fjrg2007/enigma/scale-audit
Claude Code and agent skill by fjrg2007/enigma
- community
Checking that the SKILL.md file is still in the repository.
Find what breaks as data, users and traffic grow - unbounded queries and lists, missing indexes, per-row work, in-memory filtering, missing pagination, connection and rate limits, work that should be a background job. Use before launch, when data is growing, or for any scalability review.
Install
npx vskill@latest install fjrg2007/enigma/scale-auditSKILL.md
Scale audit
The question for every code path: what happens at 100x the rows, users or requests? Answer it with the code and, where possible, a measurement on generated data.
Look for
- Unbounded reads. A query with no
LIMIT, a list endpoint with no pagination, a "load all
then filter in code".
- Missing indexes. Every
WHERE,JOINandORDER BYcolumn on a large table. Check with
the database's query plan (EXPLAIN), not by reading the schema.
- Per-row work. A query, request or file operation inside a loop over records.
- Expensive totals.
COUNT(*)on a large table on every page view. - State in one process. In-memory sessions, caches or locks that break with a second
instance.
- Slow work in the request. Emails, exports, image processing, third-party calls done while
the user waits; they belong in a background job.
- No limits. Endpoints without rate limits, uploads without size caps, retries without
backoff, fan-out without a bound.
Method
- List the entities that grow (users, orders, events, logs) and every code path that reads them.
- For each path, read the query or loop and state its cost in terms of N.
- Where it matters, generate data at the target size and time the path before and after a fix.
Report
Security
- Security scanPassed, 90 of 100Pattern checks on the skill's files.
- Model reviewPassed
Quality evaluation
- Task evaluationNot runNo evaluation yet. Run one in Skill Studio.
Source
- SKILL.md in the repositoryCheckingpackages/orion/assets/skills/scale-audit/SKILL.md
Popularity
- 7-day trend score
- 5
Not refreshed yet.
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