What is concept-learning?

A skill for combining how several research papers define, measure, and use one concept into a single concept note.

Use it to build a cross-paper concept model, compare definitions and measurements, and record disagreements or unresolved questions.

Different papers may use the same term in different ways, and comparing them makes those differences visible.

concept-learning — Skill for Claude Code and Codex by shuishousong

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 shuishousong/zotero-ima-mcp --skill concept-learning

Clone the repo

git clone --depth 1 https://github.com/shuishousong/zotero-ima-mcp

Made for: Claude Code, Codex.

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.

README.md

[![agentmods](https://agentmods.dev/badge/skills/shuishousong/zotero-ima-mcp/concept-learning/github.svg)](https://agentmods.dev/skills/shuishousong/zotero-ima-mcp/concept-learning)

Your own site

<a href="https://agentmods.dev/skills/shuishousong/zotero-ima-mcp/concept-learning"><img src="https://agentmods.dev/badge/skills/shuishousong/zotero-ima-mcp/concept-learning/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.

Your own site · 80×15

<a href="https://agentmods.dev/skills/shuishousong/zotero-ima-mcp/concept-learning"><img src="https://agentmods.dev/badge/skills/shuishousong/zotero-ima-mcp/concept-learning.svg" alt="Reviewed on agentmods" width="80" height="20"></a>

Per session 42 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.

When invoked 334 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 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.

Model	Per session	Once invoked
Fable 5.1	$0.00042	$0.00334
Opus 5.5	$0.00017	$0.00134
Sonnet 5.5	$0.00008	$0.00067
Haiku 4.5	$0.00004	$0.00033

Measured 2mo ago against content hash aac2ffcceddf, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

concept-learning 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.

skills/concept-learning/SKILL.md · 30 lines

What it actually says