Vector Search

AI-agent-friendly web spider: structured output, RAG-ready chunks, graph-traversable links

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

melis x402 Tools — 22 pay-per-call APIs for AI agents. No accounts, no API keys. USDC on Base.

Semantic, BM25, hybrid, and grep search for the pi coding agent, powered by the zg (zvec-grep) engine. One tool, auto-indexed, local-first. A semantic upgrade over ripgrep for code questions.

Fast, zero-dependency CLI & MCP server converting PDFs, Office docs, images, audio, and websites into clean Markdown for LLMs

MCP server providing AI agents with semantic search over React documentation

BrainRouter MCP server — the cognitive memory engine. Exposes recall, capture, focus scenes, persona, contradictions, skills, and graph queries as MCP tools for any MCP-speaking agent.

Any URL to clean, LLM-ready Markdown for RAG. Strips ads, nav, and boilerplate.

Create a new Schift AI agent project

MCP server for semantic code search using vector embeddings

AI Mind Map — MCP server that reduces AI coding agent token usage by 80-99% through persistent codebase memory, knowledge graphs, and intelligent context management

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).

Vectorize images to SVG and export to PDF, EPS, DXF, PNG, JPG, or WEBP via Vectorise.Me.

Hybrid vector + reasoning retrieval, agent memory, multi-agent orchestration, MCP server, and RAG.

Forge persistent memories for your AI agent. 9 MCP tools + 5 auto-engines. Powered by Shelby decentralized cloud.

AI coding agent with terminal and HTTP interfaces, optional Cowork desktop integration, multi-provider routing, tools, fleet collaboration and inspectable memory. See release notes for supported integrations and limits.

MCP server for Smart Connections - semantic search for Obsidian vaults

Persistent cross-session memory for OpenCode and MCP coding agents, powered by ZeroDB.

MCP server for Obsidian Smart Connections. Semantic search using your vault's embeddings.

Local code search for AI coding agents: hybrid keyword + semantic + SQL over an index in your repo.