Sync durable project or session knowledge into the available memory systems
Build and debug Retrieval-Augmented Generation pipelines — chunking, embedding, retrieval, reranking
Onboard into an unfamiliar repository fast before making any changes
Verify work before committing, pushing, or requesting review
Local build-error triage. Detects common compile errors and suggests fixes
Evaluate retrieval quality from the local RAG index
Trigger a full or incremental reindex of the RAG corpus
Meta-adder for toolkit artifacts. Single entry point to add a skill, pattern, best-practice, hook, agent, or guide with correct frontmatter + sync to 4 publish targets.
Commit, push, and open a pull request with a conventional commit message