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hyl-ailab/scholar-forge

Academic writing Agent Skill — citation integrity, venue intelligence, bilingual CN/EN (GB/T 7714)

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View on GitHub Add to my skills

Verified commit 350e382c2840ae8fc8f055d49b8dc38851285582

28GitHub stars

0stars in 7 days

1skill in this repository

0commits in 30 days

Heat

0.3

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Individual skills in this repository

scholar-forge /

How it works

scholar-forge

When your agent uses it

End-to-end academic research and writing skill with citation integrity, venue-aware formatting, bilingual CN/EN support (GB/T 7714), and full lifecycle workflows (literature review, IMRaD, thesis, grant, peer review, rebuttal). Fetches live journal guidelines before writing. Use when writing papers, theses, proposals, LaTeX manuscripts, citations, literature reviews, reviewer responses, or any scholarly document. Triggers on 论文, 文献综述, 学位论文, arXiv, BibTeX, IMRaD, PRISMA, rebuttal, grant proposal.

What it loads into context

Frontmatter

142 tokens

Always available to the agent

SKILL.md

1,928 tokens

When the skill is activated

Reference documents

6,556 tokens

Loaded on request

Token counts are estimates. Scripts run separately; they are not counted as reference context.

The playbook

Non-Negotiables
Mode Router
Execution Plan (show first)
Phase 1 — Requirements (ask if missing)
Phase 2 — Venue Intelligence
Phase 3 — Discovery & Verification
Phase 4 — Outline & Claim-Evidence Map
Phase 5 — Writing
Phase 6 — Quality Assurance
Output Deliverables
Additional Resources

Scripts executed separately

scripts/check_citations.py
scripts/validate_bib.py

Files

.gitignoreasset210 bytes
LICENSEasset1,083 bytes
README.mddoc6,445 bytes
SKILL.mdcore7,966 bytes
SKILL.mdcore7,966 bytes
SKILL.mdcore7,966 bytes
SKILL.mdcore7,966 bytes
SKILL.mdcore7,966 bytes
references/chinese-academic.mddoc2,312 bytes
references/citation-formats.mddoc1,319 bytes
references/integrity-protocol.mddoc1,574 bytes
references/reporting-guidelines.mddoc1,185 bytes
references/venue-intelligence.mddoc1,713 bytes
references/writing-quality.mddoc1,432 bytes
scripts/check_citations.pyruns1,595 bytes
scripts/validate_bib.pyruns2,363 bytes
tasks/grant-proposal.mddoc1,274 bytes
tasks/imrad-paper.mddoc1,566 bytes
tasks/literature-review.mddoc1,469 bytes
tasks/material-integration.mddoc1,247 bytes
tasks/peer-review.mddoc1,089 bytes
tasks/revision-rebuttal.mddoc1,174 bytes
tasks/thesis.mddoc1,375 bytes
templates/claim-evidence-map.mddoc687 bytes
templates/gb7714-thesis.texasset1,205 bytes
templates/ieee-conference.texasset933 bytes

Read SKILL.md


# Scholar Forge

One skill, full academic lifecycle — integrity-first, venue-aware, bilingual.

## Non-Negotiables

1. **No fabricated citations** — every reference must be located and verified (title, authors, venue, year, DOI/URL). Mark unverified as `[UNVERIFIED]`.
2. **Evidence-first** — non-trivial claims need a citation or an explicit result in the document.
3. **Label source status** — peer-reviewed / preprint / grey literature / web.
4. **Venue before prose** — fetch target journal or school guidelines before drafting (see [venue-intelligence.md](references/venue-intelligence.md)).
5. **Two-stage writing** — outline with claim-evidence map → prose. Never skip outline for full manuscripts.
6. **Compile or validate** — after LaTeX edits, run `latexmk` or report the specific error.

## Mode Router

View the complete source on GitHub

Skills included

scholar-forge

Repository facts

License: MIT
Created: Jun 25, 2026
Last pushed: Jun 25, 2026
Forks: 2
Open issues: 0
Project activity: Slowing

Before you install

Local scripts

Automated signals, not a guarantee

Checked Nov 7, 2026

Not fully analyzed: some files were too long, unreadable or missing. This never lowers the level.

Show 4 notes

SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed

No broad tool permissions
No dangerous shell commands
19 network referencesin 1 file: README.md:5
No hidden or obfuscated text
No instruction overrides
2 executable scriptsin 2 files: scripts/check_citations.py:1 scripts/validate_bib.py:1
No access to secrets
No requests to vote in Hot

Show all 21 signals by file

`README.md`

Network accessline 5

[![Agent Skills](https://img.shields.io/badge/Agent%20Skills-compatible-blue)](https://agentskills.io)

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[![License: MIT](https://img.shields.io/badge/License-MIT-green.svg)](LICENSE)

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> 适用于 **Cursor**、Claude Code、Codex、GitHub Copilot 等所有支持 [Agent Skills 开放标准](https://agentskills.io) 的 AI 编程助手。

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| 项目 | 优势 | 不足 | |------|------|------| | [academic-writer-skills](https://github.com/muhammad1438/academic-writer-skills) | 27 个子技能全覆盖 | 碎片化，学习成本高 |

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|------|------|------| | [academic-writer-skills](https://github.com/muhammad1438/academic-writer-skills) | 27 个子技能全覆盖 | 碎片化，学习成本高 | | [academic-researcher](https://github.com/SiluPanda/academic-researcher) | 诚信协议 + 验证脚本 | 偏英文 IEEE/APA，无中文规

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| [academic-writer-skills](https://github.com/muhammad1438/academic-writer-skills) | 27 个子技能全覆盖 | 碎片化，学习成本高 |

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| [academic-researcher](https://github.com/SiluPanda/academic-researcher) | 诚信协议 + 验证脚本 | 偏英文 IEEE/APA，无中文规范 |

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| [scientific-paper-writer](https://github.com/eniktab/scientific-paper-writer) | **实时抓取期刊投稿要求** | 偏生物医学写作风格 |

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| [vibe-paper-writing](https://github.com/Zhangyanbo/vibe-paper-writing) | 聊天/笔记融入论文 | 范围窄，无基金/审稿/修回 |

Network accessline 22

| [PaperOrchestra](https://github.com/Ar9av/PaperOrchestra) | 多 Agent 流水线 | 复杂度高，上手难 |

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| [K-Dense scientific-agent-skills](https://github.com/K-Dense-AI/scientific-agent-skills) | 147 个科学技能 | 领域工具集，非统一写作流 |

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git clone https://github.com/hyl-ailab/scholar-forge.git ~/.cursor/skills/scholar-forge

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git clone https://github.com/hyl-ailab/scholar-forge.git .cursor/skills/scholar-forge

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# Claude Code git clone https://github.com/hyl-ailab/scholar-forge.git ~/.claude/skills/scholar-forge

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git clone https://github.com/hyl-ailab/scholar-forge.git ~/.claude/skills/scholar-forge

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# GitHub Copilot git clone https://github.com/hyl-ailab/scholar-forge.git ~/.copilot/skills/scholar-forge

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git clone https://github.com/hyl-ailab/scholar-forge.git ~/.copilot/skills/scholar-forge

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本项目的模式路由与诚信协议借鉴了开源社区的集体智慧，尤其感谢 [academic-researcher](https://github.com/SiluPanda/academic-researcher)、[scientific-paper-writer](https://github.com/eniktab/scientific-paper-writer)、[vibe-paper-writing](https://github.com/Zhangyanbo/vibe-pap

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Install: `git clone https://github.com/hyl-ailab/scholar-forge.git ~/.cursor/skills/scholar-forge`

`scripts/check_citations.py`

Executable scriptline 1
```
#!/usr/bin/env python3
```

`scripts/validate_bib.py`

Executable scriptline 1
```
#!/usr/bin/env python3
```

How the signals fit together

Facts from a static read of the files at the pinned commit. They describe what the code does, not why.

Signal confidence: 21 facts

Network access in prose of documentationREADME.md:5Low confidence
Network access in prose of documentationREADME.md:6Low confidence
Network access in prose of documentationREADME.md:8Low confidence
Network access in prose of documentationREADME.md:16Low confidence
Network access in prose of documentationREADME.md:17Low confidence
Network access in prose of documentationREADME.md:18Low confidence
Network access in prose of documentationREADME.md:19Low confidence
Network access in prose of documentationREADME.md:20Low confidence
Network access in prose of documentationREADME.md:21Low confidence
Network access in prose of documentationREADME.md:22Low confidence
Network access in prose of documentationREADME.md:23Low confidence
Network access in code of documentationREADME.md:43Low confidence
Network access in code of documentationREADME.md:51Low confidence
Network access in code of documentationREADME.md:57Low confidence
Network access in code of documentationREADME.md:58Low confidence
Network access in code of documentationREADME.md:60Low confidence
Network access in code of documentationREADME.md:61Low confidence
Network access in prose of documentationREADME.md:159Low confidence
Network access in prose of documentationREADME.md:173Low confidence
Executable script in code of a file that runsscripts/check_citations.py:1High confidence
Executable script in code of a file that runsscripts/validate_bib.py:1High confidence

Works with

Agent compatibility, from the files in this repository
Agent	Status	Evidence	Install to
Claude Code	Compatible	Standard SKILL.md SKILL.md	`.claude/skills/<skill-name>/`
Codex	Compatible	Standard SKILL.md SKILL.md	`.agents/skills/<skill-name>/`
Cursor	Compatible	Standard SKILL.md SKILL.md	`.cursor/skills/<skill-name>/`
Gemini CLI	Compatible	Standard SKILL.md SKILL.md	`.gemini/skills/<skill-name>/`
GitHub Copilot	Compatible	Standard SKILL.md SKILL.md	`.github/skills/<skill-name>/`
OpenCode	Compatible	Standard SKILL.md SKILL.md	`.opencode/skills/<skill-name>/`

Native The repository ships a manifest, folder or frontmatter field for this agent.
Compatible A standard SKILL.md that this agent can read.
Unknown No evidence either way.

Derived automatically from paths, manifests and frontmatter. Not tested on each agent.

hyl-ailab/scholar-forge

History

SKILL.md

Share this page

Heat

Stars over time

Individual skills in this repository

How it works

scholar-forge

Frontmatter

SKILL.md

Reference documents

The playbook

Scripts executed separately

Files

Skills included

Repository facts

Before you install

README.md

scripts/check_citations.py

scripts/validate_bib.py

How the signals fit together

Works with

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`SKILL.md`

`README.md`

`scripts/check_citations.py`

`scripts/validate_bib.py`