# Predict Job Success Likelihood

> Predicts the likelihood of successful workflow execution using installed dependencies, resource status, and similar historical jobs.

- Skill: `steliosot/predict-job-success-likelihood` (Agent Skill, multi-file: 4 files)
- Install (CLI): `npx skillmds@latest add steliosot/predict-job-success-likelihood`
- Raw SKILL.md: https://api.skillmd.com/api/skills/steliosot/predict-job-success-likelihood/raw
- Safety review: pending
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: DevOps & Infra
- Author: steliosot (https://skillmd.com/u/steliosot)
- Updated: 2026-09-17
- Page: https://skillmd.com/skills/steliosot/predict-job-success-likelihood

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# 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