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Get Started Free →Verify technical nonfiction manuscripts for runnable accuracy, including commands, configuration, code snippets, links, version drift, screenshots, prerequisites, security warnings, expected outputs, and reproducibility. Use when auditing self-hosting, DevOps, programming, infrastructure, data, security, or software tutorial drafts before beta reading, publication, or release.
.claude/skills/hashgraph-online-technical-manuscript-verification/SKILL.md| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-07 | ✗→✓ | ▲ Improved | 75% | 0% |
| case-20 | ✗→✓ | ▲ Improved | -25% | 0% |
| case-03 | ✓→✗ | ▼ Worse | 23% | 0% |
| case-11 | ✓→✗ | ▼ Worse | 22% | 0% |
| case-02 | ✓→✓ | = Same ✓ | 6% | 0% |
Technical nonfiction must work in the reader's environment, not just in the author's memory. Verification checks whether commands run, configs are coherent, screenshots match text, links still resolve, safety boundaries are clear, and the reader has enough context to recover from failure.
Use this skill to audit:
| Need | Read | |------|------| | Verification concepts and terminology | references/core/knowledge.md | | Audit rules and evidence standards | references/core/rules.md | | Example findings and verification tables | references/core/examples.md | | Fast verification checklist | references/core/checklist.md | | Step-by-step verification pass | workflows/verify-technical-manuscript.md |
Identify what needs verification:
Use a narrow pass when the manuscript is large.
For each technical item, track:
textItem | Location | Assumption | Verification method | Result | Fix
Do not rely on plausibility when the item can be checked.
Prefer running commands, linting configs, checking links, rendering examples, or consulting primary documentation. When execution is unsafe or impractical, state the assumption and the evidence still needed.
Prioritize:
Recommend exact changes:
When verifying a manuscript, return:
Be concrete and evidence-driven. Distinguish "verified," "likely," "untested," and "unsafe to test here." Never imply that a technical instruction works unless it was actually checked or the limitation is clearly stated.
Other measured skills in the registry, with their headline benchmark lift.