capacity-planning SKILL.md skillA
capacity-planning from robsonkades/agent-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add robsonkades/agent-skills/capacity-planning@git:20261016.c769bd8Pins git:20261016.c769bd8 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- robsonkades/agent-skills
- Path
skills/capacity-planning/SKILL.md- Versions recorded
- 5
- Latest version
- git:20261016.c769bd8, committed Oct 16, 2026
- First version recorded
- Sep 4, 2026
- Size
- 20,483 bytes
- Repository stars
- 3
- License
- Apache-2.0
Evidence-based capacity decisions for Java services: defining demand and failure scenarios, measuring feasible capacity envelopes, selecting replica and resource configurations, forecasting exhaustion with uncertainty, designing autoscaling headroom, and comparing cost per successful unit of work. Use when deciding pod or instance counts, minimum replicas, scaling signals, saturation dates, infrastructure budgets, rollout or failure-domain headroom, and downstream capacity constraints. Does…
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Capacity Planning ## Purpose Produce a decision that states **which workload and failure scenarios a concrete configuration can support, with what evidence and uncertainty**. Capacity is not one QPS number: it depends on request mix, payload distribution, cache state, dependency behavior, resource limits, placement, software version, admission policy and the SLO. The authoritative result is a measured feasible envelope. Analytical models interpolate, forecast and expose sensitivities; they do not manufacture tail latency from throughput. In particular, do not add p99 values, treat a whole fleet as M/M/1, or multiply a single-replica latency limit by a USL efficiency coefficient. Quantiles are not additive, and throughput scaling does not determine a latency distribution. This skill has no fixed Java API baseline or executable Java examples. Its authoring contract is version-neutral measurement; the target project's build toolchain, deployed JDK/vendor, flags and dependency versions determine which runtime behaviors apply. Inspect those before recommending JVM or container changes. Applying this skill does not …
Read the whole file at its exact version.
How to install
mdr add robsonkades/agent-skills/capacity-planning@sha256:a253cdf442fba1f1The line at the top of this page pins the label git:20261016.c769bd8, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_eokze7xo5tg7c3n6)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 5 versions of this file, between Sep 4, 2026 and Oct 16, 2026, about one every 11 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261016.c769bd8 latest | 2026-10-16 | c769bd8 | 20,483 B | A | view · diff |
| git:20260927.9ecadfd | 2026-09-27 | 9ecadfd | 20,137 B | A | view · diff |
| git:20260911.37b054b | 2026-09-11 | 37b054b | 18,664 B | A | view · diff |
| git:20260906.e6ad4bd | 2026-09-06 | e6ad4bd | 17,831 B | A | view · diff |
| git:20260904.542d38d | 2026-09-04 | 542d38d | 16,992 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (20483 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
robsonkades/agent-skills · 3 stars · license Apache-2.0 · pushed 2026-10-28 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_eokze7xo5tg7c3n6 GET https://markdownregistry.com/api/v1/resolve?ref=robsonkades/agent-skills/capacity-planning GET https://markdownregistry.com/api/v1/blob/a253cdf442fba1f194cd0dc194b729a297918c54b79047640ab43aee9e5c3c97
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.
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