AI Agent Search Optimization

io.github.SeyitKaanGunesPublished by GitHub account SeyitKaanGunesv0.1.1Updated Oct 24, 2026

Audit AI search readiness, generate llms.txt drafts, and build GEO/AEO prompt matrices for websites.

VerifiedSTDIODesktop onlyWeb Search & Scraping

Overview

AI-generated overview

A local MCP server that audits a website's readiness for AI search, drafts llms.txt files, and builds GEO/AEO prompt matrices.

What you can do
Audit a website's AI search readiness and report on how well it is set up for AI-driven discovery and answer engines. Generate draft llms.txt files for a site. Build GEO/AEO prompt matrices to plan the queries and prompts a site should be found for.
When to use it
Useful when preparing or reviewing a website for visibility in AI assistants and answer engines, or when you need a starting llms.txt draft and a structured prompt matrix rather than writing them by hand.
Requirements
Runs as a local process on the user's machine via the npm package mcp-server-ai-agent-search-optimization over stdio. Desktop client only; no web-hosted version. No authentication, environment variables or headers are declared.
Before you install
It produces drafts and audit output, so review generated llms.txt content and prompt matrices before publishing. No credentials, payments or write actions are declared, but confirm what site data the audit reads before pointing it at a site.

Installation

In SourceWeft

  1. Open AI Agent Search Optimization in the dashboard and add it to a workspace.
  2. Enable the server for the chats that should use its tools.

Desktop only via STDIO. STDIO servers start a local process, so they need the SourceWeft desktop host.

Tools

0
SourceWeft has not started this package in its sandbox yet, so its tools are not known.

Version history

1
  1. v0.1.1LatestSep 16, 2026

Score

25% of the applicable checks met

How complete this listing is, computed from the registry entry, the endpoint and public sources. Not a rating of the server and not a statement that it is safe or working today: reachability is a dated check, and no installs or reviews go into the score.

  • Reached in the last 30 days25 pts

    Keep the endpoint answering the MCP handshake; SourceWeft probes it every 30 days.

  • Auth declared10 pts

    Declare the credential headers in the registry entry, or keep the endpoint answering the probe so its auth can be classified.

  • Tools listed15 pts

    Answer tools/list without a credential, or ship a package that starts in a sandbox without one.

  • DescriptionRequired15 pts
  • Logo10 pts
  • Documentation15 pts

    Declare a GitHub repository with a README, or serve resource_documentation in the OAuth protected-resource metadata.

  • License10 pts

    Declare a license in the repository or the registry entry.