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    🚌 Bus Factor Report

    by JustHandled Labs

    1

    Detect Knowledge Concentration Risk The Bus Factor Report skill helps developers and engineering managers identify "knowledge silos" within their repositories.

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    See it in action

    You say

    Analyze this git log output and tell me our bus factor risk and which files are most vulnerable: [git log text provided]

    Your agent does

    Bus Factor Report

    Estimated Truck Factor: 2

    High-Risk Files (Single Owner):

    • /core/auth-engine.js (84 commits, Owner: @jdoe)
    • /utils/crypto-helper.py (42 commits, Owner: @jdoe)

    Author Ownership:

    • @jdoe: 68% (Extreme Concentration)
    • @asmith: 22%
    • @rlee: 10%

    What you get

    Identify critical files maintained by only one developerCalculate the team's truck factor score for risk managementDetect authors with excessive ownership share in the codebaseGenerate remediation advice for spreading technical knowledge

    About this skill

    Detect Knowledge Concentration Risk

    The Bus Factor Report skill helps developers and engineering managers identify "knowledge silos" within their repositories. By analyzing git history data, it pinpoints files that have only ever been touched by a single contributor and identifies authors who own a disproportionate share of the codebase.

    How it works

    This skill processes standard git log output to calculate ownership metrics. It scans for single-owner files (BFR001) and flags high-risk components—those frequently changed but only understood by one person (BFR002). It provides a high-level summary including an estimated truck factor and per-author ownership percentages.

    Why use this skill?

    • Risk Mitigation: Proactively identify critical systems that would be unsupported if a key developer left the project.
    • Onboarding Strategy: Determine exactly which files require pair programming or documentation to spread knowledge.
    • Data-Driven Insights: Move beyond "gut feelings" about code ownership with concrete authorship stats.
    • Non-Intrusive: It parses text logs rather than requiring direct shell access, making it safe for use in restricted environments.

    Output format

    The skill generates a structured report identifying specific high-risk files, author concentration percentages, and an overall Bus Factor score, accompanied by remediation suggestions.

    How to install

    Drop the file into your AI Agent. Works with Claude, Cursor, ChatGPT, and 20+ more.

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    Creator

    JustHandled Labs builds focused agent skills for the work nobody wants to do by hand. Each one is a single repeatable job done well: catching the security and data mistakes that quietly ship, keeping docs and tests honest, gating the commands an agent is about to run, sharpening writing, and handling the founder chores around launches, outreach, and brand setup. Not generic AI productivity. Specific workflows that are easy to run, review, and repeat. Maintained by H.J. Westerfield, with a background in communications, editing, project coordination, customer support, and practical AI systems. Tools for people who want useful automation without theatrical complexity.

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