Academic Paper Writing Pipeline
Imbad0202/academic-research-skills
Runs a 12-agent pipeline that plans, drafts, cites, reviews and formats academic papers, with modes for revision, rebuttals, abstracts and citation checks.
Systematic framework for evaluating scholarly and research work based on the ScholarEval methodology.
Install Scholar Evaluation
$ npx skills add jimmc414/Kosmos --skill scholar-evaluation -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install jimmc414/Kosmos scholar-evaluation --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/jimmc414/Kosmos.git skills-src && mkdir -p .claude/skills && cp -r skills-src/kosmos-claude-scientific-skills/scientific-skills/scholar-evaluation .claude/skills/scholar-evaluation && rm -rf skills-srcUse ~/.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/
Install the "scholar-evaluation" agent skill from https://github.com/jimmc414/Kosmos/tree/master/kosmos-claude-scientific-skills/scientific-skills/scholar-evaluation into .claude/skills/scholar-evaluation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "scholar-evaluation", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/jimmc414/Kosmos/tree/master/kosmos-claude-scientific-skills/scientific-skills/scholar-evaluationType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add jimmc414/Kosmos --skill scholar-evaluation -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install jimmc414/Kosmos scholar-evaluation --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jimmc414/Kosmos.git skills-src && mkdir -p .agents/skills && cp -r skills-src/kosmos-claude-scientific-skills/scientific-skills/scholar-evaluation .agents/skills/scholar-evaluation && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "scholar-evaluation" agent skill from https://github.com/jimmc414/Kosmos/tree/master/kosmos-claude-scientific-skills/scientific-skills/scholar-evaluation into .agents/skills/scholar-evaluation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "scholar-evaluation", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add jimmc414/Kosmos --skill scholar-evaluation -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install jimmc414/Kosmos scholar-evaluation --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jimmc414/Kosmos.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/kosmos-claude-scientific-skills/scientific-skills/scholar-evaluation .cursor/skills/scholar-evaluation && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "scholar-evaluation" agent skill from https://github.com/jimmc414/Kosmos/tree/master/kosmos-claude-scientific-skills/scientific-skills/scholar-evaluation into .cursor/skills/scholar-evaluation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "scholar-evaluation", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/jimmc414/Kosmos.git --path kosmos-claude-scientific-skills/scientific-skills/scholar-evaluation--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add jimmc414/Kosmos --skill scholar-evaluation -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install jimmc414/Kosmos scholar-evaluation --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jimmc414/Kosmos.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/kosmos-claude-scientific-skills/scientific-skills/scholar-evaluation .gemini/skills/scholar-evaluation && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "scholar-evaluation" agent skill from https://github.com/jimmc414/Kosmos/tree/master/kosmos-claude-scientific-skills/scientific-skills/scholar-evaluation into .gemini/skills/scholar-evaluation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "scholar-evaluation", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install jimmc414/Kosmos scholar-evaluationInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add jimmc414/Kosmos --skill scholar-evaluation -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/jimmc414/Kosmos.git skills-src && mkdir -p .github/skills && cp -r skills-src/kosmos-claude-scientific-skills/scientific-skills/scholar-evaluation .github/skills/scholar-evaluation && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "scholar-evaluation" agent skill from https://github.com/jimmc414/Kosmos/tree/master/kosmos-claude-scientific-skills/scientific-skills/scholar-evaluation into .github/skills/scholar-evaluation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "scholar-evaluation", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add jimmc414/Kosmos --skill scholar-evaluation -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install jimmc414/Kosmos scholar-evaluation --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jimmc414/Kosmos.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/kosmos-claude-scientific-skills/scientific-skills/scholar-evaluation .opencode/skills/scholar-evaluation && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "scholar-evaluation" agent skill from https://github.com/jimmc414/Kosmos/tree/master/kosmos-claude-scientific-skills/scientific-skills/scholar-evaluation into .opencode/skills/scholar-evaluation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "scholar-evaluation", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
scholar-evaluation- GitHub stars
- 595
- Used in
- 1 other repo
- Token cost
- ~2.5k tokens
- SKILL.md length
- 1,082 words
- Files
- 3 (incl. scripts, references)
- Skills in repo
- 6
- Repo updated
- First seen
- Licence
- None found
At a glance
Systematic framework for evaluating scholarly and research work based on the ScholarEval methodology.
- Works in 6 steps: Initial Assessment and Scope Definition → Dimension-Based Evaluation → Scoring and Rating → …
- Tasks that involve Literature review
- SKILL.md covers Overview, When to Use This Skill, Evaluation Workflow and Resources, plus 4 more sections
- Runs Python scripts from its folder
What it does
Scholar Evaluation is an agent skill from jimmc414/Kosmos. Systematic framework for evaluating scholarly and research work based on the ScholarEval methodology. This skill should be used when assessing research papers, evaluating literature reviews, scoring research methodologies, analyzing scientific writing quality, or applying structured evaluation criteria to academic work. Provides comprehensive assessment across multiple dimensions including problem formulation, literature review, methodology, data collection, analysis, results interpretation, and scholarly writing…
Its SKILL.md is about 2.5k tokens, which your agent loads only when the skill is triggered. The skill folder holds 4 other files, including scripts and reference files (for example `references/evaluation_framework.md` and `scripts/calculate_scores.py`).
It sits in Research & Science, covering Literature review, Peer review and Experimental design. The repository describes itself as: Kosmos: An AI Scientist for Autonomous Discovery - An implementation and adaptation to be driven by Claude Code or API - Based on the Kosmos AI Paper -….
When your agent uses it
- Tasks that involve Literature review
- Tasks that involve Peer review
- Tasks that involve Experimental design
Example prompts
- “/scholar-evaluation”
Requirements
- Python 3
Workflow steps
6 steps, taken from the step headings in SKILL.md.
- Initial Assessment and Scope Definition
- Dimension-Based Evaluation
- Scoring and Rating
- Synthesize Overall Assessment
- Provide Actionable Feedback
- Contextual Considerations
What it can do on your machine
Read from SKILL.md and the folder at commit 73f4d2a. 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.
From the folder's file list and the shell code blocks in SKILL.md.
Network
Links to these hosts (documentation or services it may open):
arxiv.org
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
Scholar Evaluation loads about 2.5k tokens when it runs, and up to ~7.5k if it reads all its reference files. Until then it costs about 137 tokens; SKILL.md has 1,082 words of instructions outside code blocks.
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
Without a licence we can't republish the file, so here is its outline and opening line. It has 1,082 words (~2,539 tokens).
“Apply the ScholarEval framework to systematically evaluate scholarly and research work. This skill provides structured evaluation methodology based on peer-reviewed research assessment criteria, enabling comprehensive analysis of academic papers, research proposals, literature reviews, and scholarly writing across multiple quality dimensions.”
- name
- scholar-evaluation
Files
SKILL.md and 2 other files (scripts, references) in kosmos-claude-scientific-skills/scientific-skills/scholar-evaluation of jimmc414/Kosmos.
- SKILL.md
- references/evaluation_framework.md
- scripts/calculate_scores.py
Open the folder on GitHubat commit 73f4d2a
Used in 1 other repository
We found 2 copies of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in jimmc414/Kosmos, which our catalogue first saw on October 7, 2026.
Compare with similar skills
Scholar Evaluation 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.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Scholar Evaluation this skilljimmc414/Kosmos | 595 | 1 repos | ~2.5k | Automated safety check: Pass | None | |
| Academic Paper Writing PipelineImbad0202/academic-research-skills | 51k | — | ~16k | Automated safety check: Pass | Custom licence | |
| Academic Research PipelineImbad0202/academic-research-skills | 51k | — | ~15k | Automated safety check: Pass | Custom licence | |
| Benchmark Paper TemplateHKUSTDial/Supervisor-Skills | 8.7k | — | ~2.8k | Automated safety check: Pass | CC-BY-4.0 | |
| Academic Research Suite for CodexImbad0202/academic-research-skills-codex | 12k | — | ~12k | Automated safety check: Pass | Custom licence | |
| Social Science Paper Writingfakerqwq/social-science-paper-writing-skill | 378 | — | ~7k | Automated safety check: Pass | None |
Similar skills
Academic Research Pipeline
Imbad0202/academic-research-skills
Orchestrates a ten-stage academic workflow from research to finished manuscript, including integrity checks, two rounds of peer review and revision.
Benchmark Paper Template
HKUSTDial/Supervisor-Skills
Structures benchmark and evaluation papers around five pillars, with a completeness audit, an Introduction logic chain, a section skeleton and a pre-submission checklist.
Academic Research Suite for Codex
Imbad0202/academic-research-skills-codex
A router skill that sends academic work such as literature reviews, drafting, citation checks, peer review and revision to the right workflow in the ARS suite.
Social Science Paper Writing
fakerqwq/social-science-paper-writing-skill
Helps draft, diagnose, review and revise social science papers, from topic and research question to literature review, citation risks and pre-submission checks.
Academic Research
voidful/academic-skills
Complete academic research skill suite covering the full pipeline: paper reading (read/explain papers with storytelling), idea generation (brainstorm research directions), experiment design (plan…
More from jimmc414/Kosmos
Markitdown
jimmc414/Kosmos
Convert various file formats (PDF, Office documents, images, audio, web content, structured data) to Markdown optimized for LLM processing.
Reportlab
jimmc414/Kosmos
PDF generation toolkit. An agent skill from jimmc414/Kosmos.
Scientific Schematics
jimmc414/Kosmos
Create publication-quality scientific diagrams, flowcharts, and schematics using Python (graphviz, matplotlib, schemdraw, networkx).
Hypothesis Generation
jimmc414/Kosmos
Generate testable hypotheses from observations. An agent skill from jimmc414/Kosmos.
Scientific Writing
jimmc414/Kosmos
Write scientific manuscripts. An agent skill from jimmc414/Kosmos.
Related
Categories
Questions about Scholar Evaluation
What does Scholar Evaluation do?
Systematic framework for evaluating scholarly and research work based on the ScholarEval methodology. Scholar Evaluation is an agent skill from jimmc414/Kosmos. Systematic framework for evaluating scholarly and research work based on the ScholarEval methodology.
When should I use Scholar Evaluation?
Scholar Evaluation fits situations like: tasks that involve Literature review; tasks that involve Peer review; tasks that involve Experimental design.
How do I install Scholar Evaluation in Claude Code?
Run `npx skills add jimmc414/Kosmos --skill scholar-evaluation -a claude-code`. Or copy the skill folder (kosmos-claude-scientific-skills/scientific-skills/scholar-evaluation in jimmc414/Kosmos) into .claude/skills/scholar-evaluation in your project. Claude Code loads it when a task matches its description.
How do I install Scholar Evaluation in Codex?
Run `npx skills add jimmc414/Kosmos --skill scholar-evaluation -a codex`. Or copy the skill folder (kosmos-claude-scientific-skills/scientific-skills/scholar-evaluation in jimmc414/Kosmos) into .agents/skills/scholar-evaluation in your project. Codex loads it when a task matches its description.
Can I use Scholar Evaluation 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 jimmc414/Kosmos --skill scholar-evaluation -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/scholar-evaluation, .gemini/skills/scholar-evaluation, .github/skills/scholar-evaluation and .opencode/skills/scholar-evaluation in your project.
What does Scholar Evaluation need to run?
Going by SKILL.md and its folder, Scholar Evaluation needs Python for the scripts in its folder. Our summary lists: Python 3.
Does Scholar Evaluation access the network?
SKILL.md names 1 domain. As links in the text: arxiv.org. This is read from the text; nothing was executed.
Is Scholar Evaluation 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 Scholar Evaluation use?
No licence was found for Scholar Evaluation or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Scholar Evaluation use?
About 2.5k tokens (SKILL.md is roughly 10k 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 5k tokens, read only when the agent opens those files.
What are the alternatives to Scholar Evaluation?
Skills that share tags, products or a category with Scholar Evaluation: Academic Paper Writing Pipeline (Imbad0202/academic-research-skills, 51k stars), Academic Research Pipeline (Imbad0202/academic-research-skills, 51k stars), Benchmark Paper Template (HKUSTDial/Supervisor-Skills, 8.7k stars) and Academic Research Suite for Codex (Imbad0202/academic-research-skills-codex, 12k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Scholar Evaluation?
jimmc414 (a GitHub user) maintains it in jimmc414/Kosmos, which has 595 GitHub stars. The repository holds 6 skills in this directory. The repository was last updated on October 9, 2026.
Source: jimmc414/Kosmos on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.