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schema_pack · coding

Engineering teams

Persistent memory shared across all your coding agents.

Claude Code, Cursor, Kiro CLI, Codex, Devin, Hermes, OpenClaw. each agent typically lives isolated. You re-explain decisions, ADRs and conventions every session. ValorBrain captures decisions automatically and injects the right context for whichever agent needs it, without you asking.

What changes

Same job, with and without organizational memory.

Without
With ValorBrain
Each session starts blank; you re-explain architecture every time
Claude Code hooks inject context automatically on UserPromptSubmit
A decision made in one session is lost in the next
Decision-extractor captures decisions from your transcripts on Stop
Agent A doesn't know Agent B already solved the similar problem
Cross-agent coherence: Claude captures, Cursor sees on the next query
Conflicts between context files (CLAUDE.md, AGENTS.md, ADRs) only surface in production
Drift detector flags when canonical docs diverge from reality
Schema pack "coding" structures observations: decision, bugfix, feature, refactor, discovery

In practice

Concrete paths teams already run.

Cross-agent architecture decision

Claude Code defines a REST API pattern in ADR-007. The next day Cursor opens the project and context-surfacing injects the decision automatically. Cursor follows the pattern without you having to remember.

Refactor with drift detection

INFRA.md lists 22 subdomains. Reality probe runs against cloudflared and detects 25 real hostnames. Drift proposal appears in the dashboard: "INFRA.md out of date, 3 new hostnames undocumented".

Handoff between agents

Hermes does background ingest of new docs overnight. Claude Code opens the next morning and session-bootstrap shows "47 new docs synthesized, key decisions: X, Y, Z".

Schema pack coding

Observation types the decision-extractor captures in this domain.

typecaptures
decisionArchitectural decisions with rationale and alternatives considered
bugfixBugs identified + root cause + fix applied
featureNew features with requirements and implementation
refactorRefactors with reason and measured impact
discoveryTechnical discoveries, gotchas and learnings
antipatternPatterns to avoid (infinite durability, no decay)

Agents

MCP-compatible clients at mcpbrain.valor.digital.

  • Claude Code
  • Cursor
  • Kiro CLI
  • Codex
  • Hermes
  • OpenClaw

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