Topics
ZimoLiao/scholaraio
A skill your agent uses when the user asks about research themes, topic distribution, BERTopic clustering, topic overview, topic papers, topic merges, or HTML topic visualizations.
A skill your agent uses when deciding whether a result belongs at STOC (ACM Symposium on Theory of Computing) — testing for broad theory-of-computation significance versus routing to FOCS, SODA…
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill stoc-topic-selection -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills stoc-topic-selection --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/STOC-Skills/skills/stoc-topic-selection .claude/skills/stoc-topic-selection && 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 "stoc-topic-selection" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/STOC-Skills/skills/stoc-topic-selection into .claude/skills/stoc-topic-selection/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "stoc-topic-selection", 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/STOC-Skills/skills/stoc-topic-selectionType 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 stoc-topic-selection -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills stoc-topic-selection --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/STOC-Skills/skills/stoc-topic-selection .agents/skills/stoc-topic-selection && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "stoc-topic-selection" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/STOC-Skills/skills/stoc-topic-selection into .agents/skills/stoc-topic-selection/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "stoc-topic-selection", 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 stoc-topic-selection -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills stoc-topic-selection --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/STOC-Skills/skills/stoc-topic-selection .cursor/skills/stoc-topic-selection && 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 "stoc-topic-selection" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/STOC-Skills/skills/stoc-topic-selection into .cursor/skills/stoc-topic-selection/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "stoc-topic-selection", 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 STOC-Skills/skills/stoc-topic-selection--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 stoc-topic-selection -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills stoc-topic-selection --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/STOC-Skills/skills/stoc-topic-selection .gemini/skills/stoc-topic-selection && 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 "stoc-topic-selection" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/STOC-Skills/skills/stoc-topic-selection into .gemini/skills/stoc-topic-selection/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "stoc-topic-selection", 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 stoc-topic-selectionInstalls 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 stoc-topic-selection -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/STOC-Skills/skills/stoc-topic-selection .github/skills/stoc-topic-selection && 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 "stoc-topic-selection" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/STOC-Skills/skills/stoc-topic-selection into .github/skills/stoc-topic-selection/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "stoc-topic-selection", 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 stoc-topic-selection -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 stoc-topic-selection --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/STOC-Skills/skills/stoc-topic-selection .opencode/skills/stoc-topic-selection && 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 "stoc-topic-selection" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/STOC-Skills/skills/stoc-topic-selection into .opencode/skills/stoc-topic-selection/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "stoc-topic-selection", 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.
stoc-topic-selectionA skill your agent uses when deciding whether a result belongs at STOC (ACM Symposium on Theory of Computing) — testing for broad theory-of-computation significance versus routing to FOCS, SODA…
Stoc Topic Selection is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when deciding whether a result belongs at STOC (ACM Symposium on Theory of Computing) — testing for broad theory-of-computation significance versus routing to FOCS, SODA, CCC, ITCS, COLT, CRYPTO, PODC, SoCG, EC, or a journal like JACM/SICOMP when the fit is specialized, conceptual, or empirical.
Its SKILL.md is about 1.8k 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.
3 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.
Stoc Topic Selection loads about 1.8k tokens when it runs. Until then it costs about 80 tokens; SKILL.md has 779 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). 779 words, ~1,765 tokens.
.claude/skills/stoc-topic-selection/SKILL.md (or your agent's skills folder).STOC is ACM SIGACT's flagship for the theory of computation: algorithms and data structures, computational complexity, cryptography, combinatorial and continuous optimization, learning theory, quantum computing, algorithmic game theory, coding theory, and the theory sides of adjacent fields (scope sentence paraphrased from the STOC 2026 CFP, checked 2026-07-08; re-read the live topics list before arguing fit). The question this skill answers is not "is this theory?" but "is this flagship-general theory?" — because the venue's distinguishing filter is breadth of interest across a cross-area committee.
Ask three questions; STOC-shaped results pass at least two convincingly:
Failing all three does not mean the work is weak — it means the reviewing lens of a flagship will undervalue it, and a specialized committee will not.
| Signal in the work | Better-first venue | Why |
|---|---|---|
| Strong algorithmic result, interest mostly within algorithms | SODA | Deeper algorithms bench; specialized appreciation |
| Complexity-internal classification or oracle separation | CCC | The audience that can evaluate it fully |
| Bold model or conceptual reframing, proofs still modest | ITCS | Explicitly welcomes conceptual-first contributions |
| Learning-theoretic bounds, sample complexity, online learning | COLT (or ALT) | The statistical-learning reviewer pool lives there |
| Cryptographic construction with security-proof machinery | CRYPTO / EUROCRYPT / TCC | Protocol-level evaluation norms |
| Distributed/parallel model result | PODC / DISC / SPAA | Model-specific committee |
| Computational geometry core | SoCG | Ditto |
| Incentives, mechanism design, markets | EC | Ditto |
| Quantum result of quantum-internal interest | QIP | Route by the corridor test; quantum with broad consequences fits STOC/FOCS |
| Empirical algorithmics, implementation evidence central | ALENEX / ESA track B / systems venues | STOC has no experiments axis to reward it |
| Complete, mature treatment; no deadline pressure | JACM / SICOMP / TheoretiCS directly | Journals referee depth without page games |
STOC and FOCS are deliberately not differentiated by topic in this map: the
scope is near-identical, and the honest routing variable is timing (November
vs. April deadline) plus readiness (stoc-workflow's two-beat table). Choosing
STOC over FOCS "for prestige" has no basis; the pair is treated as equals by
the community and by hiring committees.
If the work is borderline, three legitimate moves raise flagship fit — and one illegitimate move to refuse:
stoc-related-work), and it is honest when the connection
is real.stoc-related-work,
lane one) exists precisely for this.stoc-workflow) makes
this unnecessary; readiness should pick the beat, fit should pick the tier.For a sense of what "flagship-scale" has meant concretely, the SIGACT prize
record is the honest sample: STOC Best Papers (up to four per year), the Danny
Lewin student award, and the Test of Time awards for STOC papers whose
influence compounded over decades (sigact.org/prizes, checked 2026-07-08; see
resources/exemplars/library.md for dblp-verified cases). Calibrate against
what these papers did — opened a field, closed a known problem, moved a
famous bound — not against their fame today.
1. Write the one-sentence contribution with its model and bound explicit.
2. Run the three breadth tests; record pass/fail with a sentence each.
3. If >= 2 pass: STOC or FOCS by calendar readiness (stoc-workflow).
4. If <= 1 passes: pick the specialized venue from the routing map and
check ITS live CFP; specialized theory venues differ in format and
review style more than in quality bar.
5. If the result is complete and timeless: consider the journal route
directly; JACM/SICOMP acceptance does not require conference passage.
6. Re-run after any major strengthening — fit is a function of the result,
and the result changed.[Fit] STOC-shaped / FOCS-timed / specialized (target: <venue>) / journal-direct
[Breadth tests] corridor <pass/fail> / lineage <pass/fail> / technique <pass/fail>
[One-sentence contribution] <model + bound + why outsiders care>
[Honest strengthening] <generalization or connection available, if any>
[Calendar] <next viable deadline with date from live CFP>© 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 STOC-Skills/skills/stoc-topic-selection of brycewang-stanford/Awesome-Journal-Skills.
Open the folder on GitHubat commit 932eb23
Stoc Topic Selection 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 |
|---|---|---|---|---|---|---|
| Stoc Topic Selection this skillbrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~1.8k | Automated safety check: Pass | MIT | |
| TopicsZimoLiao/scholaraio | 577 | — | ~294 | Automated safety check: Pass | MIT | |
| Topic Modelingbrycewang-stanford/Auto-Empirical-Research-Skills | 4.5k | — | ~3.7k | Automated safety check: Pass | Custom licence | |
| Acm Workshop On Hot Topics In Networksfranklee16/academic-research-skills | 223 | 1 repos | ~1.9k | Automated safety check: Pass | None | |
| Bestblogs Topicginobefun/BestBlogs | 4k | — | ~670 | Automated safety check: Pass | None | |
| Zsxq Topicitwanger/toBeBetterJavaer | 18k | — | ~564 | Automated safety check: Pass | None |
ZimoLiao/scholaraio
A skill your agent uses when the user asks about research themes, topic distribution, BERTopic clustering, topic overview, topic papers, topic merges, or HTML topic visualizations.
brycewang-stanford/Auto-Empirical-Research-Skills
Structural topic modeling: STM spec, topic count, coherence-exclusivity.
franklee16/academic-research-skills
A skill your agent uses when targeting ACM Workshop on Hot Topics in Networks (HotNets) or deciding whether a computer-science manuscript fits this venue.
ginobefun/BestBlogs
A skill your agent uses when the user asks about a specific topic, subject area, or wants to explore curated topic pages on BestBlogs.
itwanger/toBeBetterJavaer
知识星球主题管理:搜索主题、查看主题详情、发布帖子、编辑主题、发表评论、回复某条评论(楼中楼)、回答提问、删除主题;通过 api call 查看主题评论列表、设置精华、设置标签、查看自己提的问题与已回答记录。当用户需要查找内容、发帖、编辑主题、评论、回复评论、回答问题、删除主题、查看主题评论、查看自己的提问记录、或管理主题精华和标签时使用。
aipoch/medical-research-skills
Generate ~5 actionable research topic recommendations by querying PubMed E-utilities; use when a user provides a research direction/constraints and needs evidence-backed topic ideas quickly.
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 when deciding whether a result belongs at STOC (ACM Symposium on Theory of Computing) — testing for broad theory-of-computation significance versus routing to FOCS, SODA…. Stoc Topic Selection is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when deciding whether a result belongs at STOC (ACM Symposium on Theory of Computing) — testing for broad theory-of-computation significance versus routing to FOCS, SODA, CCC, ITCS, COLT, CRYPTO, PODC, SoCG, EC, or a journal like JACM/SICOMP when the fit is specialized, conceptual, or empirical.
Stoc Topic Selection fits situations like: A journal like JACM/SICOMP when the fit is specialized.
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill stoc-topic-selection -a claude-code`. Or copy the skill folder (STOC-Skills/skills/stoc-topic-selection in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/stoc-topic-selection in your project. Claude Code loads it when a task matches its description.
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill stoc-topic-selection -a codex`. Or copy the skill folder (STOC-Skills/skills/stoc-topic-selection in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/stoc-topic-selection 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 stoc-topic-selection -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/stoc-topic-selection, .gemini/skills/stoc-topic-selection, .github/skills/stoc-topic-selection and .opencode/skills/stoc-topic-selection in your project.
SKILL.md names no scripts, command-line tools or credentials: Stoc Topic Selection 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.
Stoc Topic Selection is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.8k tokens (SKILL.md is roughly 7.1k 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 Stoc Topic Selection: Topics (ZimoLiao/scholaraio, 577 stars), Topic Modeling (brycewang-stanford/Auto-Empirical-Research-Skills, 4.5k stars), Acm Workshop On Hot Topics In Networks (franklee16/academic-research-skills, 223 stars) and Bestblogs Topic (ginobefun/BestBlogs, 4k 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.