Turning Engineering Analytics Into Insights
PostHog/posthog
Converts engineering analytics (PR / CI) data into saved PostHog insights, dashboards, and subscriptions, and explains how to query the product data directly with SQL.
Agent skill
Msom Contribution Framing
by brycewang-stanford in brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when turning analytical or empirical results into an explicit operations contribution for a Manufacturing & Service Operations Management (M&SOM) manuscript — stating the…
MITAuto-check passed
Install Msom Contribution Framing
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill msom-contribution-framing -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills msom-contribution-framing --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/Manufacturing-and-Service-Operations-Management-Skills/skills/msom-contribution-framing .claude/skills/msom-contribution-framing && 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 "msom-contribution-framing" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Manufacturing-and-Service-Operations-Management-Skills/skills/msom-contribution-framing into .claude/skills/msom-contribution-framing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "msom-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 install https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Manufacturing-and-Service-Operations-Management-Skills/skills/msom-contribution-framingType 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 msom-contribution-framing -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills msom-contribution-framing --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/Manufacturing-and-Service-Operations-Management-Skills/skills/msom-contribution-framing .agents/skills/msom-contribution-framing && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "msom-contribution-framing" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Manufacturing-and-Service-Operations-Management-Skills/skills/msom-contribution-framing into .agents/skills/msom-contribution-framing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "msom-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.
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill msom-contribution-framing -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills msom-contribution-framing --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/Manufacturing-and-Service-Operations-Management-Skills/skills/msom-contribution-framing .cursor/skills/msom-contribution-framing && 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 "msom-contribution-framing" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Manufacturing-and-Service-Operations-Management-Skills/skills/msom-contribution-framing into .cursor/skills/msom-contribution-framing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "msom-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 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git --path Manufacturing-and-Service-Operations-Management-Skills/skills/msom-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.
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill msom-contribution-framing -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills msom-contribution-framing --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/Manufacturing-and-Service-Operations-Management-Skills/skills/msom-contribution-framing .gemini/skills/msom-contribution-framing && 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 "msom-contribution-framing" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Manufacturing-and-Service-Operations-Management-Skills/skills/msom-contribution-framing into .gemini/skills/msom-contribution-framing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "msom-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.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills msom-contribution-framingInstalls 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 msom-contribution-framing -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/Manufacturing-and-Service-Operations-Management-Skills/skills/msom-contribution-framing .github/skills/msom-contribution-framing && 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 "msom-contribution-framing" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Manufacturing-and-Service-Operations-Management-Skills/skills/msom-contribution-framing into .github/skills/msom-contribution-framing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "msom-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.
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill msom-contribution-framing -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 msom-contribution-framing --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/Manufacturing-and-Service-Operations-Management-Skills/skills/msom-contribution-framing .opencode/skills/msom-contribution-framing && 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 "msom-contribution-framing" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Manufacturing-and-Service-Operations-Management-Skills/skills/msom-contribution-framing into .opencode/skills/msom-contribution-framing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "msom-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
msom-contribution-framing- GitHub stars
- 1.2k
- Token cost
- ~1.5k tokens
- SKILL.md length
- 684 words
- Files
- 1
- Skills in repo
- 2,387
- Repo updated
- First seen
- Licence
- MIT
At a glance
A skill your agent uses when turning analytical or empirical results into an explicit operations contribution for a Manufacturing & Service Operations Management (M&SOM) manuscript — stating the…
- Turning analytical
- SKILL.md covers When to trigger, Make the operational insight…, Managerial relevance is a… and Route the contribution to the…, plus 6 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
- The new operational insight
What it does
Msom Contribution Framing is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when turning analytical or empirical results into an explicit operations contribution for a Manufacturing & Service Operations Management (M&SOM) manuscript — stating the managerial implication, the new operational insight, and why an operations decision is central, including the structured-abstract framing M&SOM requires.
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.
When your agent uses it
- Turning analytical
- The new operational insight
- Why an operations decision is central
- Including the structured-abstract framing M&SOM requires
Example prompts
- “/msom-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
Msom Contribution Framing loads about 1.5k tokens when it runs. Until then it costs about 89 tokens; SKILL.md has 684 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). 684 words, ~1,491 tokens.
Download SKILL.mdSave it as
.claude/skills/msom-contribution-framing/SKILL.md (or your agent's skills folder).- name
- msom-contribution-framing
- description
- Use when turning analytical or empirical results into an explicit operations contribution for a Manufacturing & Service Operations Management (M&SOM) manuscript — stating the managerial implication, the new operational insight, and why an operations decision is central, including the structured-abstract framing M&SOM requires.
Contribution Framing (msom-contribution-framing)
When to trigger
- Results exist but the "so what for operations" is implicit or thin
- A Department Editor says the contribution is incremental or the OM core is unclear
- You are writing the introduction's contribution paragraph or the structured abstract
- You must make the managerial implication explicit, not optional
Make the operational insight explicit
M&SOM judges manuscripts on importance, originality, clarity, validity, and relevance, and gates on an operations decision being central. State plainly: what operational decision does this paper change, and how? For analytical work, the contribution is usually the structure of the optimal policy and the comparative statics a manager can act on (e.g., "stock-up-to a threshold that rises in lead-time variability"). For empirical work, it is a credibly identified operational effect and the policy it implies. Avoid framing the contribution as a methodological novelty alone — the operations insight must lead.
Managerial relevance is a required, sectioned component
M&SOM requires a structured abstract (≤ 300 words, no technical jargon): Problem definition, Methodology-results, and Managerial implications. Managerial relevance is therefore not optional framing — it is an explicitly sectioned deliverable. Write the contribution paragraph and the abstract so each required section is answerable in one or two plain-language sentences a practitioner could follow.
Route the contribution to the right Department
Frame the contribution in the vocabulary of your target Department (supply chain, services/revenue management, sustainability/health, operational innovation, analytics, or practice). If the work is field-driven, consider whether the Practice Platform is the better home; a perspective piece is an OM Forum banner article, not a standard contribution.
Checklist
- One sentence: the operational decision this paper changes and how
- Analytical: policy structure + actionable comparative statics stated
- Empirical: identified effect + the operational policy it implies stated
- Structured abstract drafted with all three required sections, ≤300 words, jargon-free
- Contribution framed in the target Department's terms
- Operations centrality reaffirmed (not a method-only contribution)
Anti-patterns
- Leading with "we develop a new model/estimator" and burying the operational insight.
- A structured abstract missing the Managerial-implications section or stuffed with notation.
- Claiming generic "implications for managers" with no operational lever named.
- Framing the work outside any department's scope.
Show full SKILL.md (332 more words)Show less
Contribution pass for Manufacturing & Service Operations Management
Run this as a concrete capability pass. First lock the process bottleneck, decision policy, queue/inventory/service mechanism, and implementation constraint; then test whether the manuscript addresses operations reviewers who look for service/manufacturing process insight, implementable policies, and operational performance evidence.
- Primary move: Translate the result into who learns what, which mechanism changes, and which alternative explanation is ruled out; keep the claim narrower than the evidence.
- Decision ledger: return
claim / evidence / blocker / next editrows so the next pass can patch the manuscript directly. - Sibling comparison: compare against Management Science for broader OR/MS reach, Production and Operations Management for wider OM readership, Operations Research for method-first theory; if the neighboring outlet has the stronger audience claim, recommend re-routing before polishing.
- Verification floor: before submission-ready advice, re-open
resources/official-source-map.mdfor volatile rules and name the one unresolved fact that could change the recommendation.
Worked micro-example (illustrative)
The premium clause M&SOM rewards is the managerial insight that survives the model — a sentence a department editor can repeat to a practitioner.
Vignette: a staffing model for a hospital emergency department where physicians flex between fast-track and main-track queues. Suppose the numerical study reports — illustratively — that flexing 15% of physician-hours cuts the 90th-percentile wait from 48 to 31 minutes at equal headcount. Through the contribution rules: the decision changed is the roster split between dedicated and flexible hours; the insight is that the optimal flex share rises in arrival-rate asymmetry between tracks; the managerial sentence — "hold about an eighth of capacity flexible when loads diverge" — slots into the Managerial-implications section.
Referee-pushback patterns and the venue fix
- "Tractable, but the result has no managerial takeaway." → Add the decision rule plus its comparative static; lead with it, not the theorem.
- "This is a Management Science / Operations Research paper — where is the operations decision?" → Re-anchor on the operating lever; cut framing that foregrounds the method's generality. If the managerial-implications subsection just restates results, rewrite it as plain-language advice with the magnitude attached.
Output format
【Operational decision changed】...
【Structure / identified effect】...
【Managerial implication】plain language ...
【Structured abstract】Problem definition / Methodology-results / Managerial implications (≤300 words)
【Department fit】...
【Next step】msom-tables-figures© 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 Manufacturing-and-Service-Operations-Management-Skills/skills/msom-contribution-framing of brycewang-stanford/Awesome-Journal-Skills.
Open the folder on GitHubat commit 932eb23
Compare with similar skills
Msom 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.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Msom Contribution Framing this skillbrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~1.5k | Automated safety check: Pass | MIT | |
| Turning Engineering Analytics Into InsightsPostHog/posthog | 40k | — | ~2.9k | Automated safety check: Pass | Custom licence | |
| Analytics Trackingalirezarezvani/claude-skills | 28k | 1 repos | ~3.8k | Automated safety check: Pass | MIT | |
| Analyticsgetsentry/sentry | 46k | — | ~2.5k | Automated safety check: Pass | Custom licence | |
| Contributemindfold-ai/Trellis | 15k | — | ~2.7k | Automated safety check: Pass | AGPL-3.0 | |
| Debugging MCP AnalyticsPostHog/posthog | 40k | — | ~7.6k | Automated safety check: Pass | Custom licence |
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Analytics
getsentry/sentry
Instrument and discover analytics events in Sentry's frontend UI.
Contribute
mindfold-ai/Trellis
Guide for contributing to Trellis documentation and marketplace.
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PostHog/posthog
Debug, support, and build PostHog MCP Analytics — product analytics for MCP servers (the @posthog/mcp and posthog.mcp SDKs plus the mcpanalytics product).
Contribute
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Set up a Superset open-source contribution, from forking and cloning superset-sh/superset through local dev setup and the repo's rules to a merge-ready PR.
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Questions about Msom Contribution Framing
What does Msom Contribution Framing do?
A skill your agent uses when turning analytical or empirical results into an explicit operations contribution for a Manufacturing & Service Operations Management (M&SOM) manuscript — stating the…. Msom Contribution Framing is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when turning analytical or empirical results into an explicit operations contribution for a Manufacturing & Service Operations Management (M&SOM) manuscript — stating the managerial implication, the new operational insight, and why an operations decision is central, including the structured-abstract framing M&SOM requires.
When should I use Msom Contribution Framing?
Msom Contribution Framing fits situations like: turning analytical; the new operational insight; why an operations decision is central; including the structured-abstract framing M&SOM requires.
How do I install Msom Contribution Framing in Claude Code?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill msom-contribution-framing -a claude-code`. Or copy the skill folder (Manufacturing-and-Service-Operations-Management-Skills/skills/msom-contribution-framing in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/msom-contribution-framing in your project. Claude Code loads it when a task matches its description.
How do I install Msom Contribution Framing in Codex?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill msom-contribution-framing -a codex`. Or copy the skill folder (Manufacturing-and-Service-Operations-Management-Skills/skills/msom-contribution-framing in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/msom-contribution-framing in your project. Codex loads it when a task matches its description.
Can I use Msom 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 msom-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/msom-contribution-framing, .gemini/skills/msom-contribution-framing, .github/skills/msom-contribution-framing and .opencode/skills/msom-contribution-framing in your project.
What does Msom Contribution Framing need to run?
SKILL.md names no scripts, command-line tools or credentials: Msom Contribution Framing is instructions for the agent only.
Does Msom 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 Msom 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 Msom Contribution Framing use?
Msom 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 Msom Contribution Framing use?
About 1.5k tokens (SKILL.md is roughly 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 Msom Contribution Framing?
Skills that share tags, products or a category with Msom Contribution Framing: Turning Engineering Analytics Into Insights (PostHog/posthog, 40k stars), Analytics Tracking (alirezarezvani/claude-skills, 28k stars), Analytics (getsentry/sentry, 46k stars) and Contribute (mindfold-ai/Trellis, 15k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Msom Contribution Framing?
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.