Pranaykarvi commented on issue #62500:
URL: https://github.com/apache/airflow/issues/62500#issuecomment-4067359940

   @jason810496 Further update on the PoC — added three more 
   components based on the architecture discussion:
   
   https://github.com/Pranaykarvi/airflow/tree/feat/agent-skills-poc
   
   New in this commit:
   
   1. breeze_context.py — runtime API for agents
      get_context() detects host vs Breeze via 4-step 
      priority chain (env var → /.dockerenv → /opt/airflow 
      → default host). get_command(skill_id, **kwargs) 
      returns the correct command for current context with 
      parameter substitution.
   
   2. validate_skills.py — standalone schema validator
      Checks all skills at once, catches duplicate IDs,
      invalid context values, missing required fields.
      python validate_skills.py -v lists all passing skills.
   
   3. query_skills.py — skill discovery CLI
      python query_skills.py --chain run-manual-checks
      shows full execution order:
        1. setup-breeze-environment
        2. run-static-checks  
        3. run-manual-checks
   
   7 skills, 21 tests passing.
   
   Happy to hear feedback on the get_command() API design 
   specifically whether that level of abstraction is the 
   right interface for agents consuming these skills.


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