Est Literature Positioning
franklee16/academic-research-skills
A skill your agent uses when positioning an Environmental Science & Technology (ES&T) manuscript against prior work across environmental chemistry, engineering, toxicology, and policy.
Agent skill
Ijoc Literature Positioning
by brycewang-stanford in brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when staking the computational/methodological contribution of an INFORMS Journal on Computing (IJOC) manuscript against OR/MS and CS prior art.
Install Ijoc Literature Positioning
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill ijoc-literature-positioning -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills ijoc-literature-positioning --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/INFORMS-Journal-on-Computing-Skills/skills/ijoc-literature-positioning .claude/skills/ijoc-literature-positioning && 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 "ijoc-literature-positioning" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/INFORMS-Journal-on-Computing-Skills/skills/ijoc-literature-positioning into .claude/skills/ijoc-literature-positioning/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ijoc-literature-positioning", 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/INFORMS-Journal-on-Computing-Skills/skills/ijoc-literature-positioningType 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 ijoc-literature-positioning -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills ijoc-literature-positioning --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/INFORMS-Journal-on-Computing-Skills/skills/ijoc-literature-positioning .agents/skills/ijoc-literature-positioning && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "ijoc-literature-positioning" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/INFORMS-Journal-on-Computing-Skills/skills/ijoc-literature-positioning into .agents/skills/ijoc-literature-positioning/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ijoc-literature-positioning", 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 ijoc-literature-positioning -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills ijoc-literature-positioning --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/INFORMS-Journal-on-Computing-Skills/skills/ijoc-literature-positioning .cursor/skills/ijoc-literature-positioning && 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 "ijoc-literature-positioning" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/INFORMS-Journal-on-Computing-Skills/skills/ijoc-literature-positioning into .cursor/skills/ijoc-literature-positioning/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ijoc-literature-positioning", 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 INFORMS-Journal-on-Computing-Skills/skills/ijoc-literature-positioning--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 ijoc-literature-positioning -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills ijoc-literature-positioning --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/INFORMS-Journal-on-Computing-Skills/skills/ijoc-literature-positioning .gemini/skills/ijoc-literature-positioning && 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 "ijoc-literature-positioning" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/INFORMS-Journal-on-Computing-Skills/skills/ijoc-literature-positioning into .gemini/skills/ijoc-literature-positioning/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ijoc-literature-positioning", 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 ijoc-literature-positioningInstalls 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 ijoc-literature-positioning -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/INFORMS-Journal-on-Computing-Skills/skills/ijoc-literature-positioning .github/skills/ijoc-literature-positioning && 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 "ijoc-literature-positioning" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/INFORMS-Journal-on-Computing-Skills/skills/ijoc-literature-positioning into .github/skills/ijoc-literature-positioning/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ijoc-literature-positioning", 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 ijoc-literature-positioning -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 ijoc-literature-positioning --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/INFORMS-Journal-on-Computing-Skills/skills/ijoc-literature-positioning .opencode/skills/ijoc-literature-positioning && 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 "ijoc-literature-positioning" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/INFORMS-Journal-on-Computing-Skills/skills/ijoc-literature-positioning into .opencode/skills/ijoc-literature-positioning/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ijoc-literature-positioning", 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
ijoc-literature-positioning- GitHub stars
- 1.2k
- Token cost
- ~1.4k tokens
- SKILL.md length
- 718 words
- Files
- 1
- Skills in repo
- 2,387
- Repo updated
- First seen
- Licence
- MIT
At a glance
A skill your agent uses when staking the computational/methodological contribution of an INFORMS Journal on Computing (IJOC) manuscript against OR/MS and CS prior art.
- Staking the computational/methodological contribution of an INFORMS Journal on Computing (IJOC) manuscript against OR/MS and CS prior art
- SKILL.md covers When to trigger, Positioning IJOC papers — two…, Engaging recent work fairly and Sibling-journal framing in the…, plus 4 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
- Tasks that involve Positioning and messaging
What it does
Ijoc Literature Positioning is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when staking the computational/methodological contribution of an INFORMS Journal on Computing (IJOC) manuscript against OR/MS and CS prior art. Positions the advance relative to the right baselines and the right frontier; it does not invent citations.
Its SKILL.md is about 1.4k 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 Marketing & SEO, covering Positioning and messaging, Intellectual property and Citation management. 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.
When your agent uses it
- Staking the computational/methodological contribution of an INFORMS Journal on Computing (IJOC) manuscript against OR/MS and CS prior art
- Tasks that involve Positioning and messaging
- Tasks that involve Intellectual property
Example prompts
- “/ijoc-literature-positioning”
What it can do on your machine
Read from SKILL.md and the folder at commit 932eb23. 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
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.
Network
No URLs in SKILL.md.
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
Ijoc Literature Positioning loads about 1.4k tokens when it runs. Until then it costs about 71 tokens; SKILL.md has 718 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); files beside SKILL.md are not scanned.
SKILL.md
The full file from brycewang-stanford/Awesome-Journal-Skills at commit 932eb23, republished under its MIT licence (© brycewang-stanford). 718 words, ~1,408 tokens.
Download SKILL.mdSave it as
.claude/skills/ijoc-literature-positioning/SKILL.md (or your agent's skills folder).- name
- ijoc-literature-positioning
- description
- Use when staking the computational/methodological contribution of an INFORMS Journal on Computing (IJOC) manuscript against OR/MS and CS prior art. Positions the advance relative to the right baselines and the right frontier; it does not invent citations.
Literature Positioning (ijoc-literature-positioning)
When to trigger
- Reviewers say "the contribution over existing methods is unclear" or "this is incremental"
- Your related-work section cites application papers but not the algorithmic/computational prior art you actually compete with
- You straddle OR and CS literatures and are unsure which frontier you are advancing
- A referee names a recent method you did not compare against, and you must decide whether it is the relevant baseline
Positioning IJOC papers — two frontiers, one claim
An IJOC paper usually advances against two literatures at once: the OR/MS literature that owns the problem and the computing literature that owns the method. Your positioning must make clear which frontier you push and by how much, in computational terms. The decisive move is to identify the state-of-the-art method you must beat or match, cite it precisely, and commit to it as an experimental baseline. Vague positioning ("little work exists") reads as not having read the field and is a fast path to desk rejection by an Area Editor who knows it well.
| Your claim type | The prior art you must engage | The baseline this implies |
|---|---|---|
| New exact method, larger instances | best published exact method for this problem | re-run or cite its reported results on shared instances |
| New formulation, tighter bounds | strongest existing formulation / relaxation | root-gap and node-count comparison |
| New heuristic, better quality/time | the leading heuristic and the best exact bound | gap-to-optimal and time-to-target |
| ML-for-OR, learns to solve faster | both the OR baseline and prior learning approaches | beat the OR method and prior learning |
| New simulation/estimation method | prior estimators for the same estimand | variance/cost at equal accuracy |
| Software/tooling | prior tools and the methods they implement | feature/performance comparison, not just existence |
Engaging recent work fairly
IJOC reviewers are active researchers in the chosen area; they will know the last two years of work. Cite the most recent competing methods, not only the classics, and state honestly where a competitor is still better (e.g., "Method X remains faster on dense instances; we win on sparse and large"). Honest scoping is more credible than a blanket "we outperform all." When a competitor's code is in the IJOC GitHub repository or a public repo, plan to actually run it rather than quoting stale numbers from different hardware.
Sibling-journal framing in the related work
Position so the reader sees why this is IJOC and not a sibling: emphasize the computational/methodological delta. If the related work reads like an Operations Research model survey, the computing contribution is buried; if it reads like a CS algorithms paper with no OR task, the OR relevance is missing. The synthesis — "here is the OR problem, here is the computing frontier, here is the gap we close" — is the IJOC signature.
Show full SKILL.md (269 more words)Show less
Using the IJOC corpus and deposit as evidence
Two underused positioning moves are specific to IJOC. First, the IJOC Software and Data Repository means many recent competing methods ship with runnable code; cite those and, where feasible, re-run them on your instances rather than quoting heterogeneous published numbers — a re-run comparison is far more persuasive to a referee who knows the field. Second, IJOC's "Test of Time" award and its published archive signal which methods the area considers canonical; engaging those anchors your claim in the literature the Area Editor and reviewers actually hold as the bar. Position against the strongest reproducible competitor, not merely the most cited.
Checklist
- The single state-of-the-art method you compete with is named and cited precisely
- Both the problem (OR/MS) literature and the method (computing) literature are engaged
- Recent (last ~2 years) competing methods are cited, not only canonical ones
- Each claimed advantage is tied to a baseline you will actually run or fairly quote
- Where a competitor is still better, the paper says so and scopes the claim
- The positioning makes the IJOC (not OR/MS/MPC/IJOO/CS) fit obvious
- No invented or padded citations; every cited result is checkable
Anti-patterns
- "Little/no prior work exists" on a topic the Area Editor has published in
- Comparing only to old baselines while a current method dominates the field
- Citing application papers as if they were your methodological competitors
- Quoting a competitor's runtimes from a different machine as if comparable
- A related-work section that could belong to Operations Research or a CS venue with the journal name swapped
- Overclaiming "we outperform all existing methods" without per-regime honesty
Output format
【Journal】INFORMS Journal on Computing
【Skill】ijoc-literature-positioning
【SOTA to beat/match】named method + citation
【Frontier(s) advanced】OR/MS problem / computing method / both
【Claimed delta】the computational gap closed, in measurable terms
【Honest scoping】where a competitor still wins
【Sibling boundary】why IJOC and not OR / MS / MPC / IJOO / CS
【Next skill】ijoc-methods© 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
Files
Just SKILL.md in INFORMS-Journal-on-Computing-Skills/skills/ijoc-literature-positioning of brycewang-stanford/Awesome-Journal-Skills.
Open the folder on GitHubat commit 932eb23
Compare with similar skills
Ijoc Literature Positioning 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 |
|---|---|---|---|---|---|---|
| Ijoc Literature Positioning this skillbrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~1.4k | Automated safety check: Pass | MIT | |
| Est Literature Positioningfranklee16/academic-research-skills | 223 | 1 repos | ~750 | Automated safety check: Pass | None | |
| Jmr Literature Positioningfranklee16/academic-research-skills | 223 | 1 repos | ~877 | Automated safety check: Pass | None | |
| Jole Literature Positioningfranklee16/academic-research-skills | 223 | 1 repos | ~907 | Automated safety check: Pass | None | |
| Jpe Literature Positioningfranklee16/academic-research-skills | 223 | 1 repos | ~1.1k | Automated safety check: Pass | None | |
| Rof Literature Positioningfranklee16/academic-research-skills | 223 | 1 repos | ~654 | Automated safety check: Pass | None |
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Related
Questions about Ijoc Literature Positioning
What does Ijoc Literature Positioning do?
A skill your agent uses when staking the computational/methodological contribution of an INFORMS Journal on Computing (IJOC) manuscript against OR/MS and CS prior art. Ijoc Literature Positioning is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when staking the computational/methodological contribution of an INFORMS Journal on Computing (IJOC) manuscript against OR/MS and CS prior art.
When should I use Ijoc Literature Positioning?
Ijoc Literature Positioning fits situations like: staking the computational/methodological contribution of an INFORMS Journal on Computing (IJOC) manuscript against OR/MS and CS prior art; tasks that involve Positioning and messaging; tasks that involve Intellectual property.
How do I install Ijoc Literature Positioning in Claude Code?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill ijoc-literature-positioning -a claude-code`. Or copy the skill folder (INFORMS-Journal-on-Computing-Skills/skills/ijoc-literature-positioning in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/ijoc-literature-positioning in your project. Claude Code loads it when a task matches its description.
How do I install Ijoc Literature Positioning in Codex?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill ijoc-literature-positioning -a codex`. Or copy the skill folder (INFORMS-Journal-on-Computing-Skills/skills/ijoc-literature-positioning in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/ijoc-literature-positioning in your project. Codex loads it when a task matches its description.
Can I use Ijoc Literature Positioning 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 brycewang-stanford/Awesome-Journal-Skills --skill ijoc-literature-positioning -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/ijoc-literature-positioning, .gemini/skills/ijoc-literature-positioning, .github/skills/ijoc-literature-positioning and .opencode/skills/ijoc-literature-positioning in your project.
What does Ijoc Literature Positioning need to run?
SKILL.md names no scripts, command-line tools or credentials: Ijoc Literature Positioning is instructions for the agent only.
Does Ijoc Literature Positioning access the network?
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.
Is Ijoc Literature Positioning 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. Review the folder before installing.
What licence does Ijoc Literature Positioning use?
Ijoc Literature Positioning is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Ijoc Literature Positioning use?
About 1.4k tokens (SKILL.md is roughly 5.6k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Ijoc Literature Positioning?
Skills that share tags, products or a category with Ijoc Literature Positioning: Est Literature Positioning (franklee16/academic-research-skills, 223 stars), Jmr Literature Positioning (franklee16/academic-research-skills, 223 stars), Jole Literature Positioning (franklee16/academic-research-skills, 223 stars) and Jpe Literature Positioning (franklee16/academic-research-skills, 223 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Ijoc Literature Positioning?
brycewang-stanford (a GitHub user) maintains it in brycewang-stanford/Awesome-Journal-Skills, which has 1,231 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.