Reality Check

SkillDev tools

Check whether a claimed shipped feature, repo state or goal status holds up in evidence. Use when: comparing a claim with what exists; a gap report is not a verdict.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the Reality Check skill

What this skill tells your AI

The instructions your AI receives, as published by boshu2/agentops in skills/reality-check/SKILL.md and read by ahel’s review.

Compare an explicit claim with observable evidence. Cite every confirmed or missing behavior with a file, command result, or artifact. Separate:

  • confirmed behavior;
  • concrete gap;
  • incomplete evidence;
  • changed assumptions.

Prompt

Reality-check this claim: PR #1042 finishes the CLI regen migration,
skills-codex/ generation now runs entirely through `ao gate check`, and
`scripts/regen-all.sh` is deleted. Compare against agentops-wt/train2-c
at HEAD. Cite file-by-file evidence for what's confirmed and what's
still a gap.

It's working if

Observable in the trace, without reading the prose:

  • Every finding cites a file, command result, or artifact inside .agents/scratch/reality-check/<run-id>/reality-check-report.json.
  • A completion claim carries a disposition per stated goal, each one of confirmed, concrete gap, or unverifiable.
  • skills/reality-check/scripts/validate-output.sh accepts the report with no verdict, readiness, or PASS field present.
  • An untestable line is filed as incomplete-evidence with the missing artifact named.

Vision-coverage audit

When the claim is a completion or status claim, audit it against the stated goals, not against what happens to exist. Enumerate every goal in the vision, plan, or intent source and give each a disposition: confirmed with evidence, concrete gap, or unverifiable. The audit is complete only when every stated goal carries a disposition; full coverage of the built surface alone proves nothing about completion. The named failure mode is built-world bias: auditing only the code that exists, so goals nobody started never surface as gaps.

Frozen question variants

When the same check runs across multiple passes or sessions, freeze the exact question wording before the first pass and ask it identically in every pass; record the frozen wording in the report. A pass that answers a reworded question starts a new baseline — comparing it against earlier passes is the drifting-rubric failure mode, and its answer does not count as a repeated measurement.

Ambition-escalation checkpoint

When invoked during planning, compare the currently planned scope against the originally stated goal. Planned work that cannot be traced to a stated goal is reported as an escalation gap, exactly like a missing behavior. Reality Check reports the escalation; the caller decides whether the ambition or the stated goal changes.

Output

  • Artifact directory: .agents/scratch/reality-check/<run-id>/.
  • Filename: reality-check-report.json.
  • Format: reality-check-report.v1 JSON — the checked claim, one finding per confirmed behavior, concrete gap, incomplete-evidence item, or changed assumption (each with cited evidence), and, for a completion or status claim, the goal-by-goal coverage disposition. It carries no verdict, readiness, or PASS field; the validator rejects one.
  • Validation command: skills/reality-check/scripts/validate-output.sh <reality-check-report.json>.

If the claim cannot be tested against any observable evidence, report it as incomplete-evidence with the missing artifact named — never resolve an untestable claim as confirmed.

Boundary

Return the report to the caller. Plan may use concrete gaps to refine the existing bead or caller intent. Reality Check reports observations; it does not mint a verdict or PASS of any version, create work, schedule, claim, implement, validate, retry, or deliver.

Signals

GitHub stars
434
Forks
40
Last commit
Sep 2026
Advanced
Catalog kind
skill
Gateway key
reality-check
Source
github.com/boshu2/agentops