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Verify Against Rubric Fleet

Agent skill
1 skill

Orchestrator-workers generalization of verify-against-rubric to N=many artifacts against ONE locked rubric. Dispatches N stateless Sonnet sub-agents in parallel; each receives ONE artifact + the SAME rubric + read-only tools (no TASKSTATE, no DECISIONS, no prior history); returns structured per-criterion verdict. Orchestrator merges into VERIFICATIONLOG.md with aggregate pass/fail counts + failure clustering (which criteria fail most often across the cohort -> likely system-level signal). Use when N >= 4 artifacts share one rubric (multi-slice retrospective, batch PR review, cohort spec audit). Do not use for single artifacts (use verify-against-rubric), when rubrics differ per artifact (run separately or refactor the rubric first), or on LOW/MEDIUM complexity slices (use self-critique-and-revise).

Install with
Claude CodeCodexCursorGitHub CopilotGemini CLI

Supported by the Atlas install prompt. Skill-specific requirements vary.

Skill stats

Skills1CategoryEngineeringStars0

About this skill

Orchestrator-workers generalization of verify-against-rubric to N=many artifacts against ONE locked rubric. Dispatches N stateless Sonnet sub-agents in parallel; each receives ONE artifact + the SAME rubric + read-only tools (no TASKSTATE, no DECISIONS, no prior history); returns structured per-criterion verdict. Orchestrator merges into VERIFICATIONLOG.md with aggregate pass/fail counts + failure clustering (which criteria fail most often across the cohort -> likely system-level signal). Use when N >= 4 artifacts share one rubric (multi-slice retrospective, batch PR review, cohort spec audit). Do not use for single artifacts (use verify-against-rubric), when rubrics differ per artifact (run separately or refactor the rubric first), or on LOW/MEDIUM complexity slices (use self-critique-and-revise).

Quick start

  1. Copy the install prompt. Use the green button above this README.
  2. Send it to your agent. Paste it into your coding agent’s chat and send.
  3. Review the setup. Your agent checks the skill’s instructions, requirements, and installation scope.
Review, license & listing details
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Automated security scan: Partial

Only SKILL.md was scanned. Supporting files and scripts were not checked. No safety grade has been assigned.

0 potential findings · Scanned 11/4/2026 · Scanner 0.2.1

Content SHA-256: 002a5a05a7bde2d81083345450d105e364be73a92ca20951890ca44a15824207

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About this listing

Category
Engineering
Reported license
MIT
Listing language (estimated)
English
Review status
Not individually reviewed
Agent compatibility
Atlas installation supports Claude Code, Codex, and Cursor. Skill-specific dependencies and features are checked during setup.
Verify Against Rubric Fleet | Agent Skills Atlas