henny-bee/turbovec-mcp-tiar

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Turbovec MCP Server: A local Retrieval-Augmented Generation (RAG) tool that allows AI to seamlessly read, chunk, remember, and semantically search through large project codebases.

Обзор

is an ultra-fast, local-first Model Context Protocol (MCP) server that equips your AI assistant with a persistent, autonomous memory across chats, editors, and projects. Everything runs strictly on your machine — zero network calls, zero external databases, zero cloud dependencies. It seamlessly unifies (turbovec), (SQLite FTS5), and a with time travel and background intelligence. Works out of the box with , , , , , and any standard MCP client. - : Combines fast cosine similarity vector search (turbovec) and BM25/FTS5 keyword search using Reciprocal Rank Fusion (RRF), with optional cross-encoder reranking. - : Entities, weighted relationships, and timestamped observations with ontology enforcement. Traverse entity neighborhoods with one-call get_hologram. - : Every mutation is timestamped. Diff knowledge states between any two points in time or inspect your graph as of any past moment.

README

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Turbovec MCP - Long-Term Memory for AI Coding Assistants

Turbovec MCP is an ultra-fast, local-first Model Context Protocol (MCP) server that equips your AI assistant with a persistent, autonomous memory across chats, editors, and projects.

Everything runs strictly on your machine — zero network calls, zero external databases, zero cloud dependencies. It seamlessly unifies vector ANN search (turbovec), full-text keyword search (SQLite FTS5), and a typed knowledge graph with time travel and background intelligence.

Works out of the box with Claude Desktop, Cursor, Cline / Roo Code, Windsurf, Zoo Code, and any standard MCP client.

Why Turbovec?
Key Features
How Retrieval Works
Quick Start
Client Integration & Configs
Custom Instructions (Get Assistants to Use Memory)
Core Tools Cheatsheet
Developer Dashboard
Configuration & Environment
Documentation
Testing & Development
License

Why Turbovec?

Problem	What Turbovec Does
Token bloat & context pollution	Pasting huge files drains tokens and impairs reasoning. Turbovec stores them once and extracts only the most relevant, context-rich chunks.
Amnesia between sessions	Closing a chat wipes your decisions and guidelines. Turbovec persists typed entities, weighted relations, and session summaries locally.

Открыть полный README на GitHub

Установка

This server does not publish a one-line install command.

Open the repository installation guide Новичок в MCP? Начните с руководства на mcpskill.org →

Конфигурация

{
  "mcpServers": {
    "turbovec": {
      "command": "/absolute/path/to/Turbovec-MCP-Tiar/venv/bin/python",
      "args": ["/absolute/path/to/Turbovec-MCP-Tiar/main.py"],
      "env": {
        "PYTHONUNBUFFERED": "1",
        "BACKGROUND_DISCOVERY": "true"
      }
    }
  }
}