frontend-performance SKILL.md skillA

frontend-performance from nahid-sparktales/agent-dispatcher is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add nahid-sparktales/agent-dispatcher/frontend-performance@git:20260919.a0d4f55

Pins git:20260919.a0d4f55 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
nahid-sparktales/agent-dispatcher
Path
skills/frontend/frontend-performance/SKILL.md
Versions recorded
1
Latest version
git:20260919.a0d4f55, committed Sep 19, 2026
Size
8,186 bytes
Repository stars
58
License
MIT

Make a page measurably faster — pick the metric that is actually bad, measure it under stated conditions, find the real cause, apply the fix that moves that specific metric, re-measure the same way. Use when a page is called slow, when LCP, CLS, INP, TTFB, a Lighthouse score or bundle size is named, when a bundle has grown, or before claiming an optimization worked. Not for backend query or API latency, not for choosing a framework, and not a substitute for checking the page still works…

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

# Frontend performance

Most frontend performance work fails in one of two ways: optimizing something that was never the
bottleneck, or reporting an improvement that was measurement noise. Both are avoided by deciding
what to measure before touching anything.

## When this fires

A page is reported slow, a Core Web Vital is out of range, a bundle grew, or a change is about to
be described as a performance improvement. It does not fire for slowness that traces to a server
response or a database query — that is backend work, and the giveaway is a bad TTFB with a fast
render once bytes arrive.

## What actually gets measured

Three Core Web Vitals, at the **75th percentile of real page loads, segmented by device class**:

| Metric | Good | Poor above | What it is |
| --- | --- | --- | --- |
| LCP | ≤ 2.5s | 4.0s | When the largest content element finishes rendering |
| CLS | ≤ 0.1 | 0.25 | Unexpected layout movement over the page's life |
| INP | ≤ 200ms | 500ms | Worst-case latency from an interaction to its next paint |

TTFB and FCP are diagnostics, not Core Web Vitals — useful for locating a cause, not for grading.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add nahid-sparktales/agent-dispatcher/frontend-performance@sha256:bcddd2654b5df107

The line at the top of this page pins the label git:20260919.a0d4f55, 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_li62lumf32dxdzd5.svg)](https://markdownregistry.com/a/art_li62lumf32dxdzd5)

4 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 1 version of this file, committed on Sep 19, 2026.

versioncommittedcommitsizeaudit
git:20260919.a0d4f55 latest2026-09-19 a0d4f55 8,186 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (8186 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

GitHub

nahid-sparktales/agent-dispatcher · 58 stars · license MIT · pushed 2026-10-24 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_li62lumf32dxdzd5
GET https://markdownregistry.com/api/v1/resolve?ref=nahid-sparktales/agent-dispatcher/frontend-performance
GET https://markdownregistry.com/api/v1/blob/bcddd2654b5df107f4f60b3d34c49382219ed5021de58500d06bc33d66ea6724

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.

More from nahid-sparktales/agent-dispatcher

agent-dispatcher SKILL.md skill
nahid-sparktales/agent-dispatcher · skills/agent-dispatcher/SKILL.md · Handle requested Agent Dispatcher work with direct execution or prepared specialist guidance. Includes named roles…
git:20260926.d1b76c1 · audit A · 58 stars
agent-design SKILL.md skill
nahid-sparktales/agent-dispatcher · skills/ai/agent-design/SKILL.md · Scope an agent or subagent before it is built — the one job it owns, the smallest tool set that closes that job, what…
git:20260919.a0d4f55 · audit A · 58 stars
agent-evals SKILL.md skill
nahid-sparktales/agent-dispatcher · skills/ai/agent-evals/SKILL.md · Build an eval suite that can actually detect a regression — cases pulled from real traffic, graders that check…
git:20260919.a0d4f55 · audit A · 58 stars
context-engineering SKILL.md skill
nahid-sparktales/agent-dispatcher · skills/ai/context-engineering/SKILL.md · Decide what actually occupies the model's window — progressive disclosure through an index, retrieval versus inlining…
git:20260919.a0d4f55 · audit A · 58 stars
llm-observability SKILL.md skill
nahid-sparktales/agent-dispatcher · skills/ai/llm-observability/SKILL.md · See what an agent actually did — one trace per run with nested model, tool and retrieval spans, token and latency…
git:20260919.a0d4f55 · audit A · 58 stars
mcp-design SKILL.md skill
nahid-sparktales/agent-dispatcher · skills/ai/mcp-design/SKILL.md · Build an MCP server, or bring an existing one into a project — choosing the transport, deciding which tools, resources…
git:20260919.a0d4f55 · audit A · 58 stars
memory-design SKILL.md skill
nahid-sparktales/agent-dispatcher · skills/ai/memory-design/SKILL.md · Decide what an agent should remember, which layer holds it, who it is scoped to, and how a stale or contradicted memory…
git:20260919.a0d4f55 · audit A · 58 stars
model-routing SKILL.md skill
nahid-sparktales/agent-dispatcher · skills/ai/model-routing/SKILL.md · Pick a model per job and degrade sensibly when one fails — a quality bar per call site, candidates compared on the same…
git:20260919.a0d4f55 · audit A · 58 stars
prompt-engineering SKILL.md skill
nahid-sparktales/agent-dispatcher · skills/ai/prompt-engineering/SKILL.md · Write or revise a prompt so it holds up — output contract, instruction placement, examples that earn their place, an…
git:20260919.a0d4f55 · audit A · 58 stars
prompt-injection-defense SKILL.md skill
nahid-sparktales/agent-dispatcher · skills/ai/prompt-injection-defense/SKILL.md · Treat everything an agent reads but did not author as data rather than instructions — an explicit trust boundary, a…
git:20260919.a0d4f55 · audit A · 58 stars
retrieval-rag SKILL.md skill
nahid-sparktales/agent-dispatcher · skills/ai/retrieval-rag/SKILL.md · Build and fix retrieval that actually returns the right passage — structure-aware chunking, one pinned embedding model…
git:20260919.a0d4f55 · audit A · 58 stars
structured-output SKILL.md skill
nahid-sparktales/agent-dispatcher · skills/ai/structured-output/SKILL.md · Get parseable, trustworthy structured results out of a model — schema design, the enforcement mechanism the provider…
git:20260919.a0d4f55 · audit A · 58 stars

Every file in nahid-sparktales/agent-dispatcher

Other files named frontend-performance

frontend-performance SKILL.md skill
peterbamuhigire/chwezi-dev-engine · skills/frontend-ux/frontend-performance/SKILL.md · Use when defining, implementing, or auditing frontend performance for web apps and SaaS frontends; produces a per-flow…
git:20261031.d12c250 · audit A · 30 stars
frontend-performance SKILL.md skill
martinolivero/saas-builder · skills/frontend-performance/SKILL.md · This skill should be used when a frontend feels slow, fails Core Web Vitals, has a large bundle, or needs performance…
git:20260606.1d02dd6 · audit A · 5 stars
frontend-performance SKILL.md skill
ssheleg/sheleg-dev · plugins/sheleg-dev/skills/frontend-performance/SKILL.md · Use when building or auditing web pages for speed: Core Web Vitals (LCP, INP, CLS), blocking resources, bundle size…
git:20261025.b0fa690 · audit A · 4 stars
frontend-performance SKILL.md skill
shelra/shelracode · docs/examples/extensions/skills/frontend-performance/SKILL.md · Diagnose UI freezes, slow rendering and layout thrashing in a frontend by measuring first. Use when the interface lags…
git:20261007.28cd67f · audit A · 3 stars
frontend-performance SKILL.md skill
aniruddhadas1/oniroute_swarmagents · skills/official/frontend/frontend-performance/SKILL.md · Manage loading, rendering, interaction, and resource budgets. Use when planning or reviewing frontend performance; do…
git:20260804.bc7d3a4 · audit A · 2 stars

Browse by kind, by grade A, or by owner.