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.
npx skills add shuishousong/zotero-ima-mcp --skill full-readgit clone --depth 1 https://github.com/shuishousong/zotero-ima-mcpWrote 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.
[](https://agentmods.dev/skills/shuishousong/zotero-ima-mcp/full-read)<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.
<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>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 | $0.00040 | $0.00321 |
| Opus 5 | $0.00020 | $0.00161 |
| Sonnet 5 | $0.00008 | $0.00064 |
| Haiku 4.5 | $0.00004 | $0.00032 |
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 11d 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.
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
zotero_search_items定位文献，取zoteroKey。- 若未导入则
literature_import_item；若未解析全文则literature_parse_mineru。 literature_paper_read（mode=full）读取全文。- 组织结构化解读：研究问题 / 方法 / 主要结果 / 结论与局限。
literature_analysis_write写入：analysisType:full_readsourceKey: zoteroKeytitle: 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。
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.
- 11d ago First seen · 31 lines · 40 tokens per session scan A 70acd06dc1fc
full-read is a skill published in the GitHub repository shuishousong/zotero-ima-mcp (0 stars, last pushed 1mo ago), licensed MIT. It adds 40 tokens to every session and 321 once invoked, about $0.0002 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 2026-08-31.
Other skills, from other repositories
literature-mentor
An interactive reading assistant for understanding one academic paper, especially in computer science, deep learning, and automation.
zotero-cli
Read and write a Zotero library from the shell with the zotero-cli command - search papers by keyword or meaning, read PDF full text and page ranges, get and set metadata, manage collections, tags, notes and annotations, add items by DOI/URL/ISBN, and export bibliographies. Use whenever the user asks about their…
deeppapernote
Generate a high-quality deep-reading note for a single paper and write it into an Obsidian-style vault. Use when the user gives a paper title, DOI, URL, arXiv ID, Zotero item, or local PDF and wants a polished Markdown note with strong structure, evidence-based analysis, and figure placeholders.
paper-glossary
Use when building reusable Obsidian glossary notes from an existing paper source manifest, optionally with a raw-sections override, especially when a reader needs a reviewed shortlist before glossary notes and article links are changed.
fin-ref-paper
A reference-management tool for economics and finance research documents. It extracts citation details from research files and creates a references.bib file in formats such as BibTeX, JF, JFE, RFS, or GB/T 7714.
paperseek
LLM literature-search workflow router for PaperSeek CLI and local Web UI. Use when users ask to search papers, find literature, run natural-language academic search, diagnose PaperSeek configuration, inspect PaperSeek source results, export ranked paper lists, or explore citation maps. Guides agents to call paperseek…