Coding Agents

Ship code faster with agents that learn your codebase

Your coding agent forgets your project conventions every session. With Headkey, it remembers naming patterns, forms beliefs about architecture decisions, and maps how your modules connect — across every session, every project.

See Demo Below

Three Primitives, One Cognitive Architecture

Each primitive serves a different purpose. Here's how they work for this use case.

Memories

Remember project conventions and past decisions

Your agent recalls naming patterns, deployment procedures, and bug fixes from weeks ago. No more re-explaining how your project works every session.

rememberrecallforget
{
  "content": "This project uses snake_case for Python and camelCase for JavaScript.",
  "tags": [
    "conventions",
    "naming"
  ],
  "importance": "high"
}

Beliefs

Form evolving opinions about the codebase

"This project prefers integration tests" at 0.85 confidence gets reinforced or superseded as the agent learns more. Conflicting practices are detected automatically.

believebeliefs
{
  "statement": "This project prefers integration tests over unit tests for API endpoints",
  "confidence": 0.85,
  "subject": "testing"
}

Relationships

Map how modules depend on each other

When you ask about the auth module, the agent knows it connects to OAuth, the user service, and the session manager. Navigate your codebase by meaning, not just keywords.

relateentities
{
  "subject": "AuthService",
  "object": "Session Store",
  "predicate": "depends on"
}

Flat Memory vs. Structured Cognition

What changes when your agent has a mind, not just a vector store.

DimensionFlat Memory (RAG)Headkey
Context across sessionsLoses conventions every restartPersistent recall of all prior sessions
Conflicting practicesReturns contradictory snippets equallyDetects and resolves belief conflicts
Codebase navigationSearches by keyword onlyTraverses entity graph for related modules
Confidence in adviceEvery retrieved fact is equalBeliefs have confidence scores that evolve

See It in Action

An AI coding assistant that remembers project conventions, forms beliefs about the codebase, and recalls relevant context.

Step 1 of 4
> The assistant learns a project convention during code review.
Tool Call: remember
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