Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add ayberkcansever/ai-skills --skill thermo-nuclear-code-quality-reviewgit clone --depth 1 https://github.com/ayberkcansever/ai-skillsWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/ayberkcansever/ai-skills/thermo-nuclear-code-quality-review)<a href="https://agentmods.dev/skills/ayberkcansever/ai-skills/thermo-nuclear-code-quality-review"><img src="https://agentmods.dev/badge/skills/ayberkcansever/ai-skills/thermo-nuclear-code-quality-review/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/ayberkcansever/ai-skills/thermo-nuclear-code-quality-review"><img src="https://agentmods.dev/badge/skills/ayberkcansever/ai-skills/thermo-nuclear-code-quality-review.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00062 | $0.03551 |
| Opus 5.5 | $0.00025 | $0.01420 |
| Sonnet 5.5 | $0.00012 | $0.00710 |
| Haiku 4.5 | $0.00006 | $0.00355 |
Grade A, and why
thermo-nuclear-code-quality-review scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 1mo ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 258 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Thermo-Nuclear Code Quality Review
Review current branch changes through five lenses, in order (the checkout you were launched in — execute-plan launches the reviewer in the ticket worktree). Phases 0–3 are review-first: report findings, change code only if the user says "fix". Phase 4 (docs) is always applied where a feature-docs flow exists. If the conversation was summarized mid-review, re-read this file before continuing — never grade from a summary of the lenses.
Maker/checker is unconditional for agent-authored diffs: if any part of
the diff was written by an agent in any session (execute-plan or otherwise —
resumed agent-authored branches included), run the review as a read-only
subagent — the reviewer must not
share the implementer's context or be able to edit. Manual invocation on a
human-authored diff may run inline. No subagent facility in this harness →
stop and tell the user; proceed inline only on their explicit say-so, and
record reviewer: inline (no subagent — maker/checker not independent) in the
## Review entry so the degraded review is visible at resume and retro.
Number every finding
N | file:line | severity | problem | fix so accepted findings can be appended
to the plan file as structured remediation tasks (see the review loop below).
Pinned review model: the reviewer subagent is launched with a pinned review model. Independence comes from the reviewer's fresh, read-only context (maker/checker above), not from running a different model — the reviewer may use the implementer session's own model. Never drop to a weaker model just to differ from it. Resolution, in order:
review-model: <slug>set on the line below → use exactly that slug. If the tool does not offer it, stop and ask the user; never silently substitute.- Not set → pick the strongest reasoning/thinking model the tool can
actually launch (newest, highest thinking tier), the session's own model
included. If that model is listed but fails to launch (quota, credits,
rate limit), take the next strongest and say so. Record the slug chosen,
and whether it matches the implementer's model, in the
## Reviewentry.
review-model: (unset — fill to pin a fixed slug)
This section is the single source of truth for the slug — write-plan and execute-plan reference it instead of hardcoding it; when the model changes, update it here only.
Persist the verdict: when a plan file exists for the branch, the
invoking session (orchestrator) owns the ## Review entry, one per cycle,
written in two halves — the reviewer subagent is read-only and cannot write
the plan; on standalone inline runs the session itself writes both halves:
- Before the reviewer runs:
cycle <c> | reviewed @ <HEAD SHA> | base @ <base SHA> | suite: <cmd> → <result>— the full-suite evidence theshiprule below reads. - After the verdict: the 3-line rollup, the model used, and the reviewer subagent link, appended to that same entry.
A review that leaves no ## Review entry did not happen — execute-plan's
resume check depends on it. An entry with no Verdict: line is an in-flight
cycle.
A ship verdict is valid only for its recorded HEAD and base SHAs — any
later commit invalidates it and requires a new cycle, except commits touching
only docs/ paths that leave spec decisions unchanged (doc sync, plan/spec
promotion, ## Review entries). A docs commit that edits decisions in
spec.md / design.md un-reviews the code; if the base branch moved,
re-review before merge.
Step 0 — preconditions, then the diff.
- Re-run guard: if the plan's last
## Reviewentry recordsVerdict: shipat the current HEAD (or differing from it only by docs-only commits that leave spec decisions unchanged), report "already reviewed at this commit" and stop — re-review only if the user explicitly forces it. A last entry with noVerdict:line is the in-flight cycle you are running — proceed. - Clean tree required:
git status --porcelainmust be empty. Staged, unstaged, and untracked changes are invisible togit diff <base>...HEADand would silently escape review. Dirty tree → stop and report; have the work committed first. - Quirks doc: read the project quirks doc when one exists (e.g.
docs/quirks.md— hard-learned domain gotchas) — its entries feed Phase 0's semantic-drift sweep and Phase 3. - Base & anchor: resolve the base (
git symbolic-ref refs/remotes/origin/HEADormain/master), then capturegit rev-parse HEADandgit rev-parse <base>— they must match the current## Reviewline'sreviewed @/base @; a mismatch means the suite evidence is for another commit (see theshiprule). - Review
git diff <base>...HEAD. Lenses below reconcile cleanly: Phase 0 checks the diff does what was decided; Phase 1 removes what should not exist; Phase 2 restructures what remains.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 1mo ago Changed · +4 lines 6635eee44007
- 1mo ago Changed · +8 lines b1021545de70
- 1mo ago Changed · +20 lines · -4 tokens per session 4539b3b9f6e3
- 1mo ago First seen · 226 lines · 66 tokens per session scan A 9c762f074fec
thermo-nuclear-code-quality-review is a skill published in the GitHub repository ayberkcansever/ai-skills (2 stars, last pushed 25d ago), licensed MIT. It adds 62 tokens to every session and 3,551 once invoked, about $0.0002 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
Other skills, from other repositories
code-review
Use when asked to review a PR, MR, branch, or diff, audit changed files, or check code quality.
pr-review
Use when opening, reviewing, or merging a pull request. Covers pre-PR checks (linting, tests, branch naming), PR description requirements, and post-merge cleanup. Not for code review commentary or architecture decisions — use the relevant role guidelines for those.
pn-best-of-n
Run 2–3 competing implementations of the same spec in isolated worktrees, eliminate failures via objective gates, then judge survivors with a separate premium-tier pass. Use for ambiguous algorithm/API/refactor choices with strong tests — not auth/security paths.
google-feed-ops
Google Merchant Center (GMC) launch and operation plus the retail data layer: new-account launch sequence (site trust → ToS → verify+claim → business info → shipping/tax → data source → review → programs → Ads link → first campaign), Merchant API v1 mechanics and the gmcops CLI, feed spec and attributes, feed rules…
pn-skeptic-challenge
Question the proposed approach and verify it is the best possible way. List alternatives and tradeoffs; suggest plan changes if a simpler or better path exists. Gate on confirmation before proceeding.
pn-deprecation-and-removal
Sunsetting APIs, features, and dead code — deprecation levels, migration windows, Hyrum's Law, zombie code removal. Use when removing or replacing user-visible behavior, public APIs, or long-lived flags; not the same as framework version upgrades alone.