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    Repair Log Sampling, Error Visibility & Signal Gaps

    1

    Repair Log Sampling, Error Visibility & Signal Gaps is a bounded ToolForge Labs workflow.

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    Repair Log Sampling, Error Visibility & Signal Gaps

    Repair Log Sampling, Error Visibility & Signal Gaps

    Example session with this skill installed

    After enabling aggressive log sampling, an outage produced almost no ERROR logs even though request failures spiked. Retry loops generated thousands of similar events and the sampler suppressed most of them. Repair visibility without returning to unbounded logging.

    • Read your context and instructions
    • Compiled the repair log sampling
    • Generated the document

    The likely issue is a contract mismatch around log sampling, error visibility, severity mapping, burst suppression, rate limits, correlation, retry noise, exception deduplication, audit-critical events, local fallback logging, and observability evidence. I would first define the invariant: Sampling may reduce volume but must never silently suppress required security, audit, fatal, or actionable error signals; operators must be able to distinguish sampled absence from true absence. Then I would trace the smallest owning boundary, apply or propose a bounded repair/review step, and add deterministic normal, boundary, failure and replay tests. The workflow preserves existing authorization, privacy, security policy, public interfaces, user-visible behavior, and documented operational ownership. If repository/workspace files are available, findings can be mapped to exact paths and focused local validation; with partial evidence, the result stays an explicit diagnosis/evidence map with assumptions and no invented execution claims.

    repair-log-sampling-error-visibility-sig.pdf

    PDF · document

    Generated

    Example file from a real run - the skill writes it into your workspace.

    Connects securely to your tools. The creator never sees your data.

    What you get

    Exempt critical audit and fatal events from lossy sampling rules.Diagnose why error bursts are being silently suppressed by rate limiters.Implement local fallback logging when remote observability exporters fail.Map trace correlations to ensure consistent visibility across sampled spans.

    About this skill

    Repair Log Sampling, Error Visibility & Signal Gaps is a bounded ToolForge Labs workflow. Diagnose, review, and repair log sampling, error visibility, severity mapping, burst suppression, rate limits, correlation, retry noise, exception deduplication, audit-critical events, local fallback logging, and observability evidence. Works from repositories/workspaces or partial evidence. Produces bounded fixes or evidence gates with deterministic validation while preserving product/security policy and avoiding invented execution claims. It works from a full repository/workspace or partial evidence such as snippets, logs, configuration, traces, documents, tickets, and architecture notes. The skill separates verified facts from assumptions, avoids invented execution claims, and produces concrete repair/review steps with focused deterministic validation or traceable evidence.

    How to install

    Works the same in every agent - Claude, Cursor, Codex, Copilot and 20+ more.

    ~30 seconds
    1. 1

      Download the ZIP

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    2. 2

      Unzip into your skills folder

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    3. 3

      Ask your agent to use it

      Restart the agent if it was already running. It picks the skill up automatically - no config needed.

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    Trust & safety

    Security scanned

    Verified clean 13 days ago

    • Passed all security checks, Safe to install

    Listed13 days ago

    What's inside

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