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summary-academic

summary-academic is a skill for Claude Code from johngraff512/mccombs-ai-skills. It costs 35 tokens per session (1,698 once invoked), scanned A, original, no licence file.

A structured summarizer for academic papers and other scholarly publications, covering their claims, methods, conclusions, implications, and critical analysis.

In plain words
What is it for?
Use it to review research articles, explain their methods and findings, and assess their significance.
Why use it?
It reduces the effort needed to understand research papers while keeping important evidence and citations organized.

Skill for Claude Code

Written for Claude Code: shipped in a Claude Code plugin.

Part of the business-ai-tools plugin — 4 skills shipped together

not rated 6repo 1mo ago A scan 35 tokens no licence

Good fit Use it to review research articles, explain their methods and findings, and assess their significance.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/johngraff512/mccombs-ai-skills/summary-academic
View source ↗ johngraff512/mccombs-ai-skills
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 johngraff512/mccombs-ai-skills --skill summary-academic
Clone the repo
git clone --depth 1 https://github.com/johngraff512/mccombs-ai-skills

Made for: Claude Code.

Or install business-ai-tools, the plugin that ships this one along with the rest of its 4 skills.

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 summary-academic

README.md
[![agentmods](https://agentmods.dev/badge/skills/johngraff512/mccombs-ai-skills/summary-academic/github.svg)](https://agentmods.dev/skills/johngraff512/mccombs-ai-skills/summary-academic)
Your own site
<a href="https://agentmods.dev/skills/johngraff512/mccombs-ai-skills/summary-academic"><img src="https://agentmods.dev/badge/skills/johngraff512/mccombs-ai-skills/summary-academic/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 summary-academic

Your own site · 80×15
<a href="https://agentmods.dev/skills/johngraff512/mccombs-ai-skills/summary-academic"><img src="https://agentmods.dev/badge/skills/johngraff512/mccombs-ai-skills/summary-academic.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 35 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,698 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 $0.00035 $0.01698
Opus 5.5 $0.00014 $0.00679
Sonnet 5.5 $0.00007 $0.00340
Haiku 4.5 $0.00003 $0.00170

Measured 2mo ago against content hash dfaddce07e75, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

summary-academic 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 2mo 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.

plugins/business-ai-tools/skills/summary-academic/SKILL.md · 165 lines

The source is not reproduced here

No licence file

A repository with no LICENSE is all rights reserved by default, so the body is not copied here. The metadata, the measurements and the link are.

Read it on GitHub

Files

What ships with it

1 file 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. 2mo ago First seen · 165 lines · 35 tokens per session scan A dfaddce07e75

Subscribe to this mod's changes

summary-academic is a skill published in the GitHub repository johngraff512/mccombs-ai-skills (6 stars, last pushed 1mo ago), with no licence file. It adds 35 tokens to every session and 1,698 once invoked, about $0.0001 per session on Opus 5.5. 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 2026-08-31.

Learning and teachingResearch
Related

summary-academic compared with skills from other repositories

summary-academic next to 6 skills from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
summary-academicjohngraff512/mccombs-ai-skillsSkill61mo agononeA35Claude Code
hr-onboardingnexu-io/open-designSkill106kyesterdayApache-2.0A62Claude Code, Codex
book-mirrorgarrytan/gbrainSkill32kyesterdayMITA138Claude Code
exam-forecastanthropics/claude-for-legalSkill9.9k3d agoApache-2.0A73Claude Code
lean-formalizewanshuiyin/Auto-claude-code-research-in-sleepSkill19k3d agoMITA81Claude Code
eli5companion-inc/feynmanSkill10k6d agoMITA63Claude Code, Codex
deck-course-modulenexu-io/html-anythingSkill9.4k25d agoApache-2.0A25Claude Code, Codex