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ai-landing-context-audit

Assesses on-site engagement quality when a user lands on the page from an AI citation, ensuring context continuity and intent match.

Skill by mahinigam

IndexedMIT
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Install

Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.

npx agentmarket install skill/mahinigam-ai-landing-context-audit

Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.

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About

Assesses on-site engagement quality when a user lands on the page from an AI citation, ensuring context continuity and intent match.

Use cases: security, research

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Permissions

What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.

Tools
No tools found
Secrets
None asked for
Install scripts
None found
Runs as
Python package

Network hosts it talks to 1

  • codeload.github.com · found in install command

Files it touches

  • ~/.claude/skills/ai-landing-context-audit

What's inside

Skill name
ai-landing-context-audit
Description
Assesses on-site engagement quality when a user lands on the page from an AI citation, ensuring context continuity and intent match.
License
MIT
Instructions
19 lines in SKILL.md · view on GitHub

Before installing

  • Ships executable scripts

Agent Skills spec issues

  • allowed-tools: must be a space-separated string

Files (2)

  • SKILL.md
  • audit.py · scripts/

SKILL.md (first lines)

# AI Landing Context Audit

## When to use
Use this skill to determine if the destination URLs cited by an AI assistant preserve the user's context and help them continue their journey without high recovery cost.

## Inputs
- `AuditContext` containing sampled pages and their HTML content.

## Procedure
1. Check if the page `<title>` and main heading (`<h1>`) clearly identify the subject the user is landing to see.
2. Simulate an AI answering a specific claim and verify that the exact claim text passes the early-page visibility proxy (using a character-index threshold in the visible text) rather than being buried.
3. Detect generic routing (e.g., redirecting all deep links to the homepage) or disruptive full-page modals.
4. Check for clear navigation or next-step actions.
5. Generate findings if the landing context is poor or breaks continuity.

## Output
Appends Findings to the `AuditContext`.

From mahinigam/skill-marketplace, MIT.

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Last commit (this folder)
Sep 9, 2026 (1 month ago)

From GitHub (fetched Oct 24, 2026).

Details

License
MIT
First seen
Oct 24, 2026
Last checked
Oct 24, 2026

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ai-landing-context-audit skill. Agent Mart. https://agentmart.dev/skills/mahinigam-ai-landing-context-audit (last updated 2026-10-24)