Reviewed 6 October 2026. Product statements are grounded in the linked documentation. Workflows and fictional examples are editorial guidance.
Original AI-generated concept illustration.
A scorecard should support an editor
A live SEO scorecard can make a writing session easier to review. It can show whether a draft contains a title, description, headings, source links, and related reading. Those checks are useful because omissions are easy to miss while editing long content. However, a high score does not establish that an article answers a reader's question or deserves a search position. Design the scorecard as an editorial assistant with explainable checks, rather than a machine that promises rankings.
Claude Code's official Mods documentation describes extensions that can respond to events and draw interface elements. That supports the concept of a custom review panel. The SEO scorecard described here is a proposed implementation, not a built-in ranking service. Verify the current Mods interface before building it. Keep product behavior separate from the editorial rules you choose for your own site, and avoid presenting those rules as a search engine's private ranking formula.
Documentation: Claude Code Mods overview.
Choose checks with visible evidence
Start with checks that can be verified directly from the saved draft. Examples include a nonempty title, a single intended main heading, a meta description, valid heading order, and links to relevant supporting pages. Record the exact location of each finding. If the panel says a description is missing, it should identify the field it inspected. If the site stores metadata outside the article body, make the panel read that source instead of assuming a paragraph serves as the description.
Avoid rigid keyword-density targets. A keyword can appear repeatedly while the article remains unclear or redundant. Prefer checks for a descriptive title and a useful opening that explains the task. Mark semantic review items as manual: whether the page matches search intent, whether examples are correct, and whether the article adds information beyond generic summaries. A scorecard becomes misleading when it assigns a precise number to a judgment it has not actually performed.
Define a clear reading contract
Tell the mod which file or article record is authoritative. For a blog using JSON records, identify the title, slug, content, and metadata fields. For Markdown, define how front matter is parsed. Use the saved version for checks that matter at publication time. A panel that inspects only the conversation may report a complete article while the actual file is missing the final revision. Display the filename and last inspection time so the editor knows what the score refers to.
Handle partial drafts as a normal state. During writing, an unfinished heading should appear as pending rather than causing an alarming failure. Once the editor requests a publication review, the same missing section can become a blocker. Distinguish drafting mode from final review mode. This prevents the panel from interrupting every early sentence while still providing a firm checklist before a page reaches readers. Keep the transition between modes explicit and easy to reverse.
Design the panel around findings
Show a short status summary, followed by the issues that require attention. Each finding needs a label, evidence, and a suggested next action. For example: internal link points to a missing slug; destination not present in the current article inventory; choose an existing related guide. This is much more useful than subtracting points without explanation. Let an editor acknowledge a deliberate exception and attach a reason, such as a page that genuinely has no relevant related article yet.
Keep the panel compact enough to read beside the draft. Group findings by metadata, structure, references, and editorial review. Do not hide critical issues below a long list of green checks. Consider showing manual review items separately with an unchecked state. A readable panel helps the editor make decisions; a crowded dashboard encourages them to dismiss warnings or optimize for the score without understanding the article's actual weaknesses.
Use a search-result preview carefully
A preview can show how a title and description might look in a result card. Use it to detect obvious truncation, awkward wording, and a mismatch between the promise and the article. Search displays can vary, so label the card as an approximation. Do not imply that the chosen description will always appear unchanged. The important editorial question is whether a reader understands the page's purpose and whether the page fulfills the expectation created by that wording.
Test titles with concrete language. A page about setting up a local transcription workflow should say that clearly instead of promising a revolutionary tool. Compare two descriptions with the same factual content. The stronger one usually states who the guide helps and what they will accomplish. Keep the preview independent of the article's quality score, because a neat result card cannot compensate for unsupported claims or a missing practical explanation.
Test the scorecard with deliberate defects
Create a disposable article containing known problems: a missing description, repeated main heading, broken internal link, and unsupported numerical claim. Verify that deterministic checks catch the structural problems. The unsupported claim should remain a manual fact-check item unless the implementation actually compares it with source evidence. Then create a valid article and make sure the panel does not report false failures. Testing only a flawless draft tells you little about diagnostic quality.
Include cases where the article has code blocks, tables, image captions, and special characters. Word counts should measure readable article text rather than HTML tags or repeated navigation. Link checks should distinguish page anchors from article routes and external resources. If a source page changes, the panel should not silently invent support for a claim. Keep these tests small and focused on the editorial rules the scorecard is supposed to enforce.
Add the panel to a publication workflow
Use the scorecard after drafting and again after substantive edits. First resolve mechanical defects. Then review usefulness, factual support, and clarity. Record the reviewer and the accepted file version. Once the article is imported into the site, inspect the rendered page because content can be lost or transformed during import. Confirm that headings, blue links, images, and navigation work in the actual article template. A file-level check does not replace that final view.
Review the scorecard rules periodically. Remove checks that produce noise and add checks for recurring real mistakes. If your site changes its route format, update link validation before using the panel on another batch. If writers repeatedly chase a number rather than improve the article, replace the aggregate score with clearer statuses. The goal is a dependable review aid that makes omissions visible while keeping editorial judgment with the person responsible for publishing.
Frequently asked questions
Does a perfect score guarantee rankings?
No. A checklist verifies chosen conditions. Search performance depends on many factors beyond a panel's scope, and reader usefulness requires editorial judgment.
Should the panel rewrite articles automatically?
Begin with findings and suggested repairs. Automatic edits should have a clear scope and a reviewable diff so a metadata fix does not change source meaning.
Can it check internal links?
Yes, a custom implementation can compare destinations with your known article inventory. It must use the site's real route pattern and distinguish anchors from article links.
What is the best first version?
A small panel showing the inspected file, missing required fields, invalid routes, and a manual fact-check checklist. Expand only when repeated editorial problems justify another check.
Resources and related articles
Continue with Claude Code Mods, Skills, Hooks and MCP: Choose the Right Extension, Stacking Gemini Skills: Create a Consistent Brand Content Workflow, or Gemini for SEO Content: Answer Search Intent Clearly.
