litbase

litbase is a skill for Claude Code, Codex from aipoch/medical-research-skills. It costs 71 tokens per session (1,474 once invoked), scanned A, original, MIT.

A structured system for biomedical researchers to find papers, take reading notes, record discussion insights, and build a research foundation document.

In plain words
What is it for?
Use it to configure a research folder, find papers through Semantic Scholar, create structured notes from papers, and synthesize the literature.
Why use it?
It keeps literature discovery, paper analysis, and research development in one organized workflow instead of scattered files and searches.

Skill for Claude CodeCodex

Which agent this was written for is unclear — built for openclaw. Also seen: mentions CLAUDE.md; mentions Claude Code; built for openclaw.

Good fit Use it to configure a research folder, find papers through Semantic Scholar, create structured notes from papers, and synthesize the literature.

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Install with agentmods
npx agentmods add skills/aipoch/medical-research-skills/litbase
About the project

Medical Research Agent Skills is a library of agent instructions for medical and biomedical research, covering evidence analysis, study protocol design, data analysis, and academic writing. Researchers use it to guide compatible coding agents through common scientific workflows. The catalogue contains many of the library's skills and commands.

aipoch/medical-research-skills · 1,860 stars · on GitHub · aipoch.com

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 aipoch/medical-research-skills --skill litbase
Clone the repo
git clone --depth 1 https://github.com/aipoch/medical-research-skills

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 litbase

README.md
[![agentmods](https://agentmods.dev/badge/skills/aipoch/medical-research-skills/litbase/github.svg)](https://agentmods.dev/skills/aipoch/medical-research-skills/litbase)
Your own site
<a href="https://agentmods.dev/skills/aipoch/medical-research-skills/litbase"><img src="https://agentmods.dev/badge/skills/aipoch/medical-research-skills/litbase/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 litbase

Your own site · 80×15
<a href="https://agentmods.dev/skills/aipoch/medical-research-skills/litbase"><img src="https://agentmods.dev/badge/skills/aipoch/medical-research-skills/litbase.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 71 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,474 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. Third-party audits
  • NVIDIA SkillSpector pass 7 Sept 2026
How audits are shown
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 $0.00071 $0.01474
Opus 5 $0.00036 $0.00737
Sonnet 5 $0.00014 $0.00295
Haiku 4.5 $0.00007 $0.00147

Measured 9d ago against content hash 8c519a1ce258, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade A, and why

litbase 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.

The scan reads SKILL.md. This mod also ships 8 executable files (core/install.sh, core/scripts/lookup_paper.py, core/scripts/recommend.py, …), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

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.

awesome-med-research-skills/Evidence Insight/litbase/SKILL.md · 154 lines

How it starts

The opening of the file, as written. The whole thing — 154 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Source: https://github.com/aipoch/medical-research-skills

LitBase

An academic paper reading and research development system running inside Claude Code (or any compatible agent environment). Built for biomedical researchers who want to find papers, build structured reading notes, track discussion insights, and ultimately synthesize their literature base into a research proposal.

Paper source: Semantic Scholar — free, no login required, 200M+ papers across all disciplines.


Quick Start

Step 1 — Edit config.json with your research folder path:

{
  "data_dir": "/path/to/your/research/folder",
  "s2_api_key": "optional — leave empty to use free tier",
  "mode": "auto"
}

Step 2 — Open this folder in Claude Code, then type /setup.

The setup command configures everything automatically — no terminal commands needed.


Commands

Command When to use What it does
/setup First use Guided research profile setup; auto-configures environment
/feed Daily Updates search terms → searches Semantic Scholar → recommends papers
/read Per paper Submit a PDF path, DOI, or abstract → generates 4-section structured note
/discuss [keyword] Deep dive Locate a paper note by author/title/keyword and discuss; auto-records insights
/recap Weekly review Reading overview, framework completeness map, next-step recommendations
/update Direction shift Sync research direction changes to memory and search terms
/sync Maintenance Cross-document consistency check; literature integrity audit
/propose Proposal stage Synthesizes reading notes into a Research Foundation Document (RFD) for downstream protocol design

Note Structure

Each paper analysis is structured in four sections:

Section Content
I. Paper Weight Journal/conference rank, IF, database indexing (SSCI/Scopus/etc.), Q-rank; each author's institution, position, h-index; citation count and yearly average; overall assessment
II. Paper Highlights Methodological innovation / critique of systemic problems / significance of the research object
III. Transferable Elements Theory framework, method details, conceptual tools — each tagged to which part of the user's own paper it can support
IV. How to Use in Your Paper Literature review positioning, suggested citation phrases (English), methodological precedent, research motivation

Read the full file on GitHub · 154 lines

Files

What ships with it

47 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 · 154 lines · 71 tokens per session scan A 8c519a1ce258

Subscribe to this mod's changes

litbase is a skill published in the GitHub repository aipoch/medical-research-skills (1,860 stars, last pushed 1mo ago), licensed MIT. It adds 71 tokens to every session and 1,474 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 2026-09-03.

Related

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