ingest

ingest is a skill for Claude Code from Chanw-research/claude-code-paper-writing. It costs 73 tokens per session (4,544 once invoked), scanned A, original, LPPL-1.3c.

A workflow for adding one research paper to the wiki, including pages for the paper, concepts, people, and claims. It also connects related pages with two-way links and graph edges.

In plain words
What is it for?
Use it when you have a PDF, LaTeX source, or arXiv link, or when you want to add a paper and its claims to the knowledge base.
Why use it?
It turns a paper into linked, reusable knowledge instead of leaving its findings isolated in a PDF or source file.

Skill for Claude Code

Written for Claude Code: argument-hint in frontmatter.

Good fit Use it when you have a PDF, LaTeX source, or arXiv link, or when you want to add a paper and its claims to the knowledge base.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/chanw-research/claude-code-paper-writing/ingest
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 Chanw-research/claude-code-paper-writing --skill ingest
Clone the repo
git clone --depth 1 https://github.com/Chanw-research/claude-code-paper-writing

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 ingest

README.md
[![agentmods](https://agentmods.dev/badge/skills/chanw-research/claude-code-paper-writing/ingest/github.svg)](https://agentmods.dev/skills/chanw-research/claude-code-paper-writing/ingest)
Your own site
<a href="https://agentmods.dev/skills/chanw-research/claude-code-paper-writing/ingest"><img src="https://agentmods.dev/badge/skills/chanw-research/claude-code-paper-writing/ingest/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.

agentmods 80×15 button for ingest

Your own site · 80×15
<a href="https://agentmods.dev/skills/chanw-research/claude-code-paper-writing/ingest"><img src="https://agentmods.dev/badge/skills/chanw-research/claude-code-paper-writing/ingest.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 73 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 4,544 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.
Origin unknown 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 $0.00073 $0.04544
Opus 5 $0.00036 $0.02272
Sonnet 5 $0.00015 $0.00909
Haiku 4.5 $0.00007 $0.00454

Measured 9d ago against content hash d4908c9bbf5f, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-09, from the pricing page.

Security

Grade A, and why

ingest 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.

empirical-research-notes/empirical-wiki/.claude/skills/ingest/SKILL.md · 268 lines

The source is not reproduced here

Licensed LPPL-1.3c

The repository is licensed LPPL-1.3c, which this catalogue does not treat as permission to reproduce the file. Read it at the source.

Read it on GitHub

Files

What ships with it

5 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.

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. 9d ago First seen · 268 lines · 73 tokens per session scan A d4908c9bbf5f

Subscribe to this mod's changes

ingest is a skill published in the GitHub repository Chanw-research/claude-code-paper-writing (42 stars, last pushed 3mo ago), licensed LPPL-1.3c. It adds 73 tokens to every session and 4,544 once invoked, about $0.0004 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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