Hypothesis Generation
spacering-net/codeg
Structured hypothesis formulation from observations. An agent skill from spacering-net/codeg.
Precision editing tool that reduces abstract word count through intelligent compression techniques, maintaining scientific rigor while meeting strict journal and conference requirements.
$ npx skills add aipoch/medical-research-skills --skill abstract-trimmer -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install aipoch/medical-research-skills abstract-trimmer --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/Academic Writing/abstract-trimmer' .claude/skills/abstract-trimmer && 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 "abstract-trimmer" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/scientific-skills/Academic%20Writing/abstract-trimmer into .claude/skills/abstract-trimmer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "abstract-trimmer", 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/Academic%20Writing/abstract-trimmerType 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 abstract-trimmer -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install aipoch/medical-research-skills abstract-trimmer --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/Academic Writing/abstract-trimmer' .agents/skills/abstract-trimmer && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "abstract-trimmer" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/scientific-skills/Academic%20Writing/abstract-trimmer into .agents/skills/abstract-trimmer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "abstract-trimmer", 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 abstract-trimmer -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install aipoch/medical-research-skills abstract-trimmer --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/Academic Writing/abstract-trimmer' .cursor/skills/abstract-trimmer && 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 "abstract-trimmer" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/scientific-skills/Academic%20Writing/abstract-trimmer into .cursor/skills/abstract-trimmer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "abstract-trimmer", 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/Academic Writing/abstract-trimmer'--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 abstract-trimmer -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install aipoch/medical-research-skills abstract-trimmer --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/Academic Writing/abstract-trimmer' .gemini/skills/abstract-trimmer && 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 "abstract-trimmer" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/scientific-skills/Academic%20Writing/abstract-trimmer into .gemini/skills/abstract-trimmer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "abstract-trimmer", 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 abstract-trimmerInstalls 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 abstract-trimmer -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/Academic Writing/abstract-trimmer' .github/skills/abstract-trimmer && 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 "abstract-trimmer" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/scientific-skills/Academic%20Writing/abstract-trimmer into .github/skills/abstract-trimmer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "abstract-trimmer", 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 abstract-trimmer -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 abstract-trimmer --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/Academic Writing/abstract-trimmer' .opencode/skills/abstract-trimmer && 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 "abstract-trimmer" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/scientific-skills/Academic%20Writing/abstract-trimmer into .opencode/skills/abstract-trimmer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "abstract-trimmer", 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.
abstract-trimmerPrecision editing tool that reduces abstract word count through intelligent compression techniques, maintaining scientific rigor while meeting strict journal and conference requirements.
Abstract Trimmer is an agent skill from aipoch/medical-research-skills. Precision editing tool that reduces abstract word count through intelligent compression techniques, maintaining scientific rigor while meeting strict journal and conference requirements.
Its SKILL.md is about 2.6k tokens, which your agent loads only when the skill is triggered. The skill folder holds 5 other files, including scripts and reference files (for example `abstract-trimmer_audit_result_v1.json`, `references/guidelines.md` and `scripts/main.py`).
It sits in Research & Science. 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.
Ships 1 file in scripts/ (Python), which the agent can run.
Shell commands in SKILL.md call:
pythonFrom 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.
Abstract Trimmer loads about 2.6k tokens when it runs, and up to ~2.7k if it reads all its reference files. Until then it costs about 51 tokens; SKILL.md has 1,073 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); the scripts in this folder are not scanned.
The full file from aipoch/medical-research-skills at commit 686e09d, republished under its MIT licence (© aipoch). 1,073 words, ~2,643 tokens.
.claude/skills/abstract-trimmer/SKILL.md (or your agent's skills folder). This skill also uses 3 other files; get the full folder from GitHub.Precision editing tool that reduces abstract word count through intelligent compression techniques, maintaining scientific rigor while meeting strict journal and conference requirements.
See ## Features above for related details.
scripts/main.py.references/ for task-specific guidance.See ## Usage above for related details.
cd "20260318/scientific-skills/Academic Writing/abstract-trimmer"
python -m py_compile scripts/main.py
python scripts/main.py --helpExample run plan:
CONFIG block or documented parameters if the script uses fixed settings.python scripts/main.py with the validated inputs.See ## Workflow above for related details.
scripts/main.py.references/ contains supporting rules, prompts, or checklists.Use this command to verify that the packaged script entry point can be parsed before deeper execution.
python -m py_compile scripts/main.pyUse these concrete commands for validation. They are intentionally self-contained and avoid placeholder paths.
python -m py_compile scripts/main.py
python scripts/main.py --help
python scripts/main.py --text "Background Methods Results Conclusion blood pressure improved with lifestyle coaching over 12 weeks." --target 40
python scripts/main.py --text "Brief abstract for audit validation with measurable endpoints." --target 20 --check-only
# Trim abstract from file
python scripts/main.py --input abstract.txt --target 250
# Trim abstract from command line
python scripts/main.py --text "Your abstract here..." --target 200
# Check word count only
python scripts/main.py --input abstract.txt --target 250 --check-only| Parameter | Type | Default | Required | Description |
|---|---|---|---|---|
--input, -i | str | None | No | Input file containing abstract |
--text, -t | str | None | No | Abstract text (alternative to --input) |
--target, -T | int | 250 | No | Target word count |
--strategy, -s | str | balanced | No | Trimming strategy (conservative/balanced/aggressive) |
--output, -o | str | None | No | Output file path |
--check-only, -c | flag | False | No | Only check word count without trimming |
--format | str | json | No | Output format (json/text) |
# Aggressive trimming with text output
python scripts/main.py \
--input abstract.txt \
--target 200 \
--strategy aggressive \
--format text \
--output trimmed.txt
# Batch check multiple abstracts
for file in *.txt; do
python scripts/main.py --input "$file" --target 250 --check-only
done| Strategy | Approach | Best For |
|---|---|---|
| Conservative | Remove filler words, simplify sentences | Minor trims (10-20 words) |
| Balanced | Condense phrases, merge sentences | Moderate trims (20-50 words) |
| Aggressive | Remove secondary details, abbreviate | Major trims (50+ words) |
{
"trimmed_abstract": "Compressed abstract text...",
"original_words": 320,
"final_words": 248,
"reduction_percent": 22.5
}Compressed abstract text...⚠️ AI independent acceptance status: manual inspection required This skill requires:
pip install -r requirements.txtNo external dependencies required (uses only Python standard library).
| Risk Indicator | Assessment | Level |
|---|---|---|
| Code Execution | Python scripts executed locally | Low |
| Network Access | No network access | Low |
| File System Access | Read/write text files only | Low |
| Instruction Tampering | Standard prompt guidelines | Low |
| Data Exposure | No sensitive data exposure | Low |
# No dependencies required
python scripts/main.py --helpSee references/ for:
✂️ Remember: This tool helps meet word limits, but never sacrifice scientific accuracy. Always validate that trimmed abstracts maintain the integrity of your findings.
Every final response should make these items explicit when they are relevant:
scripts/main.py fails, report the failure point, summarize what still can be completed safely, and provide a manual fallback.This skill accepts requests that match the documented purpose of abstract-trimmer 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:
abstract-trimmeronly handles its documented workflow. Please provide the missing required inputs or switch to a more suitable skill.
Use the following fixed structure for non-trivial requests:
If the request is simple, you may compress the structure, but still keep assumptions and limits explicit when they affect correctness.
© 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 3 other files (scripts, references) in scientific-skills/Academic Writing/abstract-trimmer of aipoch/medical-research-skills.
Open the folder on GitHubat commit 686e09d
Abstract Trimmer 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 |
|---|---|---|---|---|---|---|
| Abstract Trimmer this skillaipoch/medical-research-skills | 2k | — | ~2.6k | Automated safety check: Pass | MIT | |
| Hypothesis Generationspacering-net/codeg | 3.9k | 14 repos | ~3.6k | Automated safety check: Notes | MIT | |
| GitHub Deep Researchbytedance/deer-flow | 84k | 4 repos | ~1.3k | Automated safety check: Pass | MIT | |
| Nature Paper CardYuan1z0825/nature-skills | 47k | 2 repos | ~2.1k | Automated safety check: Pass | Apache-2.0 | |
| Content Research Writerweapp-tailwindcss/weapp-tailwindcss | 1.9k | 25 repos | ~3.5k | Automated safety check: Pass | MIT | |
| Peer Reviewspacering-net/codeg | 3.9k | 17 repos | ~5.9k | Automated safety check: Notes | MIT |
spacering-net/codeg
Structured hypothesis formulation from observations. An agent skill from spacering-net/codeg.
bytedance/deer-flow
Researches a GitHub repository over four rounds using the GitHub API and web search, then writes a structured markdown report with timeline, metrics and Mermaid diagrams.
Yuan1z0825/nature-skills
Builds a structured deep-reading card for one scientific paper, covering methods, how experiments support claims, limitations and research ideas, with a script to prepare the source.
weapp-tailwindcss/weapp-tailwindcss
Assists in writing high-quality content by conducting research, adding citations, improving hooks, iterating on outlines, and providing real-time feedback on each section.
spacering-net/codeg
Structured manuscript/grant review with checklist-based evaluation.
mvanhorn/last30days-skill
Research what people actually say about any topic in the last 30 days.
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
Precision editing tool that reduces abstract word count through intelligent compression techniques, maintaining scientific rigor while meeting strict journal and conference requirements. Abstract Trimmer is an agent skill from aipoch/medical-research-skills. Precision editing tool that reduces abstract word count through intelligent compression techniques, maintaining scientific rigor while meeting strict journal and conference requirements.
Abstract Trimmer fits situations like: research & Science work in your project.
Run `npx skills add aipoch/medical-research-skills --skill abstract-trimmer -a claude-code`. Or copy the skill folder (scientific-skills/Academic Writing/abstract-trimmer in aipoch/medical-research-skills) into .claude/skills/abstract-trimmer in your project. Claude Code loads it when a task matches its description.
Run `npx skills add aipoch/medical-research-skills --skill abstract-trimmer -a codex`. Or copy the skill folder (scientific-skills/Academic Writing/abstract-trimmer in aipoch/medical-research-skills) into .agents/skills/abstract-trimmer 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 abstract-trimmer -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/abstract-trimmer, .gemini/skills/abstract-trimmer, .github/skills/abstract-trimmer and .opencode/skills/abstract-trimmer in your project.
Going by SKILL.md and its folder, Abstract Trimmer needs Python for the scripts in its folder and the command-line tools its instructions call (python). Our summary lists: Python 3.
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. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
Abstract Trimmer is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
About 2.6k tokens (SKILL.md is roughly 11k 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 39 tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Abstract Trimmer: Hypothesis Generation (spacering-net/codeg, 3.9k stars), GitHub Deep Research (bytedance/deer-flow, 84k stars), Nature Paper Card (Yuan1z0825/nature-skills, 47k stars) and Content Research Writer (weapp-tailwindcss/weapp-tailwindcss, 1.9k 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 1,978 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.