---

name: predict_job_success_likelihood description: > Predicts the likelihood of successful workflow execution using installed dependencies, resource status, and similar historical jobs. homepage: https://github.com/steliosot/comfy-agent metadata.clawdbot.os: ["darwin", "linux"] metadata.clawdbot.requires.bins: ["python3"] metadata.clawdbot.requires.env: ["COMFY_URL", "COMFY_AUTH_HEADER"] metadata.clawdbot.files: ["skill.py", "skill.yaml", "scripts/*"] metadata.clawdbot.tags: ["comfyui", "skill", "ops", "prediction", "history", "preflight"] metadata.clawdbot.category: "ops" metadata.clawdbot.input_type: "application/json" metadata.clawdbot.output_type: "application/json" metadata.clawdbot.output_can_feed_into: ["prepare_workflow_dependencies", "run_curated_workflow"] metadata.clawdbot.accepts_input_from: ["match_curated_workflow", "list_curated_workflows"] metadata.clawdbot.priority: 93

predict_job_success_likelihood

Returns:

• likelihood: estimated success probability (0..1)
• confidence: confidence in this estimate (0..1)
• recommendation: one of:
  • safe_to_run
  • run_with_caution
  • fix_dependencies_first

The estimate combines:

• dependency readiness from installed nodes/models
• historical success rate for similar workflows
• current queue/resource pressure