AI Agent Search Optimization MCP server

by SeyitKaanGunes·io.github.SeyitKaanGunes/ai-agent-search-optimization·v0.1.1·2 stars

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

B82/100grade B

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Safety scan

B82/100

Adoption

New

2 stars36 downloads/wk

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Nobody has reviewed AI Agent Search Optimization yet.

If you have run it, two minutes of your experience saves the next person an afternoon.

write = sends, deletes, buys or posts

Read from the package source without running it. The installed server may list more.

audit_site
Audit a website URL for AI search readiness: crawler access, robots.txt, llms.txt, sitemap discovery, schema, visible text, and citation-readiness blockers.
build_llms_txt
Generate a concise /llms.txt draft as a curated map for AI agents. This is not a ranking guarantee.
prompt_matrix
Generate reusable AI visibility prompts for ChatGPT, Perplexity, Google AI Mode, and similar answer engines.

scanner v0.1.9 · 2026-09-26 · same rubric, same numbers if you re-run it

no findings

Code scan19 source files scanned25/25
–Live reliabilityno gateway calls yet and no remote to proben/a
–Tool poisoningtools not inspected (local package is not executed); not countedn/a
Auth qualitylocal package, no credentials required12/15
Maintenancelast push 100 days ago8/15
Maintainer identityregistry namespace matches repository owner; GitHub account older than a year8/10

Overall 82/100. Components that don't apply are left out of the denominator. Any critical finding is an F.Rubric Appeal a finding JSON

Against every graded AI and agents MCP server, from our own scans and uptime checks. Updated after each scan run.

Safety score: 82/100; higher than 65% of 4,460 AI and agents servers
Tools: 3; the typical AI and agents server has 6
Tools that change things: 0%; typical: 0%. Fewer write tools means less an agent can break
GitHub stars: 2; more than 65% of 2,711 AI and agents servers
Downloads a week: 36; more than 27% of 1,538 AI and agents servers with a package

What its tools let an agent do: 3 read

Runs npx -y mcp-server-ai-agent-search-optimization on your machine. Read the scan report first; the gateway never runs local packages.

claude mcp add ai-agent-search-optimization -- npx -y mcp-server-ai-agent-search-optimization

Is AI Agent Search Optimization MCP server safe?: Mostly: it is graded B (82/100). Read the AI Agent Search Optimization safety report
How do I install AI Agent Search Optimization?: It runs on your machine. Copy the Claude Code, Cursor, VS Code or Claude Desktop config from the install section.
Does AI Agent Search Optimization need an API key?: Not as far as the registry entry and our scan can tell: no credentials are declared or required.
Is AI Agent Search Optimization maintained?: The last commit was 139 days ago (2026-06-18). The latest release is v0.1.1.
What can I use instead of AI Agent Search Optimization?: Servers from other publishers that do the same job: Image MCP server, PaperBanana MCP server and Agent-Native Slides MCP server.
How does AI Agent Search Optimization compare with other AI and agents MCP servers?: safety score 82/100 (higher than 65% of 4,460 AI and agents servers); tools 3 (the typical AI and agents server has 6); tools that change things 0% (typical: 0%. Fewer write tools means less an agent can break). Full comparison.

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