mcpbeat

Performance Capacity

majiayu000/performance-capacity

Plan, diagnose, and verify performance budgets, latency targets, load tests, capacity estimates, bottleneck analysis, caching strategy, query efficiency, queue throughput, and regression gates. Use when a feature may be slow, a system must scale, a performance regression is suspected, or release readiness depends on throughput, cost, memory, CPU, or response time.

563 tokens
context cost
the whole folder, loaded on every use
2
files
instructions only
0
copies elsewhere
how many repositories repackaged it
242
stars on the repo
on the repository, not the skill itself

Install

one command, takes just this skill from the repository 
npx skills add https://github.com/majiayu000/spellbook --skill performance-capacity

The instruction itself

6 sections, as written by the author

Performance Capacity

Purpose

Use this skill to make performance measurable before optimizing. It turns vague "make it faster" work into budgets, probes, bottleneck hypotheses, and regression gates.

Baseline First

Before changing code, capture:

  • User-facing operation or background job under test.
  • Current p50/p95/p99 latency or throughput.
  • Data size and concurrency assumptions.
  • Resource limits: CPU, memory, IO, network, database, queue.
  • Existing cache behavior and invalidation rules.
  • Cost or quota constraints.

If no baseline can be gathered, state the nearest measurable proxy and its limitations.

Budget Design

Define budgets by surface:

| Surface | Examples |

|---|---|

| UI | TTI, interaction latency, bundle size, render count |

| API | p95 latency, error rate, DB query count, payload size |

| Jobs | throughput, max lag, retry cost, idempotency |

| Data | query plan, index coverage, backfill duration |

| Infra | CPU/RSS, concurrency, autoscaling, cost per request |

Optimization Rules

  • Optimize the measured bottleneck, not the most familiar code.
  • Prefer algorithmic, query, batching, and cache correctness fixes before capacity-only fixes.
  • Define cache invalidation and stale-data tolerance.
  • Add a regression test, benchmark, or dashboard check for risky paths.
  • Do not trade correctness, authorization, or tenant isolation for speed.

Output Shape

operation:
baseline:
target_budget:
bottleneck_hypothesis:
measurement_plan:
optimization_options:
capacity_estimate:
regression_gate:
verification_commands:

How to use it

Copy the folder

Take majiayu000/performance-capacity from the repository into ~/.claude/skills for personal use, or into .claude/skills inside a project.

Check the name does not clash

The agent identifies a skill by the name field in its header. Two skills with the same name cannot sit side by side — one of them will be ignored.