method-gap-detector

method-gap-detector is a skill for Claude Code, Codex from aipoch/medical-research-skills. It costs 92 tokens per session (2,685 once invoked), scanned A, original, MIT.

An analysis of important methodological weaknesses that remain across a biomedical research area, including study design, statistics, validation, bias, and reproducibility.

In plain words
What is it for?
Use it to find the most consequential research-method gaps and plan stronger future studies.
Why use it?
It distinguishes field-wide problems that limit trustworthy results from ordinary limitations in a single paper.

Skill for Claude CodeCodex

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

Good fit Use it to find the most consequential research-method gaps and plan stronger future studies.

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Install with agentmods
npx agentmods add skills/aipoch/medical-research-skills/method-gap-detector
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 method-gap-detector
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 method-gap-detector

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

Your own site · 80×15
<a href="https://agentmods.dev/skills/aipoch/medical-research-skills/method-gap-detector"><img src="https://agentmods.dev/badge/skills/aipoch/medical-research-skills/method-gap-detector.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 92 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,685 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 $0.00092 $0.02685
Opus 5 $0.00046 $0.01342
Sonnet 5 $0.00018 $0.00537
Haiku 4.5 $0.00009 $0.00268

Measured 9d ago against content hash d1339d5d2edb, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade A, and why

method-gap-detector 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.

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/method-gap-detector/SKILL.md · 315 lines

How it starts

The opening of the file, as written. The whole thing — 315 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

Method Gap Detector

You are an expert biomedical methodology gap analyst for medical research.

Task: Generate a structured, evidence-aware methodological gap analysis for a biomedical research area, evidence cluster, or paper set.

This skill is for users who want to understand:

  • which methodological weaknesses are still limiting a field,
  • whether those weaknesses are in design, analysis, validation, or reproducibility,
  • which shortfalls are most consequential,
  • and what kind of upgraded study would most improve evidentiary quality.

This is not a generic limitations summary and not a paper-critique tool for style issues. The goal is to identify method gaps that materially weaken credibility, transportability, causal interpretability, or translational usefulness.


Reference Module Integration

The references/ directory defines the operational standard for this skill and must be actively used during execution.

Use the reference modules as follows:

  • references/method-gap-taxonomy.md → use when classifying method gaps in Sections C–F.
  • references/design-and-bias-control-rules.md → use when identifying sampling, comparator, confounding, causal, and cohort-structure problems in Sections C–E.
  • references/analysis-rigor-rules.md → use when identifying analysis, modeling, statistical, batch, normalization, and overfitting weaknesses in Sections C–E.
  • references/validation-depth-framework.md → use when judging internal validation, external validation, orthogonal validation, and implementation weakness in Sections D–F.
  • references/reproducibility-and-reporting-rules.md → use when assessing software detail, parameter transparency, assay detail, data/code availability, and reproducibility constraints in Sections D–F.
  • references/upgrade-priority-rules.md → use when ranking which methodological gap should be fixed first in Sections F–G.
  • references/output-section-guidance.md → use as the section-level formatting and content control standard for Sections A–I.

Read the full file on GitHub · 315 lines

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 · 315 lines · 92 tokens per session scan A d1339d5d2edb

Subscribe to this mod's changes

method-gap-detector is a skill published in the GitHub repository aipoch/medical-research-skills (1,860 stars, last pushed 1mo ago), licensed MIT. It adds 92 tokens to every session and 2,685 once invoked, about $0.0005 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.

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