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 mapgit 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/map)<a href="https://agentmods.dev/skills/yha9806/academic-writing-toolkit/map"><img src="https://agentmods.dev/badge/skills/yha9806/academic-writing-toolkit/map.svg" alt="Measured on agentmods" 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 | $0.00026 | $0.00864 |
| Opus 5 | $0.00013 | $0.00432 |
| Sonnet 5 | $0.00005 | $0.00173 |
| Haiku 4.5 | $0.00003 | $0.00086 |
Grade A, and why
map 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 yesterday.
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 — 82 lines — stays where its author put it; the contents beside it link to each section on GitHub.
/map — Literature-Thesis Mapping Skill
Purpose
Build and display a mapping matrix showing which literature sources support which thesis chapters. Identify coverage gaps where chapters lack sufficient source support.
Trigger Words
This skill activates on: map, show mapping, coverage, which sources, /map.
Workflow
-
Scan all notes files in
literature/reading_notes/using Glob (*_NOTES.md). For each file, extract:- Author and title (from the
# Reading Notes:heading) Statusfield valueRelevancefield value- All rows from the
## Thesis Connectionstable
- Author and title (from the
-
Scan chapter files in
chapters/to get the list of chapters and their section headings. -
Build the mapping matrix. Rows are sources (sorted alphabetically by author), columns are chapters (Ch1 through Ch8 or however many exist).
- Mark each cell with the connection type if a mapping exists (e.g.,
supports,challenges,extends). - Leave cells empty if no connection.
- Mark each cell with the connection type if a mapping exists (e.g.,
-
Identify coverage gaps. Flag any chapter that has fewer than 3 mapped sources as "under-covered".
-
Add the progress dashboard. Count chapter words deterministically with
wc -w chapters/*.md(never estimate word counts by reading), compare against the per-chapter targets inCLAUDE.md, and count notes files byStatusvalue (reading / completed / integrated). -
Output the mapping and dashboard.
Output Format
## Literature-Thesis Mapping -- {YYYY-MM-DD}
### Matrix
| Source | Status | Ch1 | Ch2 | Ch3 | Ch4 | Ch5 | Ch6 | Ch7 | Ch8 |
|--------|--------|-----|-----|-----|-----|-----|-----|-----|-----|
| Smith (2024) | integrated | | supports | supports | | | | | |
| Jones (2021) | integrated | extends | supports | supports | extends | | | | |
| Lee (2019) | completed | | | supports | | | challenges | | challenges |
### Coverage Summary
| Chapter | Mapped Sources | Status |
|---------|---------------|--------|
| Ch1 | {N} | OK / Under-covered |
| Ch2 | {N} | OK / Under-covered |
### Under-covered Chapters
{List chapters with < 3 sources, with suggestions for which completed-but-not-yet-mapped notes might fill the gap.}
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.
- yesterday Changed · +6 lines · +2 tokens per session 0a06e144e321
- 7d ago First seen · 76 lines · 24 tokens per session scan A a56c1ffd61be
map is a skill published in the GitHub repository yha9806/academic-writing-toolkit (34 stars, last pushed yesterday), licensed MIT. It adds 26 tokens to every session and 864 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.…
preregistration-guide
Write and complete preregistrations for research studies before data collection or analysis. Use this skill when preregistering a study, writing a registered report, or understanding open science practices. Trigger for: "preregister my study," "how to write a preregistration," "OSF preregistration," "AsPredicted,"…