npx skills add sickn33/agentic-awesome-skills --skill scale-benchmarks --agent claude-code
Same command for any agent — swap --agent for codex, cursor, copilot.
Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.
# MONOPOLY — Scale Benchmarks & Estimation Formulas ## When to Use - Use this skill when the task matches this description: Reference document for monopoly scale-benchmarks. ## Quick Estimation Formulas ### User → RPS Conversion ``` Requests per second (avg) = DAU × avg_requests_per_user_per_day / 86400 Requests per second (peak) = avg_RPS × peak_multiplier Peak multipliers by app type: Social media: 5–10× E-commerce: 3–5× (higher during sales) News / media: 10–20× (breaking news spike) B2B SaaS: 2–3× (business hours spike) Gaming: 5–15× (event-driven) ``` ### Storage Estimation ``` Storage per day = requests_per_day × avg_payload_size Storage per year = storage_per_day × 365 With replication = storage_per_year × replication_factor (3× typical) With CDN/cache = reduce by cache_hit_ratio (80% hit = 20% origin load) Common payload sizes: Tweet / short text: 500B Social post with text: 2KB Profile data: 5KB Image (compressed): 200KB–2MB Video (per minute): 50MB (720p), 150MB (1080p) API JSON response: 1–20KB ``` ### Bandwidth Estimation ``` Inbound bandwidth = avg_request_size × RPS Outbound bandwidth = avg_response_size × RPS Convert: 1 Gbps = 125 MB/s 10 Gbps = 1.25 GB/s ``` --- ##
- When to Use
- Quick Estimation Formulas
- User → RPS Conversion
- Storage Estimation
- Bandwidth Estimation
- Known Scale Limits of Common Technologies
- Databases
- Queues / Streams
- Caching
- Capacity Planning by User Scale
- 1K DAU
- 10K DAU
- 100K DAU
- 1M DAU
What does the scale-benchmarks skill do?
Reference document for monopoly scale-benchmarks.
How do I install it?
Run `npx skills add sickn33/agentic-awesome-skills --skill scale-benchmarks --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.
Where does this skill come from?
From sickn33/agentic-awesome-skills, a repository with 44,414 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.
Is a popular skill a good skill?
Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.