map

map is a skill for Claude Code from yha9806/academic-writing-toolkit. It costs 26 tokens per session (864 once invoked), scanned A, original, MIT.

A literature-to-thesis mapping that shows which sources support which chapters and arguments. It also highlights chapters with too little source coverage.

In plain words
What is it for?
Use it to build a source-by-chapter matrix from reading notes and chapter files, label the relationships, and find under-covered chapters.
Why use it?
It makes missing evidence visible instead of leaving support scattered across notes. This helps identify chapters that need more relevant literature.

Skill for Claude Code

Written for Claude Code: allowed-tools in frontmatter. Also seen: mentions CLAUDE.md.

Good fit Use it to build a source-by-chapter matrix from reading notes and chapter files, label the relationships, and find under-covered chapters.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/yha9806/academic-writing-toolkit/map
Install

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.

Any agent
npx skills add yha9806/academic-writing-toolkit --skill map
Clone the repo
git clone --depth 1 https://github.com/yha9806/academic-writing-toolkit

Made for: Claude Code.

Wrote 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.

agentmods badge for map

README.md
[![agentmods](https://agentmods.dev/badge/skills/yha9806/academic-writing-toolkit/map.svg)](https://agentmods.dev/skills/yha9806/academic-writing-toolkit/map)
Your own site
<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>
Per session 26 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 864 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • NVIDIA SkillSpector pass 7 Sept 2026
How audits are shown
Origin original No closer match found in the catalogue.
Token cost

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.

ModelPer sessionOnce 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

Measured yesterday against content hash 0a06e144e321, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-07, from the pricing page.

Security

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.

.claude/skills/map/SKILL.md · 82 lines

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

  1. Scan all notes files in literature/reading_notes/ using Glob (*_NOTES.md). For each file, extract:

    • Author and title (from the # Reading Notes: heading)
    • Status field value
    • Relevance field value
    • All rows from the ## Thesis Connections table
  2. Scan chapter files in chapters/ to get the list of chapters and their section headings.

  3. 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.
  4. Identify coverage gaps. Flag any chapter that has fewer than 3 mapped sources as "under-covered".

  5. 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 in CLAUDE.md, and count notes files by Status value (reading / completed / integrated).

  6. 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.}

Read the full file on GitHub · 82 lines

Changes

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.

  1. yesterday Changed · +6 lines · +2 tokens per session 0a06e144e321
  2. 7d ago First seen · 76 lines · 24 tokens per session scan A a56c1ffd61be

Subscribe to this mod's changes

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.

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