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Academic citation

Skill joshua-zyy/academic-paper-writer/skills/academic-citation

面向 CS / AI / ML 领域的证据驱动、分节推进的论文写作 Agent Skill。

Install
npx -y skills add joshua-zyy/academic-paper-writer --skill academic-citation

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What its author says it does

Copied from the file, not written here

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.

SKILL.md

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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

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

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