Borrowing it
Nothing to install: this file belongs to nerds-odd-e/doughnut. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/nerds-odd-e/doughnut/main/.agents/skills/dough-execution-retrospective/SKILL.mdgit clone --depth 1 https://github.com/nerds-odd-e/doughnutWrote 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/nerds-odd-e/doughnut/dough-execution-retrospective)<a href="https://agentmods.dev/skills/nerds-odd-e/doughnut/dough-execution-retrospective"><img src="https://agentmods.dev/badge/skills/nerds-odd-e/doughnut/dough-execution-retrospective/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/nerds-odd-e/doughnut/dough-execution-retrospective"><img src="https://agentmods.dev/badge/skills/nerds-odd-e/doughnut/dough-execution-retrospective.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 | $0.00162 | $0.03230 |
| Opus 5.5 | $0.00065 | $0.01292 |
| Sonnet 5.5 | $0.00032 | $0.00646 |
| Haiku 4.5 | $0.00016 | $0.00323 |
Grade A, and why
dough-execution-retrospective 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 9d 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 — 241 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Review an execution
Review implementation and product learning by default, and process when enabled. Return evidence and needed correction plans; do not implement, commit, push, or change the backlog. Leave closure to dough-story-wrap-up.
An execution retrospective may start once implementation is delivered while its applicable CI result remains pending. Treat the retained observer, publication target, accepted revision, and pending state as input, not as a missing completion prerequisite. Review the delivered implementation while observation continues and state which conclusions remain conditional on unresolved CI. Do not invoke the CI wait, stop or replace its observer, acknowledge its events, or claim final execution/review handoff; the invoking execution owns those actions through its completion operation.
Select reviews
Select reviews before focus-specific actions or context, including log-location resolution.
Independent, combinable --skip-process and --skip-product omit their analysis, suggestions,
and destination access/writes. Unresolved process selection excludes that focus too. Other
reviews retain their authority, implementation planning, and direction consideration.
Read this project's optional <established-planning-directory>/open-dough.json (default:
<project-root>/.planning/open-dough.json), not a skill-local or other project's file.
Expect a JSON object with optional boolean skipProcessRetrospective: false enables process;
missing file/key or true skips it like --skip-process. Ignore unknown keys; never create,
rewrite, or repair it.
Explicit process selection overrides storage, including errors: --skip-process skips;
an include-process request enables without a new flag. Clarify contradictory instructions.
Otherwise unreadable/malformed/non-object JSON or non-boolean recognized values leave selection
unresolved: report error, omit process analysis/log access, and continue independent reviews.
What ships with it
3 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
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.
- 9d ago Changed · +9 lines · +11 tokens per session 187b61607534
- 23d ago Changed · +3 lines 0a9cfb7c0dad
- 1mo ago Changed · +2 lines · +19 tokens per session 2fa029c58c3f
- 1mo ago Changed · +4 lines 319e241480ae
- 1mo ago Changed · +10 lines 986c599855aa
- 1mo ago Changed · +7 lines · +7 tokens per session ef537e131e47
- 1mo ago Changed · -45 lines ab0d96c884d8
- 1mo ago Changed 902cf0cedab2
- 1mo ago Changed fc638c9a3bc2
- 1mo ago First seen · 251 lines · 125 tokens per session scan A 4ef8edab0e4b
dough-execution-retrospective is a skill published in the GitHub repository nerds-odd-e/doughnut (50 stars, last pushed today), licensed MIT. It adds 162 tokens to every session and 3,230 once invoked, about $0.0006 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 2026-09-11.
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