optimize
Skill8 starsChanged 3 months agoMITView on GitHub
Score an existing Lexsis page against the same page-type, design, proof, offer, asset and copy rules used to build pages, propose improvements as a strict optimization plan with real replacement copy and asset decisions, wait for approval, then apply the approved changes with version protection and hosted QA.
76 other projects use a version of this.
Adopted by
Most recently taken up by
- ansvisor/ansvisortheir own version, first seen Nov 8, 2026
- ai-search-guru/getcito-worlds-first-open-source-aio-aeo-or-geo-tooltheir own version, first seen Nov 8, 2026
- Mrbaeksang/skillstheir own version, first seen Nov 8, 2026
- cihantopac/searvextheir own version, first seen Nov 8, 2026
- daintreehq/daintreetheir own version, first seen Nov 5, 2026
- theexperiencecompany/gaiatheir own version, first seen Nov 3, 2026
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Other versions76 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 76
- Z3Prover/z3★ 13ksame name
- highcharts/highcharts★ 13ksame name
- whitecircle/halo★ 851same name
- hacan359/tonkatsu_box★ 597same name
- talesofai/cohub★ 585same name
- ai-search-guru/getcito-worlds-first-open-source-aio-aeo-or-geo-tool★ 432same name
- nexmoe/DayBee★ 424same name
- nexmoe/eve★ 424same name
- Southclaws/storyden★ 348same name
- 10xChengTu/Mux0★ 337same name
66 more not listed
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
In this repository12 other files it gives its agents.
- AGENTS.mdAGENTS.md
- ab-testSkill
- auditSkill
- cartSkill
- conversion-carouselSkill
- design-pageSkill
- plan-assetsSkill
- plan-pageSkill
- publishSkill
- quizSkill
- setupSkill
- visualize-pageSkill
The file
We split this skill into the rules it gives an agent
11 rules. 0 are common, 2 are distinctive, and 9 are very specific to this project.
0
Common
Most of the 73 edited versions we read keep these.
2
Distinctive
This author's own choices. Worth a look.
9
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Very specific: line 34
Use lexsis_pages.edit_context, lexsis_pages.get, lexsis_pages.inspect, lexsis_pages.source, lexsis_pages.section_source, …
- Very specific: line 61
Do not edit until the objective and scope are clear.
- Distinctive: line 85
Write the scorecard first.
- Very specific: line 110
When positioning, offer value, composition, or pricing is in scope, use references/offers/offer-strategy.md.
- Distinctive: line 121
Do not require a strategy rewrite for unrelated copy, layout, speed, or metadata fixes.
- Very specific: line 160
Write the ## Asset slots table exactly as /plan-page defines it (references/plan-page.md): one row per media slot on the proposed page with …
- Very specific: line 183
Write the ## Claim gate table exactly as /plan-page defines it: one row per claim currently on the page and per proposed claim, gated …
- Very specific: line 199
Write the ## Work queue table with the owners /plan-page defines (user, agent, merchant, blocked-by-evidence).
- Very specific: line 238
Run /design-page's Existing Page Edits and Hosted Design Review procedures:
- Very specific: line 248
Place the approved copy verbatim.
- Very specific: line 267
When the value of a change is uncertain and traffic supports measurement, return a focused hypothesis for /ab-test instead of presenting …
“Common” is measured: kept by at least 6 in 10 of the 73 edited versions of this file we could read. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
Optimize a Page
/plan-page and /design-page for a page that already exists. Read the live
page, score it against the rules a new page is built to, write the same plan
blocks a new page gets (final copy, an asset decision per section, a claim
gate, a work queue), wait for approval, then apply the approved changes to the
persisted source and review the hosted draft. Never publish.
References
| Reference | Read when |
references/plan-page.md | always; the shared block vocabulary (Asset slots decisions, Claim gate, Work queue owners, status labels) this skill reuses |
references/evidence-led-cro.md, references/consumer-behavior-cro.md | ordering evidence and forming one behavioural hypothesis |
references/offers/offer-strategy.md, references/offers/offer-stacking.md | diagnosing positioning, offer value, composition, or pricing |
/audit report | when one exists for this page version, start from its findings instead of rescoring |
the matching section of references/industry-cro.md | when the vertical is known |
references/page-types/_index.md, then the type file | scoring the page against its type contract (Above the fold, Proof, Offer and CTA, Imagery, Copy, Never, Checklist) |
references/design-rules.md | scoring N1 to N14 and A1 to A12 |
references/proof/proof-ledger.md, references/offers/offer-ledger.md | reconstructing the ledgers from what the page shows |
references/workflows/section-asset-workflow.md section 2 | the fit review of every image on the page |
references/copy/headline-and-cta-rules.md, references/anti-patterns/copy-anti-patterns.md | scoring copy |
references/anti-patterns/mobile-anti-patterns.md, references/anti-patterns/cro-anti-patterns.md | scoring mobile and CRO tells |
references/assets/generation-policy.md | before proposing any generated or composited asset |
references/page-editing.md, references/qa-recipe.md, references/source-artifact-workflow.md | applying approved changes and reviewing the hosted draft |
references/authoring/css-and-styling.md, references/animation-system.md | before any CSS, class or motion change |
references/lexsis-design-capabilities.md | optional deeper design guidance |
Use lexsis_pages.edit_context, lexsis_pages.get, lexsis_pages.inspect,
lexsis_pages.source, lexsis_pages.section_source, lexsis_pages.compile,
lexsis_pages.integrity, lexsis_pages.diff, lexsis_pages.qa,
lexsis_analytics.page, lexsis_analytics.timeseries,
lexsis_analytics.attribution, lexsis_catalog.get, lexsis_catalog.reviews,
lexsis_assets.view, lexsis_asset_library.search,
lexsis_asset_select.select,
lexsis_asset_import.import, lexsis_asset_upload.upload,
lexsis_workspace.credits, lexsis_drafts.asset_generate,
lexsis_template_library.search_page_kits,
lexsis_template_library.search_sections,
lexsis_build.get, lexsis_build.patch, lexsis_build.commit,
lexsis_build.diff and lexsis_drafts.page_record_qa. Resolve only unfamiliar schemas through exact
router/action discovery. A zero-result directory lookup does not make page or
analytics data unavailable. If the actual live read fails, state that
limitation; generic CRO guidance is not a substitute for live evidence.
Confirm the Objective
Start by confirming:
- Target outcome: conversion, add-to-cart, AOV, bounce, trust, mobile UX, speed, or SEO.
- Target page, audience, and traffic source.
- Diagnosis only, or permission to edit after approval.
- Copy, sections, SEO fields, or offers that must remain unchanged.
Do not edit until the objective and scope are clear. Confirm the page's
workspace, store and theme binding from saved setup or current MCP context;
if it is missing, stop with Run /setup for this store and theme first. Never
run setup automatically.
Read the Live Page
lexsis_pages.edit_context, thenlexsis_pages.get,lexsis_pages.inspectandlexsis_pages.source: current version, section order, islands, copy, media, head.lexsis_analytics.page,.timeseries,.attributionfor the outcome window: conversion, bounce, device split, drop-off by section, traffic source. Analytics and observed behaviour outrank generic patterns.- The host browser at 390, 768 and 1280: screenshots, first screen, sticky elements, hydration, console.
lexsis_assets.viewon every image the page shows: identity, job, crop, baked-in text or watermark, set consistency. A filename is never evidence.lexsis_catalog.getandlexsis_catalog.reviewsfor the products and proof the page claims.- Identify the page type from the live structure and the brief with
references/page-types/_index.md; load only that type file.
Score
Write the scorecard first. Every row cites the rule source and the finding.
## Scorecard
| Area | Rule source | Result | Blocking findings | Notes |
|---|---|---|---|---|
| Page type contract | <type>.md checklist, Above the fold | 7/10 | price below 1.5 screens at 390 (A8) | |
| House rules | design-rules N1-N14, A1-A12 | 11/14 | N2 band in benefits, N1 emoji in trust strip | |
| Proof | proof-ledger per-kind table | 2 verified / 3 unledgered | "50,000 customers" has no source | |
| Offer | offer-ledger rules 1-6 | ... | compare-at without basis (O2) | |
| Assets | section-asset-workflow section 2 | 5 pass / 2 fail | hero carries a baked-in ad headline -> reference-only | |
| Copy | copy-frameworks CF5, headline HC rules, copy blacklist | ... | h1 14 words; "seamless" x3 | |
| Mobile | mobile-anti-patterns | ... | sticky bars 22% of viewport | |
| CRO anti-patterns | cro-anti-patterns | ... | | |
| Analytics | evidence-led-cro | CVR, bounce, device split, drop-off section | | |Proof and offer findings block; type deviations and copy findings are review
notes unless the page's own plan recorded them. Use
references/consumer-behavior-cro.md to name the visitor mode, the top
unanswered decision question, and the smallest behavioural hypothesis.
Offer Value Findings
When positioning, offer value, composition, or pricing is in scope, use
references/offers/offer-strategy.md. Distinguish a weak value argument from
missing evidence, confusing terms, or purchase friction; each needs a different
response. Record the relevant rationale and, when substantively replanning the
offer, complete the seven value-strategy fields in Page strategy.
Preserve fixed offers and campaign promises. Keep unconfirmed commercial alternatives separate from final replacement copy. Unknown margins limit profitability conclusions, not valid existing offers. Check traffic mix, stock, seasonality, and tracking before diagnosing offer fatigue.
Do not require a strategy rewrite for unrelated copy, layout, speed, or metadata fixes. Previously approved plans remain usable; carry their argument forward unless the approved scope changes it.
Findings by Section
One entry per section, in page order, with the same copy fields
/plan-page uses so the replacement text is final, not a brief.
## Findings by section
### S3. benefits - keep | improve | replace | remove | test
**Finding.** three icon tiles on a tinted band; no image of the product in use
**Evidence.** screenshot 390 and 1280; N2, N3; drop-off 38% at this section (analytics)
**Rule.** design-rules N2, N3; <type>.md Imagery
**Proposed change.** rebuild around one in-use image per benefit
**Copy.** (only when copy changes)
- Eyebrow: <text or none>
- Headline: <text, at most 10 words, sentence case>
- Subhead: <text, at most 20 words, or none>
- Body: <paragraph(s), at most 45 words each>
- Labels / bullets: <exact strings, or none>
- CTA: "<verb + object>" -> <destination>
**Claims in this section.** <C# ids> or none
**Layout.** 1280: ... | 390: ...
**Interaction.** none | <behaviour and decision inputs>; no island names or props
**Asset.** <slot id: decision state> | none-required: <why>Protect the primary-product decision and any element the user listed as
unchanged. Do not force template comparison for copy-only, offer-only,
metadata or minor visual changes; for a structural redesign, compare the
current structure with relevant page kits and sections
(lexsis_template_library.search_page_kits, search_sections).
Asset Plan
Write the ## Asset slots table exactly as /plan-page defines it
(references/plan-page.md): one row per media slot on the proposed page with
a decision from reuse-selected, shopify-product-media,
user-selection-required, user-upload-required, generate-required,
composite-required; none-required on a section's Asset line; a current
image that fails the fit review or carries baked-in copy is reference-only
with its replacement slot named.
## Asset slots
| Slot | Section | Role/purpose | Aspect | Decision | Source decision | Id / URL | Status |An existing image that passes the fit review is reuse-selected with its
current id. Add ## User selection when a role has more than one fit
candidate and ## Generation briefs for every generate-required or
composite-required slot, in the shapes /plan-page defines. Generation obeys
references/assets/generation-policy.md; this skill spends no credits before
approval.
Claim Gate
Write the ## Claim gate table exactly as /plan-page defines it: one row per
claim currently on the page and per proposed claim, gated
approved evidence available, merchant evidence required or
remove from V1, with the ledger row or the V1 copy that ships without it.
## Claim gate
| # | Claim (verbatim) | Where | Gate | Evidence | V1 copy if not approved |A claim on the live page with no evidence is a blocking finding: it is
gated remove from V1 or merchant evidence required, never left as is.
Work Queue
Write the ## Work queue table with the owners /plan-page defines (user,
agent, merchant, blocked-by-evidence). Tasks include every approved
change, every pending asset, every open claim, the apply step, the hosted
review, and any /ab-test hand-off.
## Work queue
| # | Task | Owner | Section / slot | Unblocks | Status |Approval
Present the Scorecard, Findings by section, Asset slots, Claim gate, Work queue, the protected elements, and the measurement:
Outcome:
Evidence:
Main friction:
Visitor mode:
Behavioral hypothesis:
Scorecard: <blocking findings n / notes m>
Changes: <keep k / improve i / replace r / remove d / test t>
Asset slots: <n verified / m planned> ; decisions: <counts per state>
Claim gate: <n approved / m merchant evidence required / k removed>
Work queue: <n open: u user / a agent / m merchant / b blocked>
Protected elements:
Expected measurement:
Experiment recommended: yes/no
Status: OPTIMIZATION_PLAN_READY | BLOCKED - evidence requiredReturn OPTIMIZATION_PLAN_READY, or BLOCKED - evidence required when any
open task is blocked-by-evidence. Wait for explicit approval; record
PLAN_APPROVED <who> <date> when granted. Nothing is edited before that.
Apply Approved Changes
Run /design-page's Existing Page Edits and Hosted Design Review procedures:
lexsis_build.getfor the version and file tree, reading only the files the approved changes touch; stop on unexpected version drift.- Resolve the approved asset decisions first:
lexsis_asset_library.searchandlexsis_assets.viewfor reuse,lexsis_asset_select.selectwhen the user must choose among reviewed candidates,lexsis_asset_upload.uploadorlexsis_asset_import.importfor supplied files,lexsis_workspace.creditsthenlexsis_drafts.asset_generateper brief after the user confirms the batch. View every asset before it enters the source. - Place the approved copy verbatim. Copy, price and single-rule CSS changes
go through
lexsis_build.patch; new or rebuilt sections throughlexsis_build.commitwith only those files. Passbase_version(the build router'sexpected_versionguard), rundry_run: truefirst for large changes, and fix every returned diagnostic in one pass. lexsis_build.diffandlexsis_pages.integrity; update recorded version only after success.- Hosted review at 390, 768 and 1280 with the commerce checks in
references/qa-recipe.md; save evidence withlexsis_drafts.page_record_qa. Fix in place with another versioned patch; never a replacement page.
Preserve the URL and SEO fields unless the user approved changing them. Never
edit compiled output in place of source. Return DESIGN_APPROVED for the new
version once the hosted review passes and the user approves it; /publish
gates on that version.
Experiment Handoff
When the value of a change is uncertain and traffic supports measurement,
return a focused hypothesis for /ab-test instead of presenting the change
as proven.
Return
Return the approved objective, the scorecard totals, changed sections, page
version, verification results, MCP evidence, whether an experiment is
recommended, and the state: OPTIMIZATION_PLAN_READY or DESIGN_APPROVED.
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