Contexta

Contexta MCP

Persistent memory & knowledge graph for your AI assistant. Keyword + vector + graph search in a single lookup.

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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](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](examples/cursor.json).

Manual — ChatGPT

In ChatGPT → Settings → Connectors → Add custom connector → paste https://mcp.contexta.cc/mcp. See [examples/chatgpt.md](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

• Website: contexta.cc
• App: app.contexta.cc
• Smithery: smithery.ai/servers/ai-jcce/mcp-contexta
• MCP endpoint: https://mcp.contexta.cc/mcp

License

MIT — see [LICENSE](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.

Source & license

This open-source MCP server is cataloged on AgentStack and links to its original source — we do not rehost the code.

• Author: teleengco
• Source: teleengco/contexta-mcp
• License: MIT

Install and usage instructions live in the source repository linked above.