objectcore

Write clear, conventional git commit messages from your staged changes.

Produce technical demos that are substantive and observable rather than polished reels — structure the narrative arc, choreograph a live agentic segment with visible traces and a planned recoverable failure, back every claim with verifiable evidence, and gate the whole thing deterministically.

ObjectCore meta-plugin: author, theme, and consume a stack-agnostic design system from a DTCG design-token source of truth — generate accessible token scales, theme them with a resolver, and keep UI on-brand by picking semantic tokens by role — or quick-start from a curated seeded theme preset (inkwell, cathode).

F7 self-improvement: a forge-improver subagent that proposes behavior-preserving refinements to ObjectCore's forge scaffolder code, gated by the eval-driven admission pipeline (boundary + golden + guard + full check) before any human merges.

Minimal demo plugin proving the ObjectCore derive + validate pipeline end to end.

Surface the project knowledge base at session start and prompt capturing durable lessons at session end — the KB's automated read/write surface.

Capture and curate durable lessons, patterns, gotchas, and decisions in ObjectCore's factory knowledge base.

ObjectCore meta-plugin: governs the catalog build — derive marketplace.json from the plugin graph through the single deriveCatalog seam, validate, and keep it in sync.

ObjectCore meta-plugin: generates new meta-plugins (generators and governance plugins) from an archetype — the factory replicating itself.

ObjectCore meta-plugin: generates new plugins and their catalog entries via the spec-driven /forge pipeline — grill the idea, plan the PluginSpec, scaffold deterministically, then pass the validation + activation gate.

ObjectCore meta-plugin: governs plugin and marketplace correctness — the hard-rule checklist plus the validate + eval gate.

Generate a clear pull-request title and description from the commits on a branch, ready to open or update the PR.

The reflection loop: a PostToolUse hook that auto-invokes a self-reflection subagent on a red ObjectCore gate, diagnosing the failure and capturing durable lessons into the knowledge base.

ObjectCore meta-plugin: governs plugin releases — the Changesets-driven version, {plugin}--v{semver} tagging, SHA-pinned catalog publishing, and build-provenance/attestation flow.