audit-performance
Sweep a codebase for performance hazards on hot paths — N+1 data access, per-iteration allocation or IO in loops, unbounded reads, missing caching or…
Skill by krixon
Install
Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.
npx agentmarket install skill/krixon-audit-performance
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About
Use cases: data, security
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What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.
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Network hosts it talks to 1
codeload.github.com· found in install command
Files it touches
~/.claude/skills/audit-performance
What's inside
- Skill name
audit-performance- Description
- Sweep a codebase for performance hazards on hot paths — N+1 data access, per-iteration allocation or IO in loops, unbounded reads, missing caching or indexing, blocking calls in async contexts — and surface each as a finding. Static-first, no profiler or benchmark required. Use when the user wants to audit performance, find slow paths, hunt N+1 queries or unbounded reads, or asks "what's slow?" / "what won't scale?".
- License
- MIT
- Instructions
- 51 lines in SKILL.md · view on GitHub
Files (1)
- SKILL.md
SKILL.md (first lines)
# Performance Audit Find where a **path plausibly hot carries a performance hazard** — work that scales badly with input or load — and surface each as a finding. Run the shared audit method in [../AUDIT-METHOD.md](../AUDIT-METHOD.md) with the lens, sub-dimensions, and dimension below. The aim is *risk-weighted* hazards on hot paths, not micro-optimisations on cold code. A redundant allocation in a once-at-startup path is noise; the same allocation per request, per row, or per event is the concern. Findings name the hazard and the hot-path evidence — why this path matters — never a style preference. ## Risk lens (step 1) Map the codebase's hot paths from its entry points and loop structure, then rank by how often the work runs and how it scales: - **Per-request / per-event** — request handlers, message consumers, render loops, anything that runs once per unit of incoming work and multiplies a single hazard across traffic. - **Loops and recursion** — per-iteration work inside a loop, especially one whose bound grows with input or a collection size. - **Data-volume paths** — code that fetches, scans, or transforms collections whose size is caller- or data-driven, where cost grows with the row count. Rank by exposure — a hazard on a per-request path scaling with input outranks one on a cold or fixed-size path. ## Current state: confirm the path is hot and unmitigated (step 2) For each candidate, confirm two things before it counts: the path is genuinely hot, and nothing already absorbs the cost. A mitigation existing *somewhere* is not the same as guarding *this* path — trace whether it applies: - A cache, memoisation, or batch/eager-load that already collapses the repeated work. - An index or query plan that already makes the access cheap. - A bound, limit, or pagination that already caps the result set. - A path that runs once or over a fixed small size — cost that never scales is not a hazard. ## Sub-dimensions to sweep (step 3) - **N+1 data access** — a query, fetch, or remote call issued per row of a prior result instead of once in a batch. - **Per-iteration allocation or IO** — allocation, IO, or expensive computation inside a loop that could be hoisted, batched, or amortised. - **Unbounded reads** — collection fetches with no pagination or limit, loading data whose size grows with the dataset. - **Missing caching or indexing** — repeated identical computation or a lookup whose access pattern demands an index but has none. - **Blocking in async contexts** — a synchronous or blocking call inside an async path, stalling the event loop or starving the pool. Drop low-confidence noise — a hazard on cold code, or one a mitigation already covers, is not a finding. ## Dimension (step 4) - **Dimension** — `performance` (the sub-dimension goes in the title/evidence, e.g. "N+1 query loading order line items per order in …", "unbounded fetch of all users in …" — never as a new top-level dimension) - **Suggested category** — `enhancement` (hardening a hot path against a hazard); a hazard already degrading production latency or exhausting a resource is a `bug` - **Where** — the hot path's module / type / function - **Evidence** — the hazard, why the path is hot (the hotness justification, not a style claim), that no mitigation covers it, and how the cost scales ## Handover Per [../AUDIT-METHOD.md](../AUDIT-METHOD.md) → *Handover*. - **artifact:** findings (in [../contracts/finding.md](../contracts/finding.md) shape) - **default:** `capture` — dedups against open issues, culls, files survivors as `needs-triage` - **alternatives:** stop (review the findings yourself first)
From krixon/skills, MIT.
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Signals
- Stars
- 1
- Forks
- 0
- Open issues
- 11
- Last commit (this folder)
- Jun 9, 2026 (4 months ago)
From GitHub (fetched Oct 24, 2026).
Details
- License
- MIT
- Repository
- github.com/krixon/skills
- First seen
- Oct 24, 2026
- Last checked
- Oct 24, 2026
- Source
- GitHubgithub-graphql
More from krixon
- 0.502score
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Run a skill workflow unattended — walk the handover chain taking the recommended hop at each step, without asking.
SkillCFreshness: C★ 1Claude Code +9 - 0.497score
audit-observability
krixon
Sweep a codebase for critical paths that run blind — no log, metric, or trace at any layer — and surface each as a finding.
SkillCFreshness: C★ 1Claude Code +9 - 0.497score
audit-resource-leak
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Sweep a codebase for resource-leak sites — acquired handles, connections, contexts, or locks with no guaranteed release on every path — and surface each as a…
SkillCFreshness: C★ 1Claude Code +9 - 0.497score
audit-coverage
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Audit a codebase for high-risk untested paths and surface them as findings.
SkillCFreshness: C★ 1Claude Code +9 - 0.497score
audit-dead-code
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Sweep a codebase for dead code — unreachable branches, never-called functions, orphaned modules — and surface each as a finding.
SkillCFreshness: C★ 1Claude Code +9 - 0.497score
audit-error-handling
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Sweep a codebase for error-handling defects — swallowed errors, bare catch-alls, and critical calls with no failure path — and surface each as a finding.
SkillCFreshness: C★ 1Claude Code +9
Cite this page
audit-performance skill. Agent Mart. https://agentmart.dev/skills/krixon-audit-performance (last updated 2026-10-24)