Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add joshua-zyy/academic-paper-writer --skill academic-citationgit clone --depth 1 https://github.com/joshua-zyy/academic-paper-writerWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/joshua-zyy/academic-paper-writer/academic-citation)<a href="https://agentmods.dev/skills/joshua-zyy/academic-paper-writer/academic-citation"><img src="https://agentmods.dev/badge/skills/joshua-zyy/academic-paper-writer/academic-citation/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/joshua-zyy/academic-paper-writer/academic-citation"><img src="https://agentmods.dev/badge/skills/joshua-zyy/academic-paper-writer/academic-citation.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00146 | $0.01017 |
| Opus 5 | $0.00073 | $0.00508 |
| Sonnet 5 | $0.00029 | $0.00203 |
| Haiku 4.5 | $0.00015 | $0.00102 |
Grade A, and why
academic-citation scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 13d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 65 lines — stays where its author put it; the contents beside it link to each section on GitHub.
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
- Read
manifest.yaml. It declaresalways_loadfiles,axes, andreferences.on_demand. - Read every file listed under
always_load. These are the skill's binding rules — not reference material. - Apply the loaded material as constraints:
stance.mddefines non-negotiable rules, source/inference boundary, and scope.red-lines.mddefines absolute prohibitions. Do not negotiate these.output-contract.mddefines deliverables per mode.anti-patterns.mddefines known failure modes and their correct alternatives.
- 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.
- For
local_ref_pdf_dir, stop before citation search. Tell the user to register a MinerU API token, setMINERU_API_TOKEN, runscripts/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. - Detect the workflow using the manifest's
workflowaxis. Literature reading output must separate source quotes from agent inference; onlysource: 原文orsource: 图片content may be used as citation evidence. - Echo the selected mode to the user before executing.
- Reach for
references/only when the manifest'sreferences.on_demandcondition is satisfied.
Modes
| Mode | Use when |
|---|---|
full-citation-pass |
Complete coverage for a full paper or core section |
targeted-citation-search |
Specific claim, section, or topic |
exemplar-set-only |
Build Exemplar Set only, not full citation list |
citation-verification |
Verify metadata of existing candidate list |
local-citation-pass |
Local MD library first, then web supplement |
citation-verification-with-reading |
Full-text reading after paper draft completion |
What ships with it
14 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
- agents/citation_agent.md 8.9 KB
- agents/literature-reader-agent.md 11 KB
- manifest.yaml 1.8 KB
- references/citation-mapping.md 2.1 KB
- references/search-strategy.md 2.9 KB
- references/verification-protocol.md 2.8 KB
- references/workflow-citation-pass.md 6.0 KB
- scripts/citation_audit.py 3.5 KB runs code
- scripts/convert_pdfs_to_md_mineru_api.py 23 KB runs code
- scripts/convert-pdfs-to-md.py 2.2 KB runs code
- static/core/anti-patterns.md 603 B
- static/core/output-contract.md 1.1 KB
- static/core/red-lines.md 391 B
- static/core/stance.md 3.5 KB
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 13d ago First seen · 65 lines · 146 tokens per session scan A e873c4e03d7a
academic-citation is a skill published in the GitHub repository joshua-zyy/academic-paper-writer (110 stars, last pushed 2mo ago), licensed MIT. It adds 146 tokens to every session and 1,017 once invoked, about $0.0007 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
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light-figure
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light-research-plan
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