performance-reporter

Overview of performance-reporter skill

What performance-reporter is for

The performance-reporter skill helps you turn SEO and GEO performance data into stakeholder-ready reports, dashboards, and monthly summaries. It is built for the practical job teams actually have: explain results clearly to executives, clients, or internal stakeholders without manually inventing KPI definitions, report structure, and summary language every time.

Who should use the performance-reporter skill

Best-fit users are SEO leads, growth marketers, agency account managers, and operators who already have data from analytics, Search Console, rank trackers, backlink tools, or AI visibility tooling. If your recurring task is “generate a monthly SEO report” or “present SEO results to my boss,” this skill is a strong fit.

What makes this different from a generic reporting prompt

The main advantage of performance-reporter over a plain prompt is structure. The repository includes:

• KPI definitions with formulas, sources, and warning ranges
• output templates for executive summaries and reporting blocks
• audience-specific report templates

That means the skill is not just “write a report.” It gives the model a reporting framework, which reduces vague summaries, mismatched metrics, and stakeholder-unfriendly formatting.

What users care about before installing

Most users evaluating performance-reporter want to know four things fast:

1. Can it create a report from my existing metrics?
2. Is it good for executive or client reporting?
3. Do I need special tooling?
4. Will it help interpret metrics, not just restate them?

Based on the repo, the answer is mostly yes if you already have the numbers. No system packages are required, and optional MCP/network access only matters if you want live SEO tool integrations.

When performance-reporter is a strong fit

Use performance-reporter when you need:

• monthly or quarterly SEO reporting
• KPI dashboards for leadership or clients
• narrative summaries of rankings, traffic, backlinks, and AI visibility
• a repeatable reporting format across accounts or periods

It is especially useful when consistency matters more than custom analysis from scratch.

When this skill is not enough on its own

performance-reporter is not a data collection pipeline by itself. If your data is incomplete, inconsistent, or scattered across tools, the output quality will drop. It also will not replace deep forensic analysis when the real task is diagnosing ranking loss, attribution issues, or technical SEO failures.

How to Use performance-reporter skill

performance-reporter install options

Install the performance-reporter skill through your supported skills environment. A common pattern is:

npx skills add aaron-he-zhu/seo-geo-claude-skills --skill performance-reporter

The repo indicates compatibility with Claude Code, skills.sh marketplace, ClawHub marketplace, and the Vercel Labs skills ecosystem.

What you need before first use

For a useful performance-reporter workflow, prepare:

• site or domain name
• reporting period and comparison period
• target audience: executive, client, marketing, or technical
• key metrics: traffic, rankings, conversions, backlinks, AI citations, visibility, CTR
• notable wins, risks, and actions

The skill is far better when you provide actual values plus context, not just “summarize SEO performance.”

The minimum input that gets usable output

A workable starting input looks like:

• domain: example.com
• period: Jan 1-31, 2025
• comparison: Dec 1-31, 2024
• audience: executive
• metrics: organic sessions, conversions, top-10 keywords, backlinks, AI citations
• goal: one-page summary with wins, watchouts, and next actions

That is enough for the skill to produce a structured report instead of generic commentary.

How to turn a rough goal into a strong prompt

Weak prompt:

• “Create an SEO report.”

Stronger prompt:

• “Use the performance-reporter skill to create an executive monthly SEO report for example.com covering Jan 2025 vs Dec 2024. Include an executive summary, KPI table, top wins, watch areas, and 3 recommended actions. Metrics: organic sessions 285k vs 261k, conversions 7,980 vs 7,410, top-10 keywords 187 vs 172, domain rating 52 vs 51, AI citations 34 vs 28. Keep it concise and leadership-friendly.”

The stronger version improves output because it gives the model period framing, audience, metric deltas, and required sections.

Best workflow for reporting teams

A practical performance-reporter usage flow is:

1. Collect source metrics from analytics and SEO tools.
2. Normalize the reporting period and comparison window.
3. Choose the audience template.
4. Ask the skill for a draft report.
5. Review interpretation, not just formatting.
6. Add account-specific caveats or business context.
7. Export or paste into your presentation/doc workflow.

This is a reporting acceleration skill, not a substitute for source-of-truth validation.

Files to read first in the repository

If you want to judge fit or customize output, start here:

• SKILL.md
• references/kpi-definitions.md
• references/report-output-templates.md
• references/report-templates.md

This reading order gives you trigger language, KPI interpretation guidance, and output formats quickly.

Why the reference files matter

references/kpi-definitions.md is the most decision-useful file before adoption because it shows how the skill frames SEO/GEO metrics, including formulas, data sources, benchmark ranges, and warning signs.

references/report-output-templates.md matters if you want standardized deliverables.

references/report-templates.md matters if you need audience-specific presentation style, especially for executives versus technical readers.

How to choose the right audience format

Use an executive format when stakeholders care about business impact, trend direction, and actions. Use a more technical format when readers need segmentation, root-cause clues, or channel-specific details.

A common mistake with performance-reporter for Reporting is giving technical metrics to executives without interpretation. The templates in the repo help avoid that.

Practical prompt pattern for recurring monthly use

For recurring use, create a house prompt like:

“Use performance-reporter to generate our monthly SEO report. Audience: executive. Format: 1-page summary plus KPI table. Always include wins, risks, and next actions. Flag any KPI with >10% decline unless a seasonality note is provided.”

This improves consistency across months and reduces manual cleanup.

What affects output quality most

The biggest quality drivers are:

• clean period-over-period data
• clear metric labels
• audience definition
• target outcome, such as memo, dashboard summary, or board update
• explicit business context for unusual changes

Without these, the skill can still format well but may interpret weakly.

performance-reporter skill FAQ

Is performance-reporter good for executive reporting?

Yes. That is one of the clearest strengths of the performance-reporter skill. The included executive and stakeholder-oriented templates make it better suited for leadership summaries than a generic “analyze my SEO” prompt.

Is performance-reporter beginner-friendly?

Moderately. You do not need advanced setup, but you do need basic familiarity with SEO metrics. If you cannot explain the difference between sessions, CTR, rankings, and conversions, you may still get polished output that hides weak inputs.

Does performance-reporter fetch live data for me?

Not by default. The repo mentions optional MCP network access for integrations, but the skill is primarily valuable as a reporting and interpretation framework. Assume you need to bring your own data unless your environment already connects tools.

How is this different from asking an AI to write a report?

The performance-reporter guide value is its embedded reporting logic: KPI definitions, benchmark hints, and ready-made output templates. A generic prompt can write prose; this skill helps produce more consistent, decision-ready reporting.

When should I not use performance-reporter?

Skip performance-reporter if your main need is:

• deep technical diagnosis
• automated ETL or dashboard syncing
• raw data extraction from tools
• investigative SEO analysis after a major traffic drop

In those cases, you need analysis or data-pipeline support first, then reporting.

Can agencies use this across clients?

Yes, and that is a strong adoption case. The templates support repeatable formatting across accounts. Agencies should still customize KPI selections, benchmarks, and recommendations per client to avoid generic reports.

How to Improve performance-reporter skill

Give performance-reporter better inputs, not more filler

Better input is specific, comparable, and audience-aware. Instead of pasting unstructured exports, provide:

• metric name
• current value
• previous value
• percent or absolute change
• any known cause
• desired report style

This lets performance-reporter spend effort on interpretation rather than cleanup.

Include business context with metric changes

A strong report explains why numbers moved. Add notes like:

• campaign launched mid-month
• tracking changed on Jan 12
• seasonal decline expected after holiday peak
• branded traffic spiked due to PR coverage

Without this, the skill may overstate risk or miss the real story.

Define which KPIs matter most

Do not hand the skill 30 metrics and expect a sharp report. Tell it which KPIs drive stakeholder decisions, such as:

• organic sessions
• non-brand clicks
• top-10 rankings
• conversions or revenue
• backlinks or authority
• AI citations / GEO visibility

Focused KPI selection makes recommendations more credible.

Ask for interpretation rules upfront

Improve performance-reporter usage by specifying decision rules:

• flag any decline over 10%
• separate brand and non-brand where possible
• prioritize revenue and conversions over vanity metrics
• keep the summary to 5 bullets max
• avoid technical jargon for executives

This reduces revision cycles.

Use the repo templates as output constraints

The highest-leverage way to improve performance-reporter is to anchor prompts to the repo’s existing report templates. Ask for:

• executive summary
• KPI table
• wins
• watch areas
• action required

Those sections are already supported by the reference material, so outputs are usually more stable than ad hoc formats.

Common failure modes to watch for

Typical weak outputs happen when:

• comparison periods are inconsistent
• metrics mix traffic and rankings without priorities
• no audience is specified
• the model is forced to infer missing definitions
• too much source data is pasted without summarization

These problems are avoidable and matter more than model phrasing.

How to iterate after the first draft

After the first report, do not just say “make it better.” Give targeted revision instructions such as:

• “Shorten for a VP audience.”
• “Explain the CTR drop in one sentence.”
• “Separate wins from concerns.”
• “Turn this into a client-facing monthly summary.”
• “Add 3 actions tied to the weakest KPIs.”

That produces stronger second drafts than broad rewrite requests.

Improve trust with source transparency

If the report is going to leadership or clients, tell the skill to cite metric sources inline, such as analytics, Search Console, rank tracking, or backlink tools. Even simple source labeling increases trust and reduces follow-up questions.

Create a reusable house style for performance-reporter

For teams using performance-reporter every month, save a standard prompt with:

• fixed KPI order
• preferred audience tone
• mandatory sections
• alert thresholds
• wording rules for recommendations

That turns the skill from a one-off helper into a repeatable reporting system.