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AI Knowledge Management FREEMIUM from $19/mo

Knowledge Plane

Engineering teams watch their AI tools hallucinate outdated project details

Knowledge Plane fixes this. Your codebase shifted three weeks ago—but your AI assistant still references deprecated functions. It's working from stale context. Knowledge Plane functions as shared memory infrastructure.…

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Engineering teams watch their AI tools hallucinate outdated project details. Knowledge Plane fixes this. Your codebase shifted three weeks ago—but your AI assistant still references deprecated functions. It's working from stale context.

Knowledge Plane functions as shared memory infrastructure. Code changes get automatically synced into a graph structure. Documentation updates flow in. Slack decisions join them. The system tracks relationships between components. When a service depends on another library, Knowledge Plane maps that connection. When a design decision owns a particular implementation choice, it captures the link. You won't find everything dumped into vector embeddings here.

Skills handle refresh work. Schedule them to pull from repositories, docs systems, or internal APIs. Hourly or daily cycles—your choice. They detect drift autonomously and update the knowledge graph without manual intervention. Every piece of information includes source attribution. Owners and timestamps come standard. You'll know exactly where something came from.

The system exposes both MCP and HTTP API access. AI tools can query the knowledge graph directly (think tools like Cursor). The Memory Graph visualization shows how your team's knowledge connects across sources and teams. Someone in infrastructure needs context about a frontend decision made two months back? This handles it.

You'll need to apply for beta access. No open signups yet. But if you're tired of feeding your AI tools the same context repeatedly—or debugging why they reference extinct code paths—it's worth the application friction.

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Frequently asked

7 questions
How does Knowledge Plane keep my AI tools from using outdated information?
It automatically syncs your code, docs, and Slack conversations on schedules you set (hourly or daily). Skills detect when things have changed and update the knowledge graph without you doing anything. Your AI tools then pull from this current graph instead of stale context they were trained on.
What AI tools does Knowledge Plane work with?
It works with Cursor, Claude, and pretty much any AI tool through MCP (Model Context Protocol) or HTTP API. You're not locked into specific tools—if it can make API calls or use MCP, it'll work with Knowledge Plane.
How is Knowledge Plane different from just dumping documents into a vector database?
It combines graph memory with vector embeddings, so it understands relationships between things. When Service A depends on Library B, or when a Slack decision led to a code change, Knowledge Plane maps those connections. You get reasoning about dependencies and ownership, not just keyword matching.
Can I use Knowledge Plane right now or is there a waitlist?
You'll need to apply for beta access—they're not doing open signups yet. It's in beta, so there's an application process to get in.
Who should actually use Knowledge Plane?
Engineering teams that rely on AI tools and are tired of constantly re-explaining context. If you're debugging why your AI assistant references deleted code or outdated architecture decisions, this solves that problem by maintaining current context automatically.
Does Knowledge Plane track where information comes from?
Yeah, every piece of knowledge includes source attribution with owners and timestamps. You'll always know if something came from a Slack thread, a code commit, or a doc update—and when it was added.
What kind of sources can Knowledge Plane sync with?
Code repositories, documentation systems, Slack, and basically any tool with an API through their Skills system. You set up Skills to pull from wherever your team's knowledge lives, and they refresh on whatever schedule makes sense.

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