KIP
Wire Claude Code or Cursor to a KIP knowledge-graph backend so coding agents keep persistent memory, evolving facts, and traceable reasoning across sessions.
Overview
KIP is a Build-phase MCP server that links coding agents to a knowledge graph for persistent memory, evolving knowledge, and more explainable interactions.
What is this MCP server?
- stdio MCP server @ldclabs/kip-mcp-server (v1.0.1) for Model Context Protocol clients
- Knowledge-graph backend for memory persistence across agent conversations and projects
- Supports knowledge evolution—structured updates instead of flat chat logs
- Explainable interaction—graph-backed context for clearer agent rationales
- Requires KIP_BACKEND_URL plus KIP_API_KEY; npm install and MCP config entry
- MCP server schema version 1.0.1; npm package @ldclabs/kip-mcp-server at 1.0.1
- Transport: stdio; 2 required environment variables (KIP_BACKEND_URL, KIP_API_KEY)
- Published on GitHub: ldclabs/KIP
Community signal: 75 GitHub stars.
What problem does it solve?
Agent sessions forget prior decisions and rationale, so solo builders re-explain the same architecture and lose traceable context on every new chat.
Who is it for?
Indie builders running long-lived Claude Code or Cursor workflows who operate a KIP backend (or ldcLabs-hosted endpoint) and want structured agent memory beyond the context window.
Skip if: Teams that only need ephemeral chat, have no KIP backend or API key, or want a file-only memory skill with zero external service.
What do I get? / Deliverables
After registering KIP in your MCP config, agents can read and update graph-backed memory through your KIP backend so project knowledge compounds instead of resetting.
- Configured stdio MCP server entry in your agent client
- Agent tools that query and update KIP knowledge-graph memory via your backend
- Session-spanning structured memory instead of disposable chat-only context
Recommended MCP Servers
Journey fit
Knowledge-graph MCP fits the Build phase because it is infrastructure you add while shaping agent workflows—not a one-off launch or ops-only monitor. Agent-tooling is the canonical shelf: KIP is an MCP bridge for LLM clients, not a generic database admin or marketing integration.
How it compares
External knowledge-graph MCP integration, not an in-repo agent skill or local markdown memory file.
Common Questions / FAQ
Who is KIP for?
KIP is for solo and small-team builders using MCP-enabled coding agents who want persistent, graph-structured memory backed by a KIP service.
When should I use KIP?
Use KIP when you are building or operating agent workflows that span many sessions and you need memory persistence, evolving facts, and explainable graph context—not one-shot codegen.
How do I add KIP to my agent?
Install @ldclabs/kip-mcp-server from npm, set KIP_BACKEND_URL and KIP_API_KEY, add the server to your client’s MCP servers list (stdio), then restart Claude Code, Cursor, or your MCP host.