Hypothesis Generation
spacering-net/codeg
Structured hypothesis formulation from observations. An agent skill from spacering-net/codeg.
A skill your agent uses when deciding which molcell- sub-skill to invoke next, or when sequencing a manuscript from mechanism-fit test through reviewer rebuttal for Molecular Cell (Mol.
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill molcell-workflow -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills molcell-workflow --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/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/Molecular-Cell-Skills/skills/molcell-workflow .claude/skills/molcell-workflow && 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 "molcell-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Molecular-Cell-Skills/skills/molcell-workflow into .claude/skills/molcell-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "molcell-workflow", 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/brycewang-stanford/Awesome-Journal-Skills/tree/main/Molecular-Cell-Skills/skills/molcell-workflowType 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 brycewang-stanford/Awesome-Journal-Skills --skill molcell-workflow -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills molcell-workflow --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/Molecular-Cell-Skills/skills/molcell-workflow .agents/skills/molcell-workflow && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "molcell-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Molecular-Cell-Skills/skills/molcell-workflow into .agents/skills/molcell-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "molcell-workflow", 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 brycewang-stanford/Awesome-Journal-Skills --skill molcell-workflow -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills molcell-workflow --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/Molecular-Cell-Skills/skills/molcell-workflow .cursor/skills/molcell-workflow && 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 "molcell-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Molecular-Cell-Skills/skills/molcell-workflow into .cursor/skills/molcell-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "molcell-workflow", 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/brycewang-stanford/Awesome-Journal-Skills.git --path Molecular-Cell-Skills/skills/molcell-workflow--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 brycewang-stanford/Awesome-Journal-Skills --skill molcell-workflow -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills molcell-workflow --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/Molecular-Cell-Skills/skills/molcell-workflow .gemini/skills/molcell-workflow && 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 "molcell-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Molecular-Cell-Skills/skills/molcell-workflow into .gemini/skills/molcell-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "molcell-workflow", 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 brycewang-stanford/Awesome-Journal-Skills molcell-workflowInstalls 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 brycewang-stanford/Awesome-Journal-Skills --skill molcell-workflow -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/Molecular-Cell-Skills/skills/molcell-workflow .github/skills/molcell-workflow && 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 "molcell-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Molecular-Cell-Skills/skills/molcell-workflow into .github/skills/molcell-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "molcell-workflow", 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 brycewang-stanford/Awesome-Journal-Skills --skill molcell-workflow -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills molcell-workflow --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/Molecular-Cell-Skills/skills/molcell-workflow .opencode/skills/molcell-workflow && 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 "molcell-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Molecular-Cell-Skills/skills/molcell-workflow into .opencode/skills/molcell-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "molcell-workflow", 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.
molcell-workflowA skill your agent uses when deciding which molcell- sub-skill to invoke next, or when sequencing a manuscript from mechanism-fit test through reviewer rebuttal for Molecular Cell (Mol.
Molcell Workflow is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when deciding which molcell- sub-skill to invoke next, or when sequencing a manuscript from mechanism-fit test through reviewer rebuttal for Molecular Cell (Mol. Cell, Cell Press). Routes to the specialized skills — it does not replace them.
Its SKILL.md is about 2k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Research & Science. The repository describes itself as: Journal-specific Claude Code/Codex skill packs covering mainstream journals — AER, QJE, Nature, Cell, 管理世界, 经济研究 & 200+ more — your fast track to getting published. | 覆盖主流期刊的… The licence is MIT.
11 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 932eb23. It shows what the files ask for, not the result of running them.
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.
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Molcell Workflow loads about 2k tokens when it runs. Until then it costs about 66 tokens; SKILL.md has 796 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.
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); files beside SKILL.md are not scanned.
The full file from brycewang-stanford/Awesome-Journal-Skills at commit 932eb23, republished under its MIT licence (© brycewang-stanford). 796 words, ~1,975 tokens.
.claude/skills/molcell-workflow/SKILL.md (or your agent's skills folder).This is the router. It does not do the work of any specialized skill; it names which molcell- skill fits the current stage* of a manuscript aimed at Molecular Cell (Cell Press).
Default assumption: unless told otherwise, the target is Molecular Cell — the mechanism-focused molecular-biology flagship — not Cell, Cell Reports, Molecular Cell's sibling Structure, or a field-specific title. The Cell Press family shares STAR Methods, the Key Resources Table, Highlights, the eTOC blurb, the Graphical Abstract, and (now) numbered references, but the venues differ sharply on what kind of advance they reward.
Cell asks "does this reframe a broad field?" Molecular Cell asks a different question: "is the molecular mechanism worked out to the base-pair, residue, or single-molecule level, and proven by orthogonal approaches?" Depth of mechanism beats breadth of implication here. A correlative or descriptive story — even a broadly interesting one — is rejected before review if the how is not nailed down biochemically and structurally/genetically. Route to molcell-fit first, always.
Molecular Cell editors triage most submissions to rejection without external review. The bar is mechanistic depth + orthogonal validation + physiological relevance, not novelty of the phenotype alone. The first question is never "is the result interesting?" — it is "is the molecular mechanism established by independent methods, and does it operate in a physiological context?" Route to molcell-fit first.
| Current symptom | Next skill |
|---|---|
| Not sure the mechanism is deep/validated enough for Mol. Cell | molcell-fit |
| Mechanism is solid but the arc reads as a technique list | molcell-framing |
| Main text over ~7,000 words; Discussion recaps Results | molcell-writing |
| Figures over ~7; data hidden; stats/gels/structures off | molcell-figures |
| No Key Resources Table / Resource Availability incomplete | molcell-star-methods |
| No GEO/PDB/PRIDE deposition plan or accessions | molcell-data |
| Summary is long, structured, or names no mechanism | molcell-summary |
| No Highlights / eTOC blurb / Graphical Abstract | molcell-highlights |
| References are author–date or otherwise not Cell Press numbered | molcell-citation |
| About to submit; need a preflight + cover letter | molcell-submission |
| Received reviews / a revision decision | molcell-rebuttal |
molcell-fit — clear the mechanistic-depth + orthogonal-validation bar firstmolcell-framing — lock the single-mechanism arc (question → mechanism → physiological consequence)molcell-writing — Article structure and the ~7,000-word / ~7-item budgetmolcell-figures — finalize display items; show the data; blot/structure integritymolcell-star-methods — Key Resources Table + Resource Availability + QSAmolcell-data — GEO/PDB/PRIDE deposition and the availability statementmolcell-summary — the Summary (late polish)molcell-highlights — Highlights + eTOC blurb + Graphical Abstract (late polish)molcell-citation — Cell Press numbered-reference pass (late polish)molcell-submission — cover letter + preflightmolcell-rebuttal — after review
molcell-summary,molcell-highlights, andmolcell-citationare late-stage polish. Do not perfect the Highlights before the mechanism and figures are settled.
molcell-fit (likely not yet a Mol. Cell story)molcell-framingmolcell-star-methods (Molecular Cell uses STAR Methods)molcell-star-methods (Key Resources Table)molcell-citation (Cell Press is now numbered superscript)molcell-dataKeep this manifest with the draft; the top unfinished row names the skill to invoke next. The gate row must clear before any polish row is touched.
MOLECULAR CELL MANUSCRIPT — stage tracker
one-line story : [question → the molecular mechanism → physiological consequence]
sibling check : Mol. Cell vs Cell / Cell Reports / NSMB / EMBO J
stage status next skill
----------------------------- ------------ --------------------
GATE: deep mechanism + [in-progress] molcell-fit
orthogonal validation
single-mechanism arc [todo] molcell-framing
article text + length (~7k w) [todo] molcell-writing
figure budget (~7 items) [todo] molcell-figures
STAR Methods + KRT + QSA [todo] molcell-star-methods
data / code deposition [todo] molcell-data
Summary [todo] molcell-summary (late)
Highlights / eTOC / GA [todo] molcell-highlights (late)
numbered references [todo] molcell-citation (late)
cover letter + preflight [todo] molcell-submission
reviews / revision [—] molcell-rebuttal
rule: if the GATE row is not [done], every row below stays frozen.molcell-fit and polish prose — the modal outcome for a mechanism-thin draft is pre-review rejection.molcell-framing.All conventions here are working defaults — confirm against the current Molecular Cell information-for-authors page.
© brycewang-stanford, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in Molecular-Cell-Skills/skills/molcell-workflow of brycewang-stanford/Awesome-Journal-Skills.
Open the folder on GitHubat commit 932eb23
Molcell Workflow 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 |
|---|---|---|---|---|---|---|
| Molcell Workflow this skillbrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~2k | Automated safety check: Pass | MIT | |
| Hypothesis Generationspacering-net/codeg | 3.8k | 15 repos | ~3.6k | Automated safety check: Notes | MIT | |
| GitHub Deep Researchbytedance/deer-flow | 83k | 5 repos | ~1.3k | Automated safety check: Pass | MIT | |
| Nature Paper CardYuan1z0825/nature-skills | 46k | 2 repos | ~2.1k | Automated safety check: Pass | Apache-2.0 | |
| Read arXiv Paperkarpathy/nanochat | 58k | 2 repos | ~494 | Automated safety check: Pass | MIT | |
| Content Research Writerweapp-tailwindcss/weapp-tailwindcss | 1.9k | 25 repos | ~3.5k | Automated safety check: Pass | MIT |
spacering-net/codeg
Structured hypothesis formulation from observations. An agent skill from spacering-net/codeg.
bytedance/deer-flow
Researches a GitHub repository over four rounds using the GitHub API and web search, then writes a structured markdown report with timeline, metrics and Mermaid diagrams.
Yuan1z0825/nature-skills
Builds a structured deep-reading card for one scientific paper, covering methods, how experiments support claims, limitations and research ideas, with a script to prepare the source.
karpathy/nanochat
Fetches the TeX source of an arXiv paper from its URL, reads it and writes a markdown summary tied to the nanochat project.
weapp-tailwindcss/weapp-tailwindcss
Assists in writing high-quality content by conducting research, adding citations, improving hooks, iterating on outlines, and providing real-time feedback on each section.
spacering-net/codeg
Structured manuscript/grant review with checklist-based evaluation.
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when running and reporting the analysis for an Annals of the American Association of Geographers manuscript — spatial statistics and modeling, remote-sensing accuracy, or…
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when positioning an Annals of the American Association of Geographers manuscript in the literature — engaging geographic scholarship across the relevant area and the…
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when responding to an Annals of the American Association of Geographers decision letter (major/minor revision) — building a point-by-point response to the subject editor and…
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when defending the research design of an Annals of the American Association of Geographers manuscript — spatial/quantitative analysis and GIScience, remote-sensing and…
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when you need to understand how the Annals of the American Association of Geographers evaluates a manuscript — double-anonymous review routed through a subject editor by…
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when running the final pre-submission preflight for the Annals of the American Association of Geographers via ScholarOne Manuscripts — area/article-type selection…
Categories
A skill your agent uses when deciding which molcell- sub-skill to invoke next, or when sequencing a manuscript from mechanism-fit test through reviewer rebuttal for Molecular Cell (Mol. Molcell Workflow is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when deciding which molcell- sub-skill to invoke next, or when sequencing a manuscript from mechanism-fit test through reviewer rebuttal for Molecular Cell (Mol.
Molcell Workflow fits situations like: deciding which molcell- sub-skill to invoke next; sequencing a manuscript from mechanism-fit test through reviewer rebuttal for Molecular Cell (Mol.
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill molcell-workflow -a claude-code`. Or copy the skill folder (Molecular-Cell-Skills/skills/molcell-workflow in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/molcell-workflow in your project. Claude Code loads it when a task matches its description.
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill molcell-workflow -a codex`. Or copy the skill folder (Molecular-Cell-Skills/skills/molcell-workflow in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/molcell-workflow in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill molcell-workflow -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/molcell-workflow, .gemini/skills/molcell-workflow, .github/skills/molcell-workflow and .opencode/skills/molcell-workflow in your project.
SKILL.md names no scripts, command-line tools or credentials: Molcell Workflow is instructions for the agent only.
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.
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. Review the folder before installing.
Molcell Workflow is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 2k tokens (SKILL.md is roughly 7.9k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Molcell Workflow: Hypothesis Generation (spacering-net/codeg, 3.8k stars), GitHub Deep Research (bytedance/deer-flow, 83k stars), Nature Paper Card (Yuan1z0825/nature-skills, 46k stars) and Read arXiv Paper (karpathy/nanochat, 58k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
brycewang-stanford (a GitHub user) maintains it in brycewang-stanford/Awesome-Journal-Skills, which has 1,219 GitHub stars. The repository holds 2,387 skills in this directory. The repository was last updated on September 27, 2026.
Source: brycewang-stanford/Awesome-Journal-Skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.