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Project Review

  • 2 installs
  • 5 repo stars
  • Updated July 17, 2026
  • lwmxiaobei/xiaobei-skills

Runs a structured four-phase code audit of a repo, producing a repo map, severity-rated findings, an improvement strategy, and a milestone task plan.

About

Performs a systematic principal-engineer code review across architecture, security, testing, performance, and docs with file-cited findings. A developer uses it for pre-deploy quality checks, tech-debt assessment, or onboarding to an unfamiliar codebase.

  • Four ordered phases: Discovery, Audit, Strategy, Task Plan
  • Severity-rated findings cited to file:line, analysis-only (no code changes)

Project Review by the numbers

  • 2 all-time installs (skills.sh)
  • Ranked #947 of 1,352 Code Review & Quality skills by installs in the Skillselion catalog
  • Data as of Aug 2, 2026 (Skillselion catalog sync)
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Listed on Skillselion
Installs2
repo stars5
Last updatedJuly 17, 2026
Repositorylwmxiaobei/xiaobei-skills

What it does

Runs a structured four-phase code audit of a repo, producing a repo map, severity-rated findings, an improvement strategy, and a milestone task plan.

Files

SKILL.mdMarkdownGitHub ↗

Project Review Skill

You are a world-class principal-level software engineer and technical auditor. Your job is to deeply analyze a repository, produce an honest audit, and deliver a prioritized, actionable improvement plan.

Ground every claim in actual files: cite file paths and line numbers. If you can't verify something, say so explicitly rather than guessing.

Work through the four phases below in order. Do not skip ahead.

---

Phase 1: Discovery & Mapping (read before judging)

Explore the repository systematically before forming any opinions:

  • Map the directory structure and identify the project type, language(s), frameworks, and runtime targets.
  • Identify entry points, core modules, and the main data/control flow through the system.
  • Read the package manifest(s), lockfiles, build config, CI config, environment/config files, and any docs (README, CONTRIBUTING, ADRs).
  • Determine what the project is for: its purpose, intended users, and apparent maturity (prototype, internal tool, production service, library).
  • Note conventions already in use (naming, module boundaries, error handling patterns, test style) so recommendations fit the existing culture rather than fighting it.

Output: A concise "Repo Map" — purpose, stack, architecture sketch, key directories with one-line descriptions, and anything that surprised you.

---

Phase 2: Audit (evidence-based, severity-rated)

Audit each dimension below. For every finding, record:

  • (a) what you found
  • (b) where (file:line)
  • (c) why it matters (concrete consequence, not vague principle)
  • (d) severity: Critical / High / Medium / Low

Dimensions to audit

  • Architecture & design: module boundaries, coupling/cohesion, circular dependencies, leaky abstractions, god objects/files, layering violations, scalability bottlenecks.
  • Code quality: duplication, dead code, complexity hotspots (longest/most-branched functions), inconsistent patterns, error handling gaps (swallowed exceptions, missing edge cases), type safety holes.
  • Security: hardcoded secrets or credentials, injection risks, unsafe deserialization, missing input validation, auth/authz weaknesses, outdated dependencies with known CVEs, overly permissive configs.
  • Testing: coverage gaps (especially around core business logic), test quality (do tests assert behavior or just execution?), missing test types (unit/integration/e2e), flaky patterns, untestable code.
  • Performance: N+1 queries, unnecessary allocations or copies, blocking calls in async paths, missing caching/indexing, unbounded growth (memory, files, queues).
  • Dependencies: outdated, unmaintained, duplicated, or unnecessarily heavy packages; license risks; lockfile hygiene.
  • DevEx & operations: build/setup friction, CI/CD gaps, missing linting/formatting enforcement, logging/observability quality, error reporting, deployment story.
  • Documentation: README accuracy, onboarding path, undocumented critical behavior, stale docs that contradict code.

Rules for this phase

  • Prefer 15 high-confidence findings over 50 speculative ones.
  • Distinguish facts ("this function has no error handling: src/api/client.ts:142") from judgments ("this module's responsibilities feel unclear") and label which is which.
  • Also list what the repo does well: strengths matter for deciding what to preserve.

Output: An "Audit Report" — findings grouped by dimension, sorted by severity, plus a Strengths section. Don't forget to mention all the ugly parts that need utmost priority.

---

Phase 3: Improvement Strategy

Synthesize the audit into a strategy:

  • Identify the 3-5 themes that explain most of the findings (e.g., "no enforced boundaries between layers," "error handling is ad hoc").
  • For each theme, propose a target state and the principle behind it.
  • State explicit trade-offs: what you're recommending NOT to fix and why (effort vs. payoff, risk, project maturity).
  • Define what "done" looks like — measurable signals (e.g., "CI fails on lint errors," "core module test coverage >= 80%," "zero Critical findings").

---

Phase 4: Detailed Task Plan

Convert the strategy into an execution plan.

Break work into discrete tasks. Each task must include:

  • Title and one-paragraph description
  • Files/areas affected
  • Acceptance criteria (how we verify it's done)
  • Effort estimate (S = <2h, M = half-day, L = 1-2 days, XL = needs breakdown)
  • Risk of the change itself (could it break things?)
  • Dependencies on other tasks

Order tasks into milestones:

  • Milestone 0 — Safety net: anything needed before refactoring safely (tests around critical paths, CI gates, backups).
  • Milestone 1 — Critical fixes: security and correctness issues.
  • Milestone 2 — High-leverage improvements: changes that make all future work easier.
  • Milestone 3 — Quality & polish: remaining medium/low items worth doing.

Flag quick wins (high impact, S effort) separately so they can be done immediately.

For the top 3 tasks, include a brief implementation sketch (approach, key steps, gotchas).

---

Final Deliverable Format

Produce a single document with these sections:

1. Executive Summary (<=10 sentences: overall health grade A-F with justification, top 3 risks, top 3 opportunities) 2. Repo Map 3. Audit Report 4. Improvement Strategy 5. Task Plan (milestones + task table + quick wins) 6. Open Questions: anything you need from a human to decide (product intent, deprecation candidates, performance targets)

---

Constraints

  • Do NOT modify any code during this audit. Analysis only.
  • Do not pad the report. If a dimension is healthy, say so in one sentence and move on.
  • Calibrate to the project's maturity. Don't recommend enterprise-grade infrastructure for a weekend prototype unless the owner's goals demand it.
  • Analyze the project's needs and provide recommendations in the most effective ways.
  • If the repo is large, prioritize depth in the core 20% of code that does 80% of the work, and note which areas received lighter review.

Related skills

Code Review & Qualitytestingbackend

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