Report tools
These tools cover the public-report surface of the MCP server: anything you can reach with a report's public token, plus the tools that list your organization's reports so you can find one.
There are three groups:
- AI Visibility — the full report behind a token: share of voice, grounding gaps, citations, and recommendations.
- Site Readiness audit — an audit's summary and per-page detail.
- Discovery — list your organizations and their reports to get tokens in the first place.
Getting a public token
Every AI Visibility report and Site Readiness audit has a public token in its share URL. Two ways to get one:
- From a share link — the token is the identifier in the report's shareable URL.
- From your account — call
list_reports(below) to list your organization's reports along with their tokens.
An AI Visibility report must be unlocked for these tools to return data. A locked report returns "This AI Visibility report has not been unlocked yet." Site audits return data once the audit has completed.
AI Visibility
All four take a single publicToken. Start with get_ai_visibility_report for the overview, then drill into the others for full detail.
get_ai_visibility_report
The full report: brand summary, share of voice, citations, per-platform breakdown, competitor gaps, technical readiness, and top-line recommendations. This is the natural first call.
| Parameter | Type | Notes |
|---|---|---|
publicToken | string | The report's public token. |
get_ai_visibility_grounding
The full grounding analysis: every gap opportunity ranked by gap score (searches where the brand doesn't rank but competitors do), plus the searches where the brand already ranks. Use it to find specific content opportunities.
get_ai_visibility_citations
The citation breakdown: counts by media type, authority type, content format, and page type, plus the most-cited brand pages and the third-party pages that mention the brand.
get_ai_visibility_recommendations
The full, role-categorized recommendations:
- SEO / AEO — search terms to rank for.
- PR — sites to pitch, where competitors are cited but the brand isn't.
- Technical — fixes to improve machine readability.
- Brand consistency — issues by platform.
- Strategy — how to address low share of voice.
Site Readiness audit
The audit tools are a drill-down chain: summary → page list → single page.
get_site_audit_summary
The audit overview: overall and per-dimension scores, priority issues, strengths, improvements, and next steps.
| Parameter | Type | Notes |
|---|---|---|
publicToken | string | The audit's public token. |
list_site_audit_pages
List the audit's analyzed pages — paginated, sortable, and filterable. Returns each page's id, path, intent, and per-dimension scores. Sort ascending by overallScore to find the weakest pages first.
| Parameter | Type | Notes |
|---|---|---|
publicToken | string | The audit's public token. |
page | number | Zero-based page index. |
pageSize | number | 1–100. |
sortBy | string | e.g. overallScore, staticContentScore. |
sortOrder | asc | desc | |
intentFilter | string | Filter by page intent. |
search | string | Substring match on URL/path. |
minScore / maxScore | number | 0–100 score bounds. |
get_site_audit_page
Full detail for one page (use a pageId from list_site_audit_pages): per-dimension scores and summaries, findings, technical metrics, and chunk / citation-readiness analysis.
| Parameter | Type | Notes |
|---|---|---|
publicToken | string | The audit's public token. |
pageId | string | The page id from list_site_audit_pages. |
Discovery: find your reports
These use your signed-in account (no token needed) to help you locate a report's token.
list_my_organizations
Lists the Spyglasses organizations you belong to, and your role in each. Use a returned organizationId with list_reports when you belong to more than one.
list_reports
Lists an organization's AI Visibility reports and site audits, each with its public token. Defaults to your organization; if you belong to more than one, pass an organizationId from list_my_organizations. Feed the returned tokens into the token-scoped tools above.
| Parameter | Type | Notes |
|---|---|---|
organizationId | string (optional) | Which organization to list. Omit if you have only one. |
A typical flow
list_reports → pick a report and copy its publicToken.
get_ai_visibility_report (or get_site_audit_summary) for the headline picture.
Drill in: get_ai_visibility_grounding / get_ai_visibility_citations / get_ai_visibility_recommendations, or list_site_audit_pages → get_site_audit_page for the worst pages.
Or skip the manual steps and run the Analyze a report, What should I fix first?, or Find my weakest pages prompts.
Related
- AI Visibility Reports dashboard — the dashboard these tools mirror
- AI Readiness Audit dashboard — the site audit dashboard
- Prompts —
analyze_report,what_to_fix_first,competitor_gaps,audit_worst_pages