Agent skill

Academic Citation

by joshua-zyy in joshua-zyy/academic-paper-writer

Search, verify, and map citations for CS/AI/ML papers. An agent skill from joshua-zyy/academic-paper-writer.

MITAuto-check passedResearch & Science

Install Academic Citation

skills CLI
$ npx skills add joshua-zyy/academic-paper-writer --skill academic-citation -a claude-code

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

GitHub CLI
$ gh skill install joshua-zyy/academic-paper-writer academic-citation --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/joshua-zyy/academic-paper-writer.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/academic-citation .claude/skills/academic-citation && 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
academic-citation
GitHub stars
115
Token cost
~1.1k tokens
SKILL.md length
416 words
Files
15 (incl. scripts, references)
Skills in repo
8
Repo updated
First seen
Licence
MIT

At a glance

Search, verify, and map citations for CS/AI/ML papers. An agent skill from joshua-zyy/academic-paper-writer.

  • Works in 8 steps: Read manifest.yaml. It declares… → Read every file listed under… → Apply the loaded material as constraints → …
  • : finding references for a paper section
  • SKILL.md covers Router Protocol, Modes, Agent Dispatch and Independent Use
  • Runs Python scripts from its folder; needs MINERU_API_TOKEN

What it does

Academic Citation is an agent skill from joshua-zyy/academic-paper-writer. Search, verify, and map citations for CS/AI/ML papers. Produces VERIFIED/UNVERIFIED reference lists with Citation-to-Claim maps and Exemplar Sets. Use when: finding references for a paper section, verifying citation accuracy, building exemplar sets for introduction/related work learning, checking if existing citations are real and accurate, supplementing local literature library. Triggers on: 找引用, 文献检索, citation pass, find references, reference check, 补文献, citation verification, Exemplar Set, search papers…

Its SKILL.md is about 1.1k tokens, which your agent loads only when the skill is triggered. The skill folder holds 19 other files, including scripts and reference files (for example `agents/citation_agent.md`, `agents/literature-reader-agent.md` and `manifest.yaml`).

It sits in Research & Science, covering Citation management, Literature review and Scientific writing. The repository describes itself as: 面向 CS / AI / ML 领域的证据驱动、分节推进的论文写作 Agent Skill。 The licence is MIT.

When your agent uses it

  • : finding references for a paper section
  • Verifying citation accuracy
  • Building exemplar sets for introduction/related work learning
  • Checking if existing citations are real and accurate

Example prompts

  • “/academic-citation”

Requirements

  • Python 3
  • A credential in MINERU_API_TOKEN

Workflow steps

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

  1. Read manifest.yaml. It declares always_load files, axes, and references.on_demand.
  2. Read every file listed under always_load. These are the skill's binding rules — not reference material.
  3. Apply the loaded material as constraints
  4. If the user wants to use a local literature library, first distinguish
  5. For local_ref_pdf_dir, stop before citation search. Tell the user to register a MinerU API token, set MINERU_API_TOKEN, run…
  6. Detect the workflow using the manifest's workflow axis. Literature reading output must separate source quotes from agent inference; only…
  7. Echo the selected mode to the user before executing.
  8. Reach for references/ only when the manifest's references.on_demand condition is satisfied.

What it can do on your machine

Read from SKILL.md and the folder at commit 6fceefd. 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 3 files in scripts/ (Python), which the agent can run.

    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 these keys or tokens, usually read from environment variables:

    • MINERU_API_TOKEN

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

Context cost

Academic Citation loads about 1.1k tokens when it runs, and up to ~4.7k if it reads all its reference files. Until then it costs about 163 tokens; SKILL.md has 416 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~163
When it runs · the whole SKILL.md, loaded when a task matches
~1.1k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~4.7k

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 joshua-zyy/academic-paper-writer at commit 6fceefd, republished under its MIT licence (© joshua-zyy). 416 words, ~1,092 tokens.

Download SKILL.mdSave it as .claude/skills/academic-citation/SKILL.md (or your agent's skills folder). This skill also uses 14 other files; get the full folder from GitHub.
name
academic-citation
description
Search, verify, and map citations for CS/AI/ML papers. Produces VERIFIED/UNVERIFIED reference lists with Citation-to-Claim maps and Exemplar Sets. Use when: finding references for a paper section, verifying citation accuracy, building exemplar sets for introduction/related work learning, checking if existing citations are real and accurate, supplementing local literature library. Triggers on: 找引用, 文献检索, citation pass, find references, reference check, 补文献, citation verification, Exemplar Set, search papers, verify citation, 核验文献, 查引用, literature search, reference verification, citation verification with reading, 引用确认, 全文阅读验证.

Academic Citation

将此 skill 视为"文献取证代理",而不是搜索结果搬运器。

Router Protocol

  1. Read manifest.yaml. It declares always_load files, axes, and references.on_demand.
  2. Read every file listed under always_load. These are the skill's binding rules — not reference material.
  3. Apply the loaded material as constraints:
    • stance.md defines non-negotiable rules, source/inference boundary, and scope.
    • red-lines.md defines absolute prohibitions. Do not negotiate these.
    • output-contract.md defines deliverables per mode.
    • anti-patterns.md defines known failure modes and their correct alternatives.
  4. If the user wants to use a local literature library, first distinguish:
    • local_ref_md_dir: an existing Markdown library containing _index_ref.json.
    • local_ref_pdf_dir: a PDF directory, or any local library directory that lacks _index_ref.json.
  5. For local_ref_pdf_dir, stop before citation search. Tell the user to register a MinerU API token, set MINERU_API_TOKEN, run scripts/convert-pdfs-to-md.py, and return only after they confirm PDF→MD completion. Do not proceed to local reading until the generated MD directory has _index_ref.json.
  6. Detect the workflow using the manifest's workflow axis. Literature reading output must separate source quotes from agent inference; only source: 原文 or source: 图片 content may be used as citation evidence.
  7. Echo the selected mode to the user before executing.
  8. Reach for references/ only when the manifest's references.on_demand condition is satisfied.

Modes

ModeUse when
full-citation-passComplete coverage for a full paper or core section
targeted-citation-searchSpecific claim, section, or topic
exemplar-set-onlyBuild Exemplar Set only, not full citation list
citation-verificationVerify metadata of existing candidate list
local-citation-passLocal MD library first, then web supplement
citation-verification-with-readingFull-text reading after paper draft completion
Show full SKILL.md (168 more words)Show less

Agent Dispatch

AgentPurpose
agents/citation_agent.mdLiterature search strategy (4-class query templates, output schema)
agents/literature-reader-agent.mdLiterature reading & extraction (MD full-text → LiteratureReadingReport)

Dispatched by academic-paper-writer orchestrator at Step 3. Subagents search and verify only; they must not modify project files or write paper prose independently. literature-reader-agent is dispatched in parallel by citation_agent or the orchestrator at Step 3a/3b.

Independent Use

InputModePriorityBehavior
Section + keywordsfull-citation-pass1 (explicit)Full 6-step workflow
Citation list / seed paperscitation-verification1 (explicit)Metadata only, no extra search
local_ref_md_dir provided and _index_ref.json existslocal-citation-pass2 (path trigger)Local MD + batch parallel reader agent dispatch
Local PDF library path provided, or local path lacks _index_ref.jsonpdf2md-preflight1 (blocking preflight)Instruct MinerU setup and script command; wait for user confirmation
Section onlytargeted-citation-search3 (single feature)Auto-keyword, 4-class query
Explicit Exemplar Set requestexemplar-set-only1 (explicit)Exemplar Set only

Multi-condition: lower priority number wins.

ScenarioRecommended
Just searching/verifying citationsThis skill (standalone)
Integrating into paper draftingacademic-paper-writer orchestrator
Existing draft needs citation reviewThis skill → academic-reviser

© joshua-zyy, 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 14 other files (scripts, references) in skills/academic-citation of joshua-zyy/academic-paper-writer.

  • SKILL.md
  • agents/citation_agent.md
  • agents/literature-reader-agent.md
  • manifest.yaml
  • references/citation-mapping.md
  • references/search-strategy.md
  • references/verification-protocol.md
  • references/workflow-citation-pass.md
  • scripts/citation_audit.py
  • scripts/convert-pdfs-to-md.py
  • scripts/convert_pdfs_to_md_mineru_api.py
  • static/core/anti-patterns.md
  • static/core/output-contract.md
  • static/core/red-lines.md
  • static/core/stance.md

Open the folder on GitHubat commit 6fceefd

Compare with similar skills

Academic Citation 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.

Academic Citation compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Academic Citation this skilljoshua-zyy/academic-paper-writer115—~1.1kAutomated safety check: PassMIT
Academic Paper Writing PipelineImbad0202/academic-research-skills51k—~16kAutomated safety check: PassCustom licence
Academic Research Suite for CodexImbad0202/academic-research-skills-codex12k—~12kAutomated safety check: PassCustom licence
Autonomous Researchfedericodeponte/opendraft507—~8.2kAutomated safety check: PassApache-2.0
Social Science Paper Writingfakerqwq/social-science-paper-writing-skill382—~7kAutomated safety check: PassNone
Academic Integrity Rewritelin1111-1/academic-integrity-rewrite102—~1.1kAutomated safety check: PassMIT

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  • Academic Paper Writer

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  • Academic Polishing

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Questions about Academic Citation

What does Academic Citation do?

Search, verify, and map citations for CS/AI/ML papers. An agent skill from joshua-zyy/academic-paper-writer. Academic Citation is an agent skill from joshua-zyy/academic-paper-writer. Search, verify, and map citations for CS/AI/ML papers.

When should I use Academic Citation?

Academic Citation fits situations like: : finding references for a paper section; verifying citation accuracy; building exemplar sets for introduction/related work learning; checking if existing citations are real and accurate.

How do I install Academic Citation in Claude Code?

Run `npx skills add joshua-zyy/academic-paper-writer --skill academic-citation -a claude-code`. Or copy the skill folder (skills/academic-citation in joshua-zyy/academic-paper-writer) into .claude/skills/academic-citation in your project. Claude Code loads it when a task matches its description.

How do I install Academic Citation in Codex?

Run `npx skills add joshua-zyy/academic-paper-writer --skill academic-citation -a codex`. Or copy the skill folder (skills/academic-citation in joshua-zyy/academic-paper-writer) into .agents/skills/academic-citation in your project. Codex loads it when a task matches its description.

Can I use Academic Citation 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 joshua-zyy/academic-paper-writer --skill academic-citation -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/academic-citation, .gemini/skills/academic-citation, .github/skills/academic-citation and .opencode/skills/academic-citation in your project.

What does Academic Citation need to run?

Going by SKILL.md and its folder, Academic Citation needs Python for the scripts in its folder and credentials named MINERU_API_TOKEN. Our summary lists: Python 3; A credential in MINERU_API_TOKEN.

Does Academic Citation 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 Academic Citation 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 Academic Citation use?

Academic Citation is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Academic Citation use?

About 1.1k tokens (SKILL.md is roughly 4.4k 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 3.6k tokens, read only when the agent opens those files.

What are the alternatives to Academic Citation?

Skills that share tags, products or a category with Academic Citation: Academic Paper Writing Pipeline (Imbad0202/academic-research-skills, 51k stars), Academic Research Suite for Codex (Imbad0202/academic-research-skills-codex, 12k stars), Autonomous Research (federicodeponte/opendraft, 507 stars) and Social Science Paper Writing (fakerqwq/social-science-paper-writing-skill, 382 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Academic Citation?

joshua-zyy (a GitHub user) maintains it in joshua-zyy/academic-paper-writer, which has 115 GitHub stars. The repository holds 8 skills in this directory. The repository was last updated on October 5, 2026.

Source: joshua-zyy/academic-paper-writer on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.