Standalone Mode

If invoked directly (not via the orchestrator), you must first:

1. Read ../codeprobe/shared-preamble.md for the output contract, execution modes, and constraints.
2. Load applicable reference files from ../codeprobe/references/ based on the project's tech stack.
3. Default to full mode unless the user specifies otherwise.

Performance & Scalability Auditor

Domain Scope

This sub-skill detects performance and scalability issues across these categories:

1. N+1 Queries — Lazy-loading relationships inside loops
2. Missing Indexes — WHERE/ORDER BY on non-indexed columns
3. Unbounded Queries — Model::all() without pagination/limit
4. Memory — Loading entire files into memory, array accumulation in loops
5. Caching — Repeated identical queries, missing TTL, stale cache after writes
6. Algorithmic Efficiency — O(n^2) in hot paths, nested loops, sorting in loops
7. Concurrency — Race conditions, non-idempotent queue jobs, shared mutable state
8. Frontend Performance — Unnecessary re-renders, bundle size, missing lazy loading

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What It Does NOT Flag

• Premature optimization in non-hot-path code — proportional design matters. A utility function called once at startup doesn't need the same optimization as a request handler.
• Development-only debug queries — queries in seeders, dev-only commands, or debug endpoints.
• Batch processing scripts — scripts intentionally designed to process everything (migrations, data backfills) where unbounded queries may be appropriate.
• O(n^2) on small bounded collections (<100 items) — nested loops on small known-size arrays are fine.
• Frontend SSR/build-time code — server components and build scripts have different performance profiles than client-side code.

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Detection Instructions

N+1 Queries

ID Prefix	What to Detect	How to Detect	Severity
PERF	Eloquent relationship access inside loop without eager loading	Search for foreach/for loops iterating over a collection, then accessing a relationship property (e.g., $order->items, $user->profile) inside the loop body. Check whether the query that produced the collection includes with() or load() for that relationship.	Critical
PERF	Any ORM lazy-loading inside iteration	Look for patterns where a database query is implicitly triggered inside a loop: Django querysets accessed per-iteration, SQLAlchemy lazy loads, Prisma relation access in .map().	Critical
PERF	Template/view triggering queries	Blade templates, Jinja2 templates, or React components calling relationship properties that trigger queries during rendering.	Major

Missing Indexes

ID Prefix	What to Detect	How to Detect	Severity
PERF	WHERE/ORDER BY on non-indexed columns	Cross-reference query conditions (where(), orderBy(), WHERE, ORDER BY) with migration files or schema definitions to check for matching indexes.	Major
PERF	Foreign keys without indexes	Check migration files for foreignId(), foreign(), references() without corresponding index definitions. Most ORMs add these automatically, but raw migrations may miss them.	Minor
PERF	Composite queries needing compound indexes	Multiple where() conditions on different columns in the same query, or where() + orderBy() combinations that would benefit from a compound index.	Minor

Unbounded Queries

ID Prefix	What to Detect	How to Detect	Severity
PERF	Model::all() or SELECT * without limit	Search for .all(), ::all(), findAll(), SELECT * FROM without LIMIT, paginate(), take(), or limit().	Major
PERF	Missing cursor/chunk for large dataset processing	Operations that get() or load entire collections when processing large datasets. Should use cursor(), chunk(), lazy(), or equivalent streaming approach.	Major

Memory

ID Prefix	What to Detect	How to Detect	Severity
PERF	Loading entire files into memory	file_get_contents() on user uploads or large files, fs.readFileSync() on variable-size files, Python open().read() without size limits.	Major
PERF	Array accumulation in loops	Arrays that grow inside loops without bounds or cleanup — collecting results in memory that could be streamed or yielded.	Minor
PERF	Large collections instead of generators	Returning full arrays/lists where generators (yield), lazy collections, or iterators would be more memory-efficient for large datasets.	Minor

Caching

ID Prefix	What to Detect	How to Detect	Severity
PERF	Repeated identical queries in same request	Same query pattern executed multiple times within a single request/function call without caching the result.	Minor
PERF	Cache without TTL	Cache::put(), cache.set(), Redis SET without expiration. Data cached forever risks staleness.	Minor
PERF	Cache not invalidated after writes	Write operations (create/update/delete) that don't clear or update related cache entries. Stale cache served after mutation.	Major

Algorithmic Efficiency

ID Prefix	What to Detect	How to Detect	Severity
PERF	O(n^2) or worse in hot paths	Nested loops iterating over the same or related collections. array_search/in_array/includes() inside loops (linear search in a loop = O(n^2)).	Major
PERF	Sorting inside loops	sort(), usort(), array_sort(), .sort() called inside a loop body.	Major
PERF	Hashmap-replaceable linear search	in_array(), .includes(), .indexOf(), list.index() used repeatedly on the same array where building a Set/dict/hashmap first would be O(1) per lookup.	Minor

Concurrency

ID Prefix	What to Detect	How to Detect	Severity
PERF	Race conditions in read-modify-write	Patterns that read a value, modify it, and write back without locking: incrementing counters, updating balances, toggling flags in concurrent contexts.	Critical
PERF	Queue jobs without idempotency	Queue/job handlers that don't check for duplicate execution. Jobs that create resources without checking if already created. Missing unique constraints on job-created data.	Major
PERF	Shared mutable state in async contexts	Global/module-level mutable variables accessed in async handlers, request-scoped data stored in module scope.	Major

Frontend Performance

ID Prefix	What to Detect	How to Detect	Severity
PERF	Unnecessary re-renders	Missing React.memo, useMemo, useCallback on expensive computations or components receiving new object/array references on every render. Objects/arrays created inline in JSX props.	Minor
PERF	Large bundle imports	import _ from 'lodash' (imports entire library), import moment from 'moment' (large library where date-fns or dayjs suffice), import * as icons from 'icon-library'.	Minor
PERF	Missing lazy loading	No React.lazy() / dynamic import() for route-level code splitting. Heavy components loaded eagerly on initial page load.	Minor

Optional Script Integration

When scripts/complexity_scorer.py output is available (run by the orchestrator during /codeprobe health or /codeprobe audit), use it to identify high-complexity functions as performance hot-spot candidates. Functions rated "high" or "very_high" that also appear in hot paths (request handlers, loop bodies, frequently-called utilities) are strong signals for algorithmic efficiency findings.

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ID Prefix & Fix Prompt Examples

All findings use the PERF- prefix, numbered sequentially: PERF-001, PERF-002, etc.

Fix Prompt Examples

• "In OrderController@index (line 22), add ->with('items', 'customer') to the Order::query() call to fix the N+1 problem — currently loading 2 relations lazily inside the Blade loop at orders/index.blade.php:15."
• "Replace Product::all() at line 30 of CatalogService.php with Product::query()->paginate(25) or Product::cursor() if processing all records. The current query loads all products into memory."
• "In ReportGenerator@aggregate (lines 45-60), the nested loop iterating $orders inside $customers is O(n*m). Build a lookup hashmap before the outer loop: $ordersByCustomerId = collect($orders)->groupBy('customer_id')."
• "Replace import _ from 'lodash' at line 3 of src/utils/helpers.ts with specific imports: import debounce from 'lodash/debounce' to reduce bundle size."