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Description
From the marketplace listing
Rankability brings your SEO and AI search data into your conversations. See how often AI answers mention and cite your clients, track organic rankings and local pack positions, and find which competitors and domains AI answers cite instead. Check any brand live across major AI answer engines and search engines, run page audits against a target keyword, do keyword research, review site audits and Search Console performance, and build content briefs and SEO and AEO content. Built for agencies and in-house teams working on AEO, GEO, rank tracking and content optimization. Actions that use account usage ask for your approval first, and access stays within the organization you connect.
Language: English · Automatically detected from descriptions.
Metadata · Nov 3, 2026 · 00:12 UTC · Compared with Oct 27, 2026 · 00:50 UTC
WHAT CHANGED
Product listing or positioning changed
Long description — Now says: Rankability brings your SEO and AI search data into your conversations. See how often AI answers mention and cite your clients, track organic rankings and...
Observed in the public listing; claims come from the publisher.
Analyze SEO and AI visibility data for your clients in Rankability. Review saved rankings, AI mentions and citations, page audits, keyword research, and content projects to prioritize improvements. Research, content creation, scans, and ...
After
Nov 3, 2026 · 00:12 UTC
Rankability brings your SEO and AI search data into your conversations. See how often AI answers mention and cite your clients, track organic rankings and local pack positions, and find which competitors and domains AI answers cite inste...
Short description
Before
Oct 27, 2026 · 00:50 UTC
Analyze SEO and AI visibility
After
Nov 3, 2026 · 00:12 UTC
Track AI visibility & rankings
Declared skills
Before
Oct 27, 2026 · 00:50 UTC
[{"description":"Use connected Rankability evidence for SEO and AI visibility analysis, keyword research, content workflows, and audits. Applies when the user asks to work with Rankability or its client workspaces.","interface":{"brand_c...
After
Nov 3, 2026 · 00:12 UTC
[{"description":"Use connected Rankability evidence for SEO and AI visibility analysis, keyword research, content workflows, and audits. Applies when the user asks to work with Rankability or its client workspaces.","interface":{"brand_c...
---
name: rankability-seo
description: Use connected Rankability evidence for SEO and AI visibility analysis, keyword research, content workflows, and audits. Applies when the user asks to work with Rankability or its client workspaces.
---
# Work with Rankability
Use the connected Rankability MCP server at `https://app.rankability.com/mcp`. Discover the actual tool schemas in the current session; tool availability follows the account's scopes. If the connection is missing, explain how to connect through OAuth using the [setup guide](https://www.rankability.com/mcp-for-seo/).
Resolve the requested client and organization before reading its records. Use saved client Knowledge and evidence where relevant. Do not guess record IDs, mix organizations, or treat absent/stale/partial data as zero or a verified negative result. Cite the saved record, report, capture time, or source supporting a finding.
For an analysis request, start with saved records and read tools. Keep traditional search rankings, AI answer mentions, and AI citations distinct. A cited page alone does not prove that it mentions the tracked brand.
Before starting a paid or consequential operation, read the current usage contract and the applicable estimate/preflight tool. Explain the requested operation, target, and usage impact; obtain the user's approval unless this exact action is already authorized. Use `confirm_cost: true` only when the current tool requires it and that cost is authorized. Do not invent per-action prices for pooled usage accounts.
Use one stable idempotency key for retries of the same logical action. Treat returned job/run IDs as accepted work, not completed results. Poll the provided status route with bounded backoff; honor `Retry-After` and any returned `retry_at`. Stop on an actionable authentication, scope, subscription, validation, or terminal job error. Do not launch a duplicate job after an ambiguous response.
Publishing, deleting records, sending outreach, creating schedules, and triggering fresh scans are separate actions from reading evidence. Keep each within the user's authorization. Never include API keys, OAuth tokens, private customer content, or internal identifiers in public output unless the user explicitly requests an appropriate data export.
Answer with the finding, its evidence and uncertainty, and the next useful action. Describe missing prerequisites plainly. A custom MCP connection or locally installed package is not a platform directory endorsement.
Release notes
Clearer directory listing: updated name, subtitle, description and starter prompts to describe Rankability's SEO, AEO, GEO, AI visibility and rank tracking capabilities. No tool or permission changes.
Declared in the saved package. Remote tools may change independently.
Package details
Publisher declarations from the archived package. These are separate from our research and the live service's terms.