claude

polymath-performance

Performance craft: budgets, tail latency, caching (Redis and HTTP/edge), application profiling, high-load IO-bound design.

0 on GitHubby Mohammad Bafkarv0.12.0MITupdated 15 days agoperformance
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Plugin polymath-performance from marketplace polymath in MohammadBafkar/polymath. Commands read from the repo's manifest — 12 days ago.

What it installs

Skills (8)

  • app-profiling

    Profile CPU, memory and allocation hot spots — flame graphs, N+1, serialization, GC; one measured fix. Not tail latency (backend-tail-latency).

  • audit-redis-config

    Audit a live Redis instance's config — maxmemory + eviction, persistence (RDB/AOF), replication, slow-log, ACL, TLS. Audits existing settings; not cache design (design-cache-layer).

  • backend-tail-latency

    Investigate backend P99/P999 tail latency — coordinated GC, lock contention, queue depth, slow downstream, retry storms; surface ONE dominant cause.

  • caching-tradeoffs

    Design a cache — what's cached, where (local / regional / shared), invalidation strategy, staleness tolerance, named failure modes (stampede, poisoning, drift). Strategy, not Redis key/TTL design.

  • design-cache-layer

    Design a Redis cache layer — key schema, TTLs, eviction policy, stampede + thundering-herd protection, hot-key + big-key avoidance. Use after caching-tradeoffs picks where; not Redis server config.

  • high-load-io-design

    Design high-throughput IO-bound services — concurrency model, pool sizing (Little's law), batching, backpressure, load shedding.

  • http-edge-caching

    Design HTTP, CDN and edge caching — Cache-Control, cache keys, Vary, purge, stale-while-revalidate. Not Redis (design-cache-layer).

  • perf-budget

    Set a perf budget — per critical user journey, single percentile + threshold, explicit budget components (network / compute / dependencies), tripwire alerts. Backend journeys; not web CWV or mobile.

Slash commands (1)

  • /polymath-performance:design-cache

    Design a Redis cache layer — key schema, TTL strategy, stampede protection, eviction.

View source on GitHub

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