Agent skill

Ijoc Contribution Framing

by brycewang-stanford in brycewang-stanford/Awesome-Journal-Skills

A skill your agent uses when the one-sentence computational/methodological claim of an INFORMS Journal on Computing (IJOC) manuscript is not sharp, or the contribution reads as application rather…

MITAuto-check passed

Install Ijoc Contribution Framing

skills CLI

$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill ijoc-contribution-framing -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI

$ gh skill install brycewang-stanford/Awesome-Journal-Skills ijoc-contribution-framing --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy

$ 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-contribution-framing .claude/skills/ijoc-contribution-framing && rm -rf skills-src

Use ~/.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/

Paste into Claude Code

Install the "ijoc-contribution-framing" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/INFORMS-Journal-on-Computing-Skills/skills/ijoc-contribution-framing into .claude/skills/ijoc-contribution-framing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ijoc-contribution-framing", 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

$skill-installer install https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/INFORMS-Journal-on-Computing-Skills/skills/ijoc-contribution-framing

Type 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.

skills CLI

$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill ijoc-contribution-framing -a codex

Project install goes to .agents/skills/; add -g for ~/.codex/skills/.

GitHub CLI

$ gh skill install brycewang-stanford/Awesome-Journal-Skills ijoc-contribution-framing --agent codex

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ 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-contribution-framing .agents/skills/ijoc-contribution-framing && rm -rf skills-src

Use ~/.agents/skills/ instead of .agents/skills for a personal install.

Codex skills documentation · loads skills from .agents/skills/

Paste into Codex

Install the "ijoc-contribution-framing" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/INFORMS-Journal-on-Computing-Skills/skills/ijoc-contribution-framing into .agents/skills/ijoc-contribution-framing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ijoc-contribution-framing", 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.

skills CLI

$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill ijoc-contribution-framing -a cursor

Project install goes to .agents/skills/; add -g for ~/.cursor/skills/.

GitHub CLI

$ gh skill install brycewang-stanford/Awesome-Journal-Skills ijoc-contribution-framing --agent cursor

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ 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-contribution-framing .cursor/skills/ijoc-contribution-framing && rm -rf skills-src

Use ~/.cursor/skills/ instead of .cursor/skills for a personal install.

Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/

Paste into Cursor

Install the "ijoc-contribution-framing" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/INFORMS-Journal-on-Computing-Skills/skills/ijoc-contribution-framing into .cursor/skills/ijoc-contribution-framing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ijoc-contribution-framing", 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

$ gemini skills install https://github.com/brycewang-stanford/Awesome-Journal-Skills.git --path INFORMS-Journal-on-Computing-Skills/skills/ijoc-contribution-framing

--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.

skills CLI

$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill ijoc-contribution-framing -a gemini-cli

Project install goes to .agents/skills/; add -g for ~/.gemini/skills/.

GitHub CLI

$ gh skill install brycewang-stanford/Awesome-Journal-Skills ijoc-contribution-framing --agent gemini-cli

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ 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-contribution-framing .gemini/skills/ijoc-contribution-framing && rm -rf skills-src

Use ~/.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/

Paste into Gemini CLI

Install the "ijoc-contribution-framing" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/INFORMS-Journal-on-Computing-Skills/skills/ijoc-contribution-framing into .gemini/skills/ijoc-contribution-framing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ijoc-contribution-framing", 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.

GitHub CLI

$ gh skill install brycewang-stanford/Awesome-Journal-Skills ijoc-contribution-framing

Installs 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).

skills CLI

$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill ijoc-contribution-framing -a github-copilot

Project install goes to .agents/skills/; add -g for ~/.copilot/skills/.

Manual copy

$ 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-contribution-framing .github/skills/ijoc-contribution-framing && rm -rf skills-src

Use ~/.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/

Paste into GitHub Copilot

Install the "ijoc-contribution-framing" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/INFORMS-Journal-on-Computing-Skills/skills/ijoc-contribution-framing into .github/skills/ijoc-contribution-framing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ijoc-contribution-framing", 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.

skills CLI

$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill ijoc-contribution-framing -a opencode

OpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.

GitHub CLI

$ gh skill install brycewang-stanford/Awesome-Journal-Skills ijoc-contribution-framing --agent opencode

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ 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-contribution-framing .opencode/skills/ijoc-contribution-framing && rm -rf skills-src

Use ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.

OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/

Paste into OpenCode

Install the "ijoc-contribution-framing" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/INFORMS-Journal-on-Computing-Skills/skills/ijoc-contribution-framing into .opencode/skills/ijoc-contribution-framing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ijoc-contribution-framing", 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-contribution-framing
GitHub stars: 1.2k
Token cost: ~1.2k tokens
SKILL.md length: 549 words
Files: 1
Skills in repo: 2,387
Repo updated: Sep 27, 2026
First seen: Oct 7, 2026
Licence: MIT

At a glance

A skill your agent uses when the one-sentence computational/methodological claim of an INFORMS Journal on Computing (IJOC) manuscript is not sharp, or the contribution reads as application rather…

The one-sentence computational/methodological claim of an INFORMS Journal on Computing (IJOC) manuscript is not sharp
SKILL.md covers When to trigger, The IJOC contribution sentence, Types of contribution IJOC… and Application is the motivation,…, plus 4 more sections
Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
The contribution reads as application rather than computing

What it does

Ijoc Contribution Framing is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when the one-sentence computational/methodological claim of an INFORMS Journal on Computing (IJOC) manuscript is not sharp, or the contribution reads as application rather than computing. Sharpens the "what is new and by how much"; it does not run the experiments that back it.

Its SKILL.md is about 1.2k 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.

When your agent uses it

The one-sentence computational/methodological claim of an INFORMS Journal on Computing (IJOC) manuscript is not sharp
The contribution reads as application rather than computing

Example prompts

“what is new and by how much”
“/ijoc-contribution-framing”

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 Contribution Framing loads about 1.2k tokens when it runs. Until then it costs about 77 tokens; SKILL.md has 549 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it: ~77
When it runs · the whole SKILL.md, loaded when a task matches: ~1.2k

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). 549 words, ~1,220 tokens.

Download SKILL.mdSave it as .claude/skills/ijoc-contribution-framing/SKILL.md (or your agent's skills folder).

name: ijoc-contribution-framing
description: Use when the one-sentence computational/methodological claim of an INFORMS Journal on Computing (IJOC) manuscript is not sharp, or the contribution reads as application rather than computing. Sharpens the "what is new and by how much"; it does not run the experiments that back it.

Contribution Framing (ijoc-contribution-framing)

When to trigger

You cannot state in one sentence what is computationally new and by how much
The intro frames an application win when the contribution should be the method
A coauthor or referee says "interesting but what is the actual contribution?"
The experiments are solid (ijoc-data-analysis) but the paper does not claim them crisply

The IJOC contribution sentence

A strong IJOC contribution sentence names the method, the axis of improvement, the magnitude, and the evidence regime — and is falsifiable. Template:

"We propose [method] for [OR problem]; it [wins on axis] by [magnitude] over [SOTA baseline] on [benchmark set], with [guarantee/property]."

Worked, illustrative: "We propose a Benders-with-lazy-cuts scheme for two-stage stochastic network design that solves instances 6× larger than the best published exact method on standard library instances within the same time limit, with a proof of cut validity and a 31% root-gap reduction." That sentence tells the Area Editor exactly what to verify.

Types of contribution IJOC rewards

Frame the contribution as one (or a clear combination) of these, and make the primary one unambiguous:

Contribution type	What makes it land at IJOC	Common failure
New exact method / formulation	larger solvable instances, tighter bounds, with validity proven	"new model" with no computational edge
New heuristic/matheuristic	better quality or time, fairly compared, ideally with a bound	win over a strawman baseline
ML-for-OR method	beats both OR and prior learning baselines; feasibility safe	a black box with no OR baseline
New simulation/estimation method	lower variance/cost at equal accuracy, with theory	"we simulated it" with no methodological news
Computational tooling/methodology	enables computations not previously feasible, reproducibly	software existence without a methodological claim

Application is the motivation, not the contribution

The most common framing error at IJOC is leading with the application ("we study airline crew scheduling") rather than the computing ("we design a column-generation acceleration that…"). State the application in one or two sentences as motivation, then pivot hard to the methodological news. If you remove the application and the paper still has a contribution, you are framed correctly; if it collapses, the computing is not yet the contribution — return to ijoc-topic-selection.

Show full SKILL.md (196 more words)Show less

Calibrating the claim to the evidence

Overclaiming triggers referee distrust; underclaiming wastes a good result. Match the verb to the evidence: "proves," "guarantees" only with proofs; "consistently outperforms" only with a performance profile and a statistical test; "scales to" only with a scaling plot. Scope honestly by regime ("on sparse, large instances") rather than blanket dominance. The claim in the abstract, the intro, and the conclusion must be the same claim.

Checklist

One sentence states method + axis + magnitude + baseline + benchmark + property
The primary contribution type is unambiguous
The claim is computing-first; application is motivation only
Verbs match the evidence (prove/guarantee/outperform/scale) and nothing stronger
The claim is scoped by regime where a competitor still wins
Abstract, intro, and conclusion state the identical claim
Removing the application leaves a standing contribution

Anti-patterns

Leading with the application domain and burying the method
"We are faster/better" with no magnitude, baseline, or benchmark named
A contribution sentence that would fit Operations Research (model news) rather than IJOC (computing news)
Claiming guarantees the theory section does not prove
Different contribution wording in the abstract vs. the conclusion
Listing five small contributions with no headline — referees cannot tell what to evaluate

Output format

text

【Journal】INFORMS Journal on Computing
【Skill】ijoc-contribution-framing
【Contribution sentence】method + axis + magnitude + baseline + benchmark + property
【Primary type】exact / heuristic / ML-for-OR / simulation / tooling
【Computing-first?】application is motivation only? [Y/N]
【Claim–evidence match】verbs justified by proofs/profiles/scaling? [Y/N]
【Regime scoping】where the claim holds / where a rival wins
【Next skill】ijoc-tables-figures

Files

Just SKILL.md in INFORMS-Journal-on-Computing-Skills/skills/ijoc-contribution-framing of brycewang-stanford/Awesome-Journal-Skills.

Open the folder on GitHubat commit 932eb23

Compare with similar skills

Ijoc Contribution Framing 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.

Ijoc Contribution Framing compared with similar skills
Skill	Stars	Used in	Tokens	Auto-check	Licence	Repo updated
Ijoc Contribution Framing this skillbrycewang-stanford/Awesome-Journal-Skills	1.2k	—	~1.2k	Automated safety check: Pass	MIT	13 days ago
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Ito Computeaffaan-m/ECC	276k	1 repos	~1.7k	Automated safety check: Pass	MIT	today
Contributemindfold-ai/Trellis	15k	—	~2.7k	Automated safety check: Pass	AGPL-3.0	11 days ago
Contributesuperset-sh/superset	15k	—	~624	Automated safety check: Pass	Custom licence	today
Contributingkortix-ai/suna	20k	—	~3k	Automated safety check: Warn	Custom licence	today

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Questions about Ijoc Contribution Framing

What does Ijoc Contribution Framing do?

A skill your agent uses when the one-sentence computational/methodological claim of an INFORMS Journal on Computing (IJOC) manuscript is not sharp, or the contribution reads as application rather…. Ijoc Contribution Framing is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when the one-sentence computational/methodological claim of an INFORMS Journal on Computing (IJOC) manuscript is not sharp, or the contribution reads as application rather than computing.

When should I use Ijoc Contribution Framing?

Ijoc Contribution Framing fits situations like: the one-sentence computational/methodological claim of an INFORMS Journal on Computing (IJOC) manuscript is not sharp; the contribution reads as application rather than computing.

How do I install Ijoc Contribution Framing in Claude Code?

Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill ijoc-contribution-framing -a claude-code`. Or copy the skill folder (INFORMS-Journal-on-Computing-Skills/skills/ijoc-contribution-framing in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/ijoc-contribution-framing in your project. Claude Code loads it when a task matches its description.

How do I install Ijoc Contribution Framing in Codex?

Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill ijoc-contribution-framing -a codex`. Or copy the skill folder (INFORMS-Journal-on-Computing-Skills/skills/ijoc-contribution-framing in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/ijoc-contribution-framing in your project. Codex loads it when a task matches its description.

Can I use Ijoc Contribution Framing 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-contribution-framing -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-contribution-framing, .gemini/skills/ijoc-contribution-framing, .github/skills/ijoc-contribution-framing and .opencode/skills/ijoc-contribution-framing in your project.

What does Ijoc Contribution Framing need to run?

SKILL.md names no scripts, command-line tools or credentials: Ijoc Contribution Framing is instructions for the agent only.

Does Ijoc Contribution Framing 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 Contribution Framing 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 Contribution Framing use?

Ijoc Contribution Framing 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 Contribution Framing use?

About 1.2k tokens (SKILL.md is roughly 4.9k 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 Contribution Framing?

Skills that share tags, products or a category with Ijoc Contribution Framing: Claims (ruvnet/ruflo, 74k stars), Ito Compute (affaan-m/ECC, 276k stars), Contribute (mindfold-ai/Trellis, 15k stars) and Contribute (superset-sh/superset, 15k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Ijoc Contribution Framing?

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.

Install Ijoc Contribution Framing

Facts

At a glance

What it does

When your agent uses it

Example prompts

What it can do on your machine

Tool permissions

Runs code

Network

Credentials

Context cost

Safety

SKILL.md

Contribution Framing (ijoc-contribution-framing)

When to trigger

The IJOC contribution sentence

Types of contribution IJOC rewards

Application is the motivation, not the contribution

Calibrating the claim to the evidence

Checklist

Anti-patterns

Output format

Files

Compare with similar skills

Similar skills

More from brycewang-stanford/Awesome-Journal-Skills

Questions about Ijoc Contribution Framing