Molecular Dynamics
K-Dense-AI/scientific-agent-skills
Runs and analyzes molecular dynamics simulations with OpenMM and MDAnalysis.
A skill your agent uses to write Molecular Cell's Summary — a single unstructured paragraph (~150 words; re-check on the official site) that conveys the molecular question, the mechanism, and its…
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill molcell-summary -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills molcell-summary --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-summary .claude/skills/molcell-summary && 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-summary" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Molecular-Cell-Skills/skills/molcell-summary into .claude/skills/molcell-summary/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "molcell-summary", 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-summaryType 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-summary -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills molcell-summary --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-summary .agents/skills/molcell-summary && 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-summary" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Molecular-Cell-Skills/skills/molcell-summary into .agents/skills/molcell-summary/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "molcell-summary", 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-summary -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills molcell-summary --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-summary .cursor/skills/molcell-summary && 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-summary" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Molecular-Cell-Skills/skills/molcell-summary into .cursor/skills/molcell-summary/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "molcell-summary", 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-summary--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-summary -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills molcell-summary --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-summary .gemini/skills/molcell-summary && 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-summary" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Molecular-Cell-Skills/skills/molcell-summary into .gemini/skills/molcell-summary/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "molcell-summary", 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-summaryInstalls 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-summary -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-summary .github/skills/molcell-summary && 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-summary" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Molecular-Cell-Skills/skills/molcell-summary into .github/skills/molcell-summary/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "molcell-summary", 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-summary -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-summary --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-summary .opencode/skills/molcell-summary && 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-summary" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Molecular-Cell-Skills/skills/molcell-summary into .opencode/skills/molcell-summary/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "molcell-summary", 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-summaryA skill your agent uses to write Molecular Cell's Summary — a single unstructured paragraph (~150 words; re-check on the official site) that conveys the molecular question, the mechanism, and its…
Molcell Summary is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use to write Molecular Cell's Summary — a single unstructured paragraph (~150 words; re-check on the official site) that conveys the molecular question, the mechanism, and its physiological consequence, named and quantified for a molecular-biology readership. Late-stage polish.
Its SKILL.md is about 1.5k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
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.
5 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 Summary loads about 1.5k tokens when it runs. Until then it costs about 74 tokens; SKILL.md has 725 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). 725 words, ~1,452 tokens.
.claude/skills/molcell-summary/SKILL.md (or your agent's skills folder).Molecular Cell's abstract is the Summary: a single, unstructured paragraph (no subheadings, no citations) of roughly ≤150 words (treat as a ceiling; confirm the current cap). It is written for a molecular-biology readership — you can assume familiarity with the process but must still name the mechanism and quantify. It must convey the molecular question, the mechanism, and why it matters physiologically.
Because Molecular Cell rewards depth, the Summary should make clear the mechanism is established by independent methods, not merely proposed.
Every effect claim should carry a number somewhere in the paper, and the headline belongs in the Summary: a rate, a fold-change, an affinity, a resolution, an occupancy. A Summary with zero numbers is not finished.
Molecular Cell's initial triage is run by professional in-house scientific editors. They decide in minutes whether the paper goes to review, and the Summary plus the title are usually all they read when they decide. Two questions dominate: (1) is there a molecular mechanism here, worked out and validated — or only a phenotype with a proposed cause; and (2) is the mechanism proven by more than one approach. Write the Summary so both answers are visible without the figures. A Summary that names a molecule, a molecular action, and a physiological consequence survives triage; a Summary that lists assays performed does not.
Before (method recap, no mechanism, no number, 39 words):
Here we studied the helicase XYZ using cryo-EM and biochemistry. We solved several structures and performed unwinding assays. XYZ was important for replication. These findings advance our understanding of DNA replication.
After (mechanism named, quantified, physiological stake, ~85 words):
How replicative helicases couple ATP hydrolysis to strand separation at a stalled fork is unclear. Combining a 2.9 Å cryo-EM structure with single-molecule unwinding, we find that the helicase XYZ grips the lagging strand through a conserved β-hairpin and that hydrolysis at a single subunit ratchets one nucleotide per step. A hairpin point mutant uncouples ATPase from unwinding, slowing fork progression 12-fold and sensitizing cells to replication stress. XYZ thus converts nucleotide hydrolysis into processive, strand-selective translocation that safeguards genome duplication.
The "after" version names the actor (XYZ), the molecular mechanism (β-hairpin grip; single-subunit ratchet), a quantified effect (2.9 Å; 12-fold), orthogonal evidence (structure + single-molecule + mutant), and a physiological consequence.
【Summary】 single paragraph (word count: N ≤ ~150)
【Five moves present?】 context / gap / approach+result / mechanism named / physiological consequence
【Mechanism explicit?】 yes/no — the named molecular cause
【Quantified headline result?】 yes/no + the number
【Jargon hits removed】 [...]
【Next】 molcell-highlightsmolcell-highlights).The ~150-word cap is a working default — 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-summary of brycewang-stanford/Awesome-Journal-Skills.
Open the folder on GitHubat commit 932eb23
Molcell Summary 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 Summary this skillbrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~1.5k | Automated safety check: Pass | MIT | |
| Molecular DynamicsK-Dense-AI/scientific-agent-skills | 48k | 1 repos | ~4.7k | Automated safety check: Pass | MIT | |
| Speak Summarygithub/awesome-copilot | 40k | — | ~1.6k | Automated safety check: Pass | MIT | |
| Cost Summaryruvnet/ruflo | 74k | — | ~594 | Automated safety check: Notes | MIT | |
| Stakeholder Summaryanthropics/claude-for-legal | 9.6k | 2 repos | ~3.3k | Automated safety check: Pass | Apache-2.0 | |
| Investigation Summaryanthropics/claude-for-legal | 9.6k | 2 repos | ~326 | Automated safety check: Pass | Apache-2.0 |
K-Dense-AI/scientific-agent-skills
Runs and analyzes molecular dynamics simulations with OpenMM and MDAnalysis.
github/awesome-copilot
Convert text, markdown, or a summary produced by another skill into a listenable MP3 using local CPU-only neural text-to-speech.
ruvnet/ruflo
Single-shot programmatic dump of all cost data — total spend, per-tier, top session, budget status, federation aggregate.
anthropics/claude-for-legal
Translates a contract review into a summary the business stakeholder will actually read.
anthropics/claude-for-legal
Draft an audience-specific summary from the privileged investigation memo — HR, leadership, or outside counsel versions.
anthropics/claude-for-legal
Aggregate diligence findings into a deal team briefing at the right altitude for the audience — exec summary for leadership, working summary for the team.
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…
A skill your agent uses to write Molecular Cell's Summary — a single unstructured paragraph (~150 words; re-check on the official site) that conveys the molecular question, the mechanism, and its…. Molcell Summary is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use to write Molecular Cell's Summary — a single unstructured paragraph (~150 words; re-check on the official site) that conveys the molecular question, the mechanism, and its physiological consequence, named and quantified for a molecular-biology readership.
Molcell Summary fits situations like: write Molecular Cells Summary — a single unstructured paragraph (~150 words; re-check on the official site) that conveys the molecular question; its physiological consequence; named and quantified for a molecular-biology readership.
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill molcell-summary -a claude-code`. Or copy the skill folder (Molecular-Cell-Skills/skills/molcell-summary in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/molcell-summary in your project. Claude Code loads it when a task matches its description.
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill molcell-summary -a codex`. Or copy the skill folder (Molecular-Cell-Skills/skills/molcell-summary in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/molcell-summary 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-summary -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-summary, .gemini/skills/molcell-summary, .github/skills/molcell-summary and .opencode/skills/molcell-summary in your project.
SKILL.md names no scripts, command-line tools or credentials: Molcell Summary 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 Summary is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.5k tokens (SKILL.md is roughly 5.8k 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 Summary: Molecular Dynamics (K-Dense-AI/scientific-agent-skills, 48k stars), Speak Summary (github/awesome-copilot, 40k stars), Cost Summary (ruvnet/ruflo, 74k stars) and Stakeholder Summary (anthropics/claude-for-legal, 9.6k 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 1,228 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.