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 yha9806/academic-writing-toolkit --skill auditgit clone --depth 1 https://github.com/yha9806/academic-writing-toolkitWrote 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/yha9806/academic-writing-toolkit/audit)<a href="https://agentmods.dev/skills/yha9806/academic-writing-toolkit/audit"><img src="https://agentmods.dev/badge/skills/yha9806/academic-writing-toolkit/audit/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/yha9806/academic-writing-toolkit/audit"><img src="https://agentmods.dev/badge/skills/yha9806/academic-writing-toolkit/audit.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
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 | $0.00022 | $0.01813 |
| Opus 5 | $0.00011 | $0.00907 |
| Sonnet 5 | $0.00004 | $0.00363 |
| Haiku 4.5 | $0.00002 | $0.00181 |
Grade A, and why
audit 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 today.
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 — 158 lines — stays where its author put it; the contents beside it link to each section on GitHub.
/audit — Thesis Consistency Audit Skill
Running Python helpers
Choose the interpreter before running the examples. For a globally installed
copy, use the private runtime recorded by its installer. In a checkout or linked
workspace, use AWT_PYTHON when set, otherwise the toolkit's .venv (follow the
skill directory link back to the toolkit): Scripts/python.exe on Windows,
bin/python on macOS/Linux. Without that environment, check that python
(Windows) or python3 (macOS/Linux) actually runs and has the helper's dependencies.
Replace the example's python3 with that executable. In PowerShell, prefix a
quoted executable with &; keep commands on one line and quote file paths.
Purpose
Scan all thesis chapters for internal data consistency issues: contradictory numbers, inconsistent terminology, broken cross-references, and arithmetic errors. This is a pre-submission quality check.
Trigger Words
This skill activates on: audit, consistency check, check numbers, /audit.
Workflow
-
Scan all chapter files in the
chapters/directory using Glob. Read each file to extract quantitative claims, terminology, and cross-references. -
Check the following categories:
A. Numerical consistency
- The same statistic (e.g., accuracy, sample size, p-value) cited in multiple chapters must have the same value.
- Percentages in a distribution must sum to 100% (with tolerance of +/-1% for rounding).
- Counts (e.g., "42 models") must match between chapters.
B. Terminological consistency
- The same concept must use the same term throughout. Flag cases where synonyms are used inconsistently (e.g., "structured review" vs "systematic review" for the same concept).
- Abbreviations must be defined on first use in each chapter.
C. Cross-reference validity
- References to other sections (e.g., "as discussed in Section 3.2") must point to sections that exist.
- References to tables and figures must match actual table/figure numbers.
- Forward references ("Chapter 6 will show...") must be fulfilled.
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.
- today Changed · +11 lines 0ebfbdb94eb3
- 2d ago Changed · +9 lines 12e2ec5f0d94
- 3d ago Changed · +47 lines · -2 tokens per session 5dd61dbc9bf6
- 10d ago First seen · 91 lines · 24 tokens per session scan A c9b276cd2bea
audit is a skill published in the GitHub repository yha9806/academic-writing-toolkit (36 stars, last pushed 2d ago), licensed MIT. It adds 22 tokens to every session and 1,813 once invoked, about $0.0001 per session on Opus 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 2026-08-30.
Other skills, from other repositories
academic-cv
Write academic CVs, cover letters, research statements, teaching philosophies, diversity statements, and prepare for academic job applications. Use this skill whenever you need to create or improve an academic CV, write a research statement, develop a teaching philosophy, prepare application materials for faculty…
conference-presentation
Design and write conference posters, oral presentations, slide decks, and conference abstracts. Use this skill whenever you need to create a research poster, prepare slides for an academic talk, design a conference presentation, write a conference abstract, or prepare for Q&A. Trigger for: "design my conference…
argumentation-engine
Build, analyse, strengthen, and evaluate academic arguments using formal argumentation frameworks. Use this skill whenever the user needs to construct a logical argument, write a critical analysis, respond to counterarguments, evaluate the strength of evidence, identify logical fallacies, or apply argumentation models…
figure-table-checker
Check, improve, and ensure compliance of figures and tables in academic papers. Use this skill whenever the user needs to verify figure or table formatting, choose error bar types, check colorblind accessibility, ensure APA or journal-specific compliance, create CONSORT or PRISMA flow diagrams, or fix common figure…
latex-writer
Write, structure, and compile LaTeX documents for academic purposes. Use this skill whenever the user needs to write a LaTeX document, choose the right document class or packages, format equations, manage bibliographies, create figures and tables in LaTeX, troubleshoot errors, or prepare a journal-ready manuscript.…
literature-review
Plan, structure, write, and improve academic literature reviews of all types — including narrative reviews, systematic reviews, and literature review chapters in dissertations. Use this skill whenever the user needs to write a literature review, synthesise multiple sources, structure a review chapter, understand…