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Works with

Claude CodeClaude DesktopCursorVS CodeClineCodex CLIOpenClaw+ any MCP client

Install to Claude Code

This server doesn't publish a one-line install command. Follow the setup in the source repository.

Summary

Persistent memory and knowledge graph for AI assistants — keyword + vector + graph search.

README.md

<p align="center"> <img src="assets/logo.png" alt="Contexta" width="320" /> </p>

<h1 align="center">Contexta MCP</h1>

<p align="center"> <b>Persistent memory & knowledge graph for your AI assistant.</b><br/> Keyword + vector + graph search in a single lookup. </p>

<p align="center"> <a href="https://smithery.ai/servers/ai-jcce/mcp-contexta"> <img src="https://img.shields.io/badge/Smithery-published-2dd4bf?style=flat-square" alt="Smithery" /> </a> <a href="https://contexta.cc"> <img src="https://img.shields.io/badge/contexta.cc-website-07080d?style=flat-square" alt="Website" /> </a> <a href="LICENSE"> <img src="https://img.shields.io/badge/license-MIT-blue?style=flat-square" alt="License" /> </a> </p>

---

What is Contexta

Contexta is a memory MCP server that remembers like a human does — by meaning, by words, and by relationships.

Most memory tools give you one flavor of recall: embedding search, a raw log, or a graph you pay extra for. Contexta fuses all three into a single query. Your agent can ask _"what did we decide about pricing with Acme last quarter?"_ and get back the right meeting, the right decision, and the people connected to it — in one round-trip.

Under the hood, Contexta indexes your notes, messages, and documents as typed entities (people, projects, decisions, meetings, tasks) and links them into a knowledge graph automatically. Every retrieval combines:

  • Keyword search — exact phrases, names, IDs
  • Vector search — semantic meaning across languages
  • Graph traversal — follow relationships between entities

Why Contexta

  • Typed entities out of the box — people, projects, decisions, meetings, tasks are first-class, not blobs of text
  • Knowledge graph included — no paid tier gate on the graph layer
  • Triple retrieval in one call — no need to stitch together three different memory APIs
  • 30-second setup — install via Smithery, sign in with OAuth, done
  • Per-user OAuth — your memory is private; the server authenticates every request individually
  • Multilingual — English and Russian equally supported

Use cases

  • Persistent memory for Claude, ChatGPT, and Cursor across sessions
  • Long-term context for AI agents working on ongoing projects
  • Personal knowledge base that actually understands who and what you mean
  • Research and meeting recall without manually tagging anything

Install

Via Smithery (recommended)

One-click install from the Smithery listing — Smithery handles the OAuth flow and proxies connections through its gateway.

Manual — Claude Desktop

Add to your Claude Desktop config (~/Library/Application Support/Claude/claude_desktop_config.json on macOS, %APPDATA%\Claude\claude_desktop_config.json on Windows):

{
  "mcpServers": {
    "contexta": {
      "url": "https://mcp.contexta.cc/mcp"
    }
  }
}

Claude will walk you through the OAuth sign-in on first use. See examples/claude-desktop.json.

Manual — Cursor

Add a new MCP server in Cursor → Settings → MCP:

  • Name: Contexta
  • Transport: HTTP
  • URL: https://mcp.contexta.cc/mcp

See examples/cursor.json.

Manual — ChatGPT

In ChatGPT → Settings → Connectors → Add custom connector → paste https://mcp.contexta.cc/mcp. See examples/chatgpt.md for full instructions.

Authentication

Contexta uses OAuth 2.0 with dynamic client registration (RFC 7591) and PKCE. On first connection, your MCP client opens a browser window, you sign in with your Contexta account, and the client receives a per-user access token. Tokens are refreshed automatically.

No API keys, no shared credentials — every request runs as a specific user with that user's private memory.

Tools exposed

Contexta MCP exposes the following tools to your AI client (non-exhaustive):

  • search — keyword + vector + graph search across your memory
  • read_page — fetch a note or document by ID
  • create_page — save a new memory
  • update_page — edit an existing memory
  • graph_search — traverse the knowledge graph
  • list_tasks / create_task / update_task — task management
  • list_workspaces — available workspaces
  • and more — the full tool list is discovered automatically by your MCP client.

Links

License

MIT — see LICENSE.

This repository is a public showcase for the hosted Contexta MCP service. The service itself is operated by the Contexta team at mcp.contexta.cc.

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