Instrument Data To Allotrope
aws-samples/amazon-bedrock-agents-healthcare-lifesciences
Convert laboratory instrument output files (PDF, CSV, Excel, TXT) to Allotrope Simple Model (ASM) JSON format or flattened 2D CSV.
Checks consistency between paper result descriptions and figure legends (text-only) when the input is a PDF-to-Markdown full text containing page breaks (e.g., Page XX) and legend text; outputs a…
$ npx skills add aipoch/medical-research-skills --skill result-figure-consistencycheck -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install aipoch/medical-research-skills result-figure-consistencycheck --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/aipoch/medical-research-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/scientific-skills/Other/result-figure-consistencycheck .claude/skills/result-figure-consistencycheck && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "result-figure-consistencycheck" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/scientific-skills/Other/result-figure-consistencycheck into .claude/skills/result-figure-consistencycheck/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "result-figure-consistencycheck", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/aipoch/medical-research-skills/tree/main/scientific-skills/Other/result-figure-consistencycheckType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add aipoch/medical-research-skills --skill result-figure-consistencycheck -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install aipoch/medical-research-skills result-figure-consistencycheck --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aipoch/medical-research-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/scientific-skills/Other/result-figure-consistencycheck .agents/skills/result-figure-consistencycheck && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "result-figure-consistencycheck" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/scientific-skills/Other/result-figure-consistencycheck into .agents/skills/result-figure-consistencycheck/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "result-figure-consistencycheck", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add aipoch/medical-research-skills --skill result-figure-consistencycheck -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install aipoch/medical-research-skills result-figure-consistencycheck --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aipoch/medical-research-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/scientific-skills/Other/result-figure-consistencycheck .cursor/skills/result-figure-consistencycheck && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "result-figure-consistencycheck" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/scientific-skills/Other/result-figure-consistencycheck into .cursor/skills/result-figure-consistencycheck/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "result-figure-consistencycheck", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/aipoch/medical-research-skills.git --path scientific-skills/Other/result-figure-consistencycheck--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add aipoch/medical-research-skills --skill result-figure-consistencycheck -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install aipoch/medical-research-skills result-figure-consistencycheck --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aipoch/medical-research-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/scientific-skills/Other/result-figure-consistencycheck .gemini/skills/result-figure-consistencycheck && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "result-figure-consistencycheck" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/scientific-skills/Other/result-figure-consistencycheck into .gemini/skills/result-figure-consistencycheck/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "result-figure-consistencycheck", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install aipoch/medical-research-skills result-figure-consistencycheckInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add aipoch/medical-research-skills --skill result-figure-consistencycheck -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/aipoch/medical-research-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/scientific-skills/Other/result-figure-consistencycheck .github/skills/result-figure-consistencycheck && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "result-figure-consistencycheck" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/scientific-skills/Other/result-figure-consistencycheck into .github/skills/result-figure-consistencycheck/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "result-figure-consistencycheck", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add aipoch/medical-research-skills --skill result-figure-consistencycheck -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install aipoch/medical-research-skills result-figure-consistencycheck --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aipoch/medical-research-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/scientific-skills/Other/result-figure-consistencycheck .opencode/skills/result-figure-consistencycheck && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "result-figure-consistencycheck" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/scientific-skills/Other/result-figure-consistencycheck into .opencode/skills/result-figure-consistencycheck/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "result-figure-consistencycheck", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
result-figure-consistencycheckChecks consistency between paper result descriptions and figure legends (text-only) when the input is a PDF-to-Markdown full text containing page breaks (e.g., Page XX) and legend text; outputs a…
Result Figure Consistencycheck is an agent skill from aipoch/medical-research-skills. Checks consistency between paper result descriptions and figure legends (text-only) when the input is a PDF-to-Markdown full text containing page breaks (e.g., Page XX) and legend text; outputs a Markdown consistency report and a UTF-8 CSV issue list.
Its SKILL.md is about 1.7k tokens, which your agent loads only when the skill is triggered. The skill folder holds 7 other files, including reference files and assets (for example `POLISH_CHANGELOG.md`, `assets/consistency_template.md` and `eval_report_result-figure-consistencycheck_result.json`).
It sits in Documents & Office, covering PDF and CSV and tabular files. The repository describes itself as: Hundreds of agent skills for medical research, including protocol design, data analysis, evidence insights, and academic writing. The licence is MIT.
4 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 686e09d. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
No scripts in the folder and no shell commands in SKILL.md (its code samples are markdown and csv).
From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Result Figure Consistencycheck loads about 1.7k tokens when it runs, and up to ~2k if it reads all its reference files. Until then it costs about 72 tokens; SKILL.md has 799 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from aipoch/medical-research-skills at commit 686e09d, republished under its MIT licence (© aipoch). 799 words, ~1,725 tokens.
.claude/skills/result-figure-consistencycheck/SKILL.md (or your agent's skills folder). This skill also uses 5 other files; get the full folder from GitHub.## Page XX markers).assets/consistency_template.md.references/guide.md.pdf-extract) must be completed before running this check.Place the converted full text Markdown in your working location (example: inputs/paper_fulltext.md). The file should include page headers like:
## Page 12
... Results text ...
Figure 3. ...
(A) ...
(B) ...outputs/:outputs/consistency_report.md (UTF-8)outputs/consistency_issues.csv (UTF-8)outputs/consistency_issues.csv (UTF-8) columns:
Figure Number,Location/Reference,Issue Description,Suggested Revision,PriorityNotes:
Location/Reference must contain only Page XX.outputs/consistency_report.md (UTF-8) must follow:
assets/consistency_template.mdScope of comparison
Rules and checklist
references/guide.mdReport formatting
assets/consistency_template.mdoutputs/ (within the skill directory)Granularity and actionability
Language
| Field | Required | Format/Source | Example | If Missing |
|---|---|---|---|---|
| User task description | Yes | Text | Research question, writing goal, analysis objective | Stop and ask user to provide |
| Primary input material | Depends on task | Text, file path, ID, table, or literature | PMID, PDF, CSV, DOCX, keywords, etc. | Specify which material type is missing |
| Output preference | No | Text | Language, format, target journal, template | Use skill default format |
This skill accepts requests that match the documented purpose of result-figure-consistencycheck and include enough context to complete the workflow safely.
Do not continue the workflow when the request is out of scope, missing a critical input, or would require unsupported assumptions. Instead respond:
result-figure-consistencycheckonly handles its documented workflow. Please provide the missing required inputs or switch to a more suitable skill.
© aipoch, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 5 other files (references, assets) in scientific-skills/Other/result-figure-consistencycheck of aipoch/medical-research-skills.
Open the folder on GitHubat commit 686e09d
Result Figure Consistencycheck next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Result Figure Consistencycheck this skillaipoch/medical-research-skills | 1.9k | — | ~1.7k | Automated safety check: Pass | MIT | |
| Instrument Data To Allotropeaws-samples/amazon-bedrock-agents-healthcare-lifesciences | 274 | 2 repos | ~2.7k | Automated safety check: Pass | Apache-2.0 | |
| Uap Release Analyzerckpxgfnksd-max/uap-release-analyzer | 155 | — | ~2.6k | Automated safety check: Pass | MIT | |
| Research Integrity Auditxuzhougeng/wisp-science | 1k | — | ~2.6k | Automated safety check: Pass | AGPL-3.0 | |
| File ReadingWide-Moat/open-computer-use | 126 | 1 repos | ~3.1k | Automated safety check: Pass | Proprietary | |
| CSV To Executive Reportskrun-dev/skrun | 210 | — | ~1.1k | Automated safety check: Pass | MIT |
aws-samples/amazon-bedrock-agents-healthcare-lifesciences
Convert laboratory instrument output files (PDF, CSV, Excel, TXT) to Allotrope Simple Model (ASM) JSON format or flattened 2D CSV.
ckpxgfnksd-max/uap-release-analyzer
Inventory, extract, and analyze tranches of declassified UAP/UFO files — including war.gov/UFO/ "PURSUE" releases, FBI Vault, NARA boxes, and AARO publications.
xuzhougeng/wisp-science
学术审查 / research-integrity screening of a manuscript's figures and reported numbers.
Wide-Moat/open-computer-use
A skill your agent uses when a file has been uploaded but its content is NOT in your context — only its path at /mnt/user-data/uploads/ is listed in an uploadedfiles block.
skrun-dev/skrun
Turn a CSV of operational data (sales, usage, signups, support tickets) into a multi-page styled PDF executive report with narrative + matplotlib charts.
ComPDFKit/compdf-skills
Convert Word, Excel, PPT, HTML, TXT, CSV, RTF, PNG, and JPG files into PDF with ComPDF.
aipoch/medical-research-skills
Complete workflow for generating academic research posters from PDF literature; use when you need to extract paper content from PDFs and produce a LaTeX-based poster…
aipoch/medical-research-skills
Analyzes clinical diagnostic accuracy studies for bias using the QUADAS-2 tool.
aipoch/medical-research-skills
Perform comprehensive exploratory data analysis on scientific data files across 200+ file formats.
aipoch/medical-research-skills
A toolkit for preparing ISO 13485:2016 certification documentation for medical device QMS.
aipoch/medical-research-skills
Recommends target journals for manuscript submission by analyzing the paper topic/abstract and the journal distribution of similar PubMed literature; use when users ask for journal…
aipoch/medical-research-skills
Creates academic-poster writing packages for LaTeX using beamerposter, tikzposter, or baposter.
Categories
Checks consistency between paper result descriptions and figure legends (text-only) when the input is a PDF-to-Markdown full text containing page breaks (e.g., Page XX) and legend text; outputs a…. Result Figure Consistencycheck is an agent skill from aipoch/medical-research-skills., Page XX) and legend text; outputs a Markdown consistency report and a UTF-8 CSV issue list.
Result Figure Consistencycheck fits situations like: tasks that involve PDF; tasks that involve CSV and tabular files.
Run `npx skills add aipoch/medical-research-skills --skill result-figure-consistencycheck -a claude-code`. Or copy the skill folder (scientific-skills/Other/result-figure-consistencycheck in aipoch/medical-research-skills) into .claude/skills/result-figure-consistencycheck in your project. Claude Code loads it when a task matches its description.
Run `npx skills add aipoch/medical-research-skills --skill result-figure-consistencycheck -a codex`. Or copy the skill folder (scientific-skills/Other/result-figure-consistencycheck in aipoch/medical-research-skills) into .agents/skills/result-figure-consistencycheck in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add aipoch/medical-research-skills --skill result-figure-consistencycheck -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/result-figure-consistencycheck, .gemini/skills/result-figure-consistencycheck, .github/skills/result-figure-consistencycheck and .opencode/skills/result-figure-consistencycheck in your project.
SKILL.md names no scripts, command-line tools or credentials: Result Figure Consistencycheck is instructions for the agent only.
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
Result Figure Consistencycheck is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.7k tokens (SKILL.md is roughly 6.9k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 283 tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Result Figure Consistencycheck: Instrument Data To Allotrope (aws-samples/amazon-bedrock-agents-healthcare-lifesciences, 274 stars), Uap Release Analyzer (ckpxgfnksd-max/uap-release-analyzer, 155 stars), Research Integrity Audit (xuzhougeng/wisp-science, 1k stars) and File Reading (Wide-Moat/open-computer-use, 126 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
aipoch (a GitHub organization) maintains it in aipoch/medical-research-skills, which has 1,937 GitHub stars. The repository holds 578 skills in this directory. The repository was last updated on September 17, 2026.
Source: aipoch/medical-research-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.