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full-read

full-read is a skill for Claude Code, Codex from shuishousong/zotero-ima-mcp. It costs 40 tokens per session (321 once invoked), scanned A, original, MIT.

A skill for carefully reading one research paper from beginning to end and saving structured notes about it. It separates what the paper says from the reader’s interpretation.

In plain words
What is it for?
Use it to document a paper’s research question, method, results, conclusion, and limitations in a saved analysis.
Why use it?
It helps turn a long paper into reusable notes while keeping each point tied to the paper’s text.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

not rated 1repo 3mo ago A scan 40 tokens original MIT

Good fit Use it to document a paper’s research question, method, results, conclusion, and limitations in a saved analysis.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/shuishousong/zotero-ima-mcp/full-read
View source ↗ shuishousong/zotero-ima-mcp
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 full-read
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.

agentmods badge for full-read

README.md
[![agentmods](https://agentmods.dev/badge/skills/shuishousong/zotero-ima-mcp/full-read/github.svg)](https://agentmods.dev/skills/shuishousong/zotero-ima-mcp/full-read)
Your own site
<a href="https://agentmods.dev/skills/shuishousong/zotero-ima-mcp/full-read"><img src="https://agentmods.dev/badge/skills/shuishousong/zotero-ima-mcp/full-read/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 full-read

Your own site · 80×15
<a href="https://agentmods.dev/skills/shuishousong/zotero-ima-mcp/full-read"><img src="https://agentmods.dev/badge/skills/shuishousong/zotero-ima-mcp/full-read.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 40 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 321 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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00040 $0.00321
Opus 5.5 $0.00016 $0.00128
Sonnet 5.5 $0.00008 $0.00064
Haiku 4.5 $0.00004 $0.00032

Measured 2mo ago against content hash 70acd06dc1fc, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

full-read 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/full-read/SKILL.md · 31 lines

What it actually says

full-read

对单篇文献完整精读，并把精读结果作为 full_read 类 Analysis 写入 ima。

触发条件

用户要求：精读这篇、完整读一遍、写一篇这篇论文的解读、把这篇论文的要点整理出来。

流程

  1. zotero_search_items 定位文献，取 zoteroKey。
  2. 若未导入则 literature_import_item；若未解析全文则 literature_parse_mineru。
  3. literature_paper_read（mode=full）读取全文。
  4. 组织结构化解读：研究问题 / 方法 / 主要结果 / 结论与局限。
  5. literature_analysis_write 写入：
    • analysisType: full_read
    • sourceKey: zoteroKey
    • title: 论文标题 + "完整精读"
    • managedContent: 结构化解读 Markdown

输出要求

  • 每个要点都可在全文/摘要中找到依据。
  • 解读需区分"原文所述"与"自己的理解"。
  • 保存成功后返回 analysisId 和 noteId。
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 · 31 lines · 40 tokens per session scan A 70acd06dc1fc

Subscribe to this mod's changes

full-read is a skill published in the GitHub repository shuishousong/zotero-ima-mcp (1 stars, last pushed 3mo ago), licensed MIT. It adds 40 tokens to every session and 321 once invoked, about $0.0002 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.

LiteratureResearchZoteroai-agentmcp
Related

full-read compared with skills from other repositories

full-read next to 6 skills from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
full-readshuishousong/zotero-ima-mcpSkill13mo agoMITA40Claude Code, Codex
literature-mentorbahayonghang/my-ai-cli-toolkitSkill1710d agoMITA121Claude Code, Codex
zotero-cli54yyyu/zotero-mcpSkill5.8k2d agoMITA93Claude Code, Codex
annotate-paper54yyyu/zotero-mcpSkill5.8k2d agoMITA82Claude Code, Codex
deeppapernote917Dhj/DeepPaperNoteSkill1.3ktodayMITA71Claude Code, Codex
paper-glossary917Dhj/DeepPaperNoteSkill1.3ktodayMITA46Claude Code, Codex
fin-ref-papercsmar432/finai-researchSkill1095d agoMITA47Claude Code, Codex