Agent skill

Reference Style Sync

by aipoch in aipoch/medical-research-skills

One-click synchronization and standardization of reference formats in literature management tools, intelligently fixing metadata errors.

MITAuto-check passedResearch & Science

Install Reference Style Sync

skills CLI
$ npx skills add aipoch/medical-research-skills --skill reference-style-sync -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install aipoch/medical-research-skills reference-style-sync --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ 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/reference-style-sync' .claude/skills/reference-style-sync && rm -rf skills-src

Use ~/.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/

Facts

Skill name
reference-style-sync
GitHub stars
2k
Token cost
~2.8k tokens
SKILL.md length
1,113 words
Files
5 (incl. scripts, references)
Skills in repo
567
Repo updated
First seen
Licence
MIT

At a glance

One-click synchronization and standardization of reference formats in literature management tools, intelligently fixing metadata errors.

  • Works in 4 steps: Confirm the user input, output path, and… → Edit the in-file CONFIG block or… → Run python scripts/main.py with the… → …
  • Research & Science work in your project
  • SKILL.md covers When to Use, Key Features, Dependencies and Example Usage, plus 14 more sections
  • Runs Python scripts from its folder; calls python

What it does

Reference Style Sync is an agent skill from aipoch/medical-research-skills. One-click synchronization and standardization of reference formats in literature management tools, intelligently fixing metadata errors.

Its SKILL.md is about 2.8k tokens, which your agent loads only when the skill is triggered. The skill folder holds 6 other files, including scripts and reference files (for example `reference-style-sync_audit_result_v2.json`, `references/audit-reference.md` and `scripts/main.py`).

It sits in Research & Science. It works with Python. 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.

When your agent uses it

  • Research & Science work in your project

Example prompts

  • “/reference-style-sync”

Requirements

  • Python 3

Workflow steps

4 steps, taken from the first numbered list in SKILL.md.

  1. Confirm the user input, output path, and any required config values.
  2. Edit the in-file CONFIG block or documented parameters if the script uses fixed settings.
  3. Run python scripts/main.py with the validated inputs.
  4. Review the generated output and return the final artifact with any assumptions called out.

What it can do on your machine

Read from SKILL.md and the folder at commit 686e09d. It shows what the files ask for, not the result of running them.

  • Tool permissions

    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.

  • Runs code

    Ships 1 file in scripts/ (Python), which the agent can run.

    Shell commands in SKILL.md call:

    • python

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Reference Style Sync loads about 2.8k tokens when it runs, and up to ~3k if it reads all its reference files. Until then it costs about 39 tokens; SKILL.md has 1,113 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~39
When it runs · the whole SKILL.md, loaded when a task matches
~2.8k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~3k

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.

Safety

Auto-check passed

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.

SKILL.md

The full file from aipoch/medical-research-skills at commit 686e09d, republished under its MIT licence (© aipoch). 1,113 words, ~2,843 tokens.

Download SKILL.mdSave it as .claude/skills/reference-style-sync/SKILL.md (or your agent's skills folder). This skill also uses 4 other files; get the full folder from GitHub.
name
reference-style-sync
description
One-click synchronization and standardization of reference formats in literature management tools, intelligently fixing metadata errors.
license
MIT
author
AIPOCH

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

Reference Style Sync

One-click synchronization and standardization of reference formats in literature management tools, intelligently fixing metadata errors.

When to Use

  • Use this skill when the task needs One-click synchronization and standardization of reference formats in literature management tools, intelligently fixing metadata errors.
  • Use this skill for academic writing tasks that require explicit assumptions, bounded scope, and a reproducible output format.
  • Use this skill when you need a documented fallback path for missing inputs, execution errors, or partial evidence.

Key Features

See ## Features above for related details.

  • Scope-focused workflow aligned to: One-click synchronization and standardization of reference formats in literature management tools, intelligently fixing metadata errors.
  • Packaged executable path(s): scripts/main.py.
  • Reference material available in references/ for task-specific guidance.
  • Structured execution path designed to keep outputs consistent and reviewable.

Dependencies

See ## Prerequisites above for related details.

  • Python: 3.10+. Repository baseline for current packaged skills.
  • dataclasses: unspecified. Declared in requirements.txt.

Example Usage

See ## Usage above for related details.

bash
cd "20260318/scientific-skills/Academic Writing/reference-style-sync"
python -m py_compile scripts/main.py
python scripts/main.py --help

Example run plan:

  1. Confirm the user input, output path, and any required config values.
  2. Edit the in-file CONFIG block or documented parameters if the script uses fixed settings.
  3. Run python scripts/main.py with the validated inputs.
  4. Review the generated output and return the final artifact with any assumptions called out.

Implementation Details

See ## Workflow above for related details.

  • Execution model: validate the request, choose the packaged workflow, and produce a bounded deliverable.
  • Input controls: confirm the source files, scope limits, output format, and acceptance criteria before running any script.
  • Primary implementation surface: scripts/main.py.
  • Reference guidance: references/ contains supporting rules, prompts, or checklists.
  • Parameters to clarify first: input path, output path, scope filters, thresholds, and any domain-specific constraints.
  • Output discipline: keep results reproducible, identify assumptions explicitly, and avoid undocumented side effects.

Quick Check

Use this command to verify that the packaged script entry point can be parsed before deeper execution.

bash
python -m py_compile scripts/main.py

Audit-Ready Commands

Use these concrete commands for validation. They are intentionally self-contained and avoid placeholder paths.

bash
python -m py_compile scripts/main.py
python scripts/main.py --help
python scripts/main.py -h

Workflow

  1. Confirm the user objective, required inputs, and non-negotiable constraints before doing detailed work.
  2. Validate that the request matches the documented scope and stop early if the task would require unsupported assumptions.
  3. Use the packaged script path or the documented reasoning path with only the inputs that are actually available.
  4. Return a structured result that separates assumptions, deliverables, risks, and unresolved items.
  5. If execution fails or inputs are incomplete, switch to the fallback path and state exactly what blocked full completion.

Overview

Reference Style Sync can:

  • Automatically detect and fix erroneous metadata scraped in Zotero/EndNote
  • Unify literature formats to standard citation styles (APA, MLA, AMA, Vancouver, etc.)
  • Batch process entire literature libraries
  • Intelligently complete missing fields (DOI, page numbers, volume/issue, etc.)
  • Detect duplicate entries and merge them

Supported Literature Management Tools

  • Zotero: Supports RDF, BibTeX, CSL JSON, RIS format export
  • EndNote: Supports XML, RIS, BibTeX format export
  • Universal Formats: BibTeX, RIS, CSV, JSON

Features

🔧 Metadata Repair
  • Author name format standardization
  • Journal name abbreviation/full name unification
  • DOI format validation and completion
  • Page number format normalization
  • Date format unification
🎨 Format Sync
  • Batch conversion to target citation format
  • Field order standardization
  • Punctuation unification
  • Case normalization
🔍 Quality Check
  • Missing field detection
  • Duplicate entry identification
  • Invalid DOI/URL marking
  • Journal name spell checking

Usage

Command Line Interface
text

# Process single file
python scripts/main.py --input library.bib --output fixed.bib --style apa

# Fix metadata and convert to AMA format
python scripts/main.py --input zotero.rdf --output fixed.ris --style ama --fix-metadata

# Batch processing and duplicate detection
python scripts/main.py --input library.json --output cleaned.json --deduplicate --style vancouver

# Quality check only
python scripts/main.py --input library.bib --check-only
Python API
python
from scripts.main import ReferenceSync

# Initialize
sync = ReferenceSync()

# Load library
sync.load('library.bib')

# Fix metadata
sync.fix_metadata()

# Convert to target format
sync.convert_style(target_style='apa')

# Export
sync.export('output.bib')

Parameter Description

ParameterTypeDefaultDescription
--inputstrRequiredInput file path (.bib, .ris, .json, .xml)
--outputstrRequiredOutput file path
--stylestramaTarget format: apa, mla, ama, vancouver, chicago
--fix-metadataboolFalseEnable metadata repair
--deduplicateboolFalseDetect and merge duplicate entries
--check-onlyboolFalseCheck only, no output
--formatstrautoInput format auto-detect or specify

Repair Rules

Author Names
python

# Before repair
Smith, John, Doe, Jane M.
Smith J., Doe J.M.

# After repair (AMA)
Smith J, Doe JM.
Journal Names
python

# Before repair
journal of the american medical association
J. Am. Med. Assoc.

# After repair
JAMA
DOI
python

# Before repair
www.doi.org/10.1234/example
doi:10.1234/example
10.1234/example

# After repair
doi:10.1234/example
Page Numbers
python

# Before repair
123-127
123 -- 127
123–127

# After repair
123-127

Output Example

Before Repair (Zotero Export)
@article{smith2020,
  author = {Smith, John and Doe, Jane M.},
  title = {A Study of Something},
  journal = {journal of clinical medicine},
  year = {2020},
  volume = {15},
  pages = {123-127},
  doi = {10.1234/example}
}
After Repair (AMA Format)
@article{smith2020,
  author = {Smith J, Doe JM},
  title = {A Study of Something},
  journal = {J Clin Med},
  year = {2020},
  volume = {15},
  pages = {123-127},
  doi = {doi:10.1234/example}
}

Technical Details

Difficulty: Medium
Dependencies: Python 3.8+, regex, titlecase
Data Processing: Supports 10000+ entries batch processing

Supported Citation Formats

  • AMA: American Medical Association (11th Edition)
  • APA: American Psychological Association (7th Edition)
  • MLA: Modern Language Association (9th Edition)
  • Vancouver: ICMJE Recommended Format
  • Chicago: Chicago Manual of Style (17th Edition)
  • IEEE: Institute of Electrical and Electronics Engineers
Show full SKILL.md (434 more words)Show less

Error Handling

  • If required inputs are missing, state exactly which fields are missing and request only the minimum additional information.
  • If the task goes outside the documented scope, stop instead of guessing or silently widening the assignment.
  • If scripts/main.py fails, report the failure point, summarize what still can be completed safely, and provide a manual fallback.
  • Do not fabricate files, citations, data, search results, or execution outcomes.

Notes

  1. It is recommended to backup the original library before processing
  2. Metadata repair is based on built-in rule library; complex cases may require manual review
  3. Journal abbreviations follow ISO 4 standard
  4. DOI validation uses regex patterns, does not actually resolve and verify

Risk Assessment

Risk IndicatorAssessmentLevel
Code ExecutionPython/R scripts executed locallyMedium
Network AccessNo external API callsLow
File System AccessRead input files, write output filesMedium
Instruction TamperingStandard prompt guidelinesLow
Data ExposureOutput files saved to workspaceLow

Security Checklist

  • No hardcoded credentials or API keys
  • No unauthorized file system access (../)
  • Output does not expose sensitive information
  • Prompt injection protections in place
  • Input file paths validated (no ../ traversal)
  • Output directory restricted to workspace
  • Script execution in sandboxed environment
  • Error messages sanitized (no stack traces exposed)
  • Dependencies audited

Prerequisites

text

# Python dependencies
pip install -r requirements.txt

Evaluation Criteria

Success Metrics
  • Successfully executes main functionality
  • Output meets quality standards
  • Handles edge cases gracefully
  • Performance is acceptable
Test Cases
  1. Basic Functionality: Standard input → Expected output
  2. Edge Case: Invalid input → Graceful error handling
  3. Performance: Large dataset → Acceptable processing time

Lifecycle Status

  • Current Stage: Draft
  • Next Review Date: 2026-03-06
  • Known Issues: None
  • Planned Improvements:
    • Performance optimization
    • Additional feature support

Output Requirements

Every final response should make these items explicit when they are relevant:

  • Objective or requested deliverable
  • Inputs used and assumptions introduced
  • Workflow or decision path
  • Core result, recommendation, or artifact
  • Constraints, risks, caveats, or validation needs
  • Unresolved items and next-step checks

Input Validation

This skill accepts requests that match the documented purpose of reference-style-sync 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:

reference-style-sync only handles its documented workflow. Please provide the missing required inputs or switch to a more suitable skill.

References

Response Template

Use the following fixed structure for non-trivial requests:

  1. Objective
  2. Inputs Received
  3. Assumptions
  4. Workflow
  5. Deliverable
  6. Risks and Limits
  7. Next Checks

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

Files

SKILL.md and 4 other files (scripts, references) in scientific-skills/Academic Writing/reference-style-sync of aipoch/medical-research-skills.

  • SKILL.md
  • reference-style-sync_audit_result_v2.json
  • references/audit-reference.md
  • requirements.txt
  • scripts/main.py

Open the folder on GitHubat commit 686e09d

Compare with similar skills

Reference Style Sync 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.

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Nature-Style Scientific FiguresYuan1z0825/nature-skills46k—~2.9kAutomated safety check: PassApache-2.0
Citation ManagementK-Dense-AI/claude-scientific-writer2.4k3 repos~3.9kAutomated safety check: NotesMIT

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Works with

Questions about Reference Style Sync

What does Reference Style Sync do?

One-click synchronization and standardization of reference formats in literature management tools, intelligently fixing metadata errors. Reference Style Sync is an agent skill from aipoch/medical-research-skills. One-click synchronization and standardization of reference formats in literature management tools, intelligently fixing metadata errors.

When should I use Reference Style Sync?

Reference Style Sync fits situations like: research & Science work in your project.

How do I install Reference Style Sync in Claude Code?

Run `npx skills add aipoch/medical-research-skills --skill reference-style-sync -a claude-code`. Or copy the skill folder (scientific-skills/Academic Writing/reference-style-sync in aipoch/medical-research-skills) into .claude/skills/reference-style-sync in your project. Claude Code loads it when a task matches its description.

How do I install Reference Style Sync in Codex?

Run `npx skills add aipoch/medical-research-skills --skill reference-style-sync -a codex`. Or copy the skill folder (scientific-skills/Academic Writing/reference-style-sync in aipoch/medical-research-skills) into .agents/skills/reference-style-sync in your project. Codex loads it when a task matches its description.

Can I use Reference Style Sync in Cursor, Gemini CLI or GitHub Copilot?

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 reference-style-sync -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/reference-style-sync, .gemini/skills/reference-style-sync, .github/skills/reference-style-sync and .opencode/skills/reference-style-sync in your project.

What does Reference Style Sync need to run?

Going by SKILL.md and its folder, Reference Style Sync needs Python for the scripts in its folder and the command-line tools its instructions call (python). Our summary lists: Python 3.

Does Reference Style Sync access the network?

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.

Is Reference Style Sync safe to install?

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.

What licence does Reference Style Sync use?

Reference Style Sync is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Reference Style Sync use?

About 2.8k 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 186 tokens, read only when the agent opens those files.

What are the alternatives to Reference Style Sync?

Skills that share tags, products or a category with Reference Style Sync: GitHub Deep Research (bytedance/deer-flow, 83k stars), Last30days (mvanhorn/last30days-skill, 64k stars), Networkx (zLanqing/codex-claude-academic-skills, 4.6k stars) and Nature-Style Scientific Figures (Yuan1z0825/nature-skills, 46k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Reference Style Sync?

aipoch (a GitHub organization) maintains it in aipoch/medical-research-skills, which has 1,974 GitHub stars. The repository holds 567 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.