AI Engineering

Qdrant Search Strategies helps choose advanced retrieval methods when basic vector search misses relevant items or ranks them poorly. Use it for hybrid search, reranking, relevance feedback, MMR, recommendations, discovery, and score boosting.

Skill A is used when doing task A. It integrates with skill-b and is called by skill-c in related workflows.

Skill A is used when doing task A. It integrates with another skill and produces a design document output.

Skill B uses and is called by other agent skills for task B. Use it when coordinating with related skills in a bundle or plugin workflow.

Skill B is used when doing task B. It is called by test-project:skill-a and appears to be a terminal integration skill with no inputs or outputs.

Skill B is used when doing task B. It is called by test-project:skill-a for integration within a Claude Code bundle workflow.

Skill C is used when doing task C. It integrates with other skills by calling test-project:skill-a and being called by test-project:skill-b.

Skill Consumer is used when consuming optimization artifacts from another skill. It expects an optimization-spec input and is called by test-project:skill-producer.

Using Bundles Forge routes bundle-plugin work to the right skill for blueprinting, scaffolding, authoring, auditing, testing, optimizing, or releasing. It also checks whether a directory is a bundle-plugin project before other skills run.

Using Test discovers the skills available in a session. Use it at the start of a session to see what skills can be used.

Using Test discovers the available skills at the start of a session. Use it when you need to see which skills are installed before choosing one.

Using Test helps you start a session by discovering which skills are available. Use it when you need to check the current skill set before choosing a task-specific skill.