds24-sdk-client (typed API client) and beds24-knowledge (hybrid vector+FTS search). Exposes tools, prompts, and resources for an LLM via @modelcontextprotocol/sdk.

MCP server that turns AI into an SVG artist. One rendering engine, AI decides everything.

The runtime layer for Agentic AI. 121 MCP tools: persistent memory, autonomous agents, vault storage, scheduled workflows, DeFi on Base (base_mcp_*), Robinhood Chain tokenized stocks and arbitrary crypto with V3/V4 smart routing (rh_*), live market data,

MCP server for interacting with Oracle databases

Local repo context for coding assistants with semantic search and graph relationships.

IT Glue MCP server for MSPs — documents, flexible assets, semantic vector search, RBAC, and BYOK

Cloudflare-hosted MCP server for code indexing, retrieval, and assistant memory with a direct remote MCP endpoint and local stdio bridge.

Search Google's Knowledge Graph for structured information about real-world entities

Persistent memory infrastructure for AI agents. Identity, knowledge graph, and search.

MCP server that gives coding agents persistent project understanding via a knowledge graph

Agent-agnostic memory backend that preserves continuity between humans and AI over time.

100% In-Process Bare-Metal Hybrid Memory Engine & MCP Server for LLMs (SQLite + Int8 Vectors).