# AI Agent Search Optimization (npm · mcp-server-ai-agent-search-optimization)

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

- Trust score: 62/100 (medium)
- Change this week: +20
- Registry status: active
- Liveness: live
- Owner verified: no
- Last scored: 2026-08-03

## Components

- npm · `mcp-server-ai-agent-search-optimization`: 62/100 (this document), [markdown](https://verifymcp.io/servers/seyitkaangunes-ai-agent-search-optimization/mcp-server-ai-agent-search-optimization.md), [page](https://verifymcp.io/servers/seyitkaangunes-ai-agent-search-optimization/mcp-server-ai-agent-search-optimization)

## Channel facts

- Registry: `npm`
- Package: `mcp-server-ai-agent-search-optimization`
- Version: `0.1.1`
- Transport: `stdio`

## Trust breakdown

How this component scores in each security and reliability category. Every signal is checked automatically from public evidence about the published package, including repeated runs of it in an isolated sandbox, and we only credit what we can confirm. Scores are 0–100 per category. Scoring method: https://verifymcp.io/docs/scoring (what has changed: https://verifymcp.io/docs/scoring/changelog)

Scored 2026-08-03.

- **Supply Chain Security**: 87/100
  - No malware found by supply-chain analysis.
  - Only part of the dependency tree could be resolved (95 of 99), so this covers what we could see, not the whole tree.
  - No install/post-install scripts declared.
  - Only part of the dependency tree could be resolved (95 of 99), so this covers what we could see, not the whole tree.
- **Provenance & Transparency**: 19/100
  - Repository check failed: no source repository is declared.
  - Provenance check failed: no build-provenance attestation is published.
  - Clear OSI-approved license (MIT).
  - Actively maintained (last published 45 days ago).
  - Disclosure check failed: no security disclosure policy was found in the source repository.
- **Schema Quality & AI Usability**: 64/100
  - 50% of prompts and resources have a non-trivial description (not blank, and not just the item's name).
  - AI-judged instruction clarity (good).
  - Tool/resource definitions use about 416 tokens (~69/item across 6 items; 3 tools + 3 resources), lean.
  - Usage-examples check failed: none of the tools include examples.
- **Stability & Change Management**: 27/100
  - Stability observed for 8 of 30 days with no destabilising changes; credit accrues until the full window elapses.
- **Tool Coverage**: 100/100
  - 100% of tools have a non-trivial description (not blank, and not just the tool's name).
  - 100% of tool parameters carry a description.
- **Capabilities**: 100/100
  - Implements a supported MCP spec version (2025-11-25); the latest is 2026-07-28.

## Install

### Claude

```bash
claude mcp add seyitkaangunes-ai-agent-search-optimization -- npx -y mcp-server-ai-agent-search-optimization
```

### Codex

```bash
codex mcp add seyitkaangunes-ai-agent-search-optimization -- npx -y mcp-server-ai-agent-search-optimization
```

### opencode

```json
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "seyitkaangunes-ai-agent-search-optimization": {
      "type": "local",
      "command": [
        "npx",
        "-y",
        "mcp-server-ai-agent-search-optimization"
      ],
      "enabled": true
    }
  }
}
```

### OpenClaw

```bash
openclaw mcp add seyitkaangunes-ai-agent-search-optimization --command npx --arg -y --arg mcp-server-ai-agent-search-optimization
```

### Hermes

```yaml
mcp_servers:
  seyitkaangunes-ai-agent-search-optimization:
    command: "npx"
    args: ["-y", "mcp-server-ai-agent-search-optimization"]
```

### Other

```json
{
  "mcpServers": {
    "seyitkaangunes-ai-agent-search-optimization": {
      "command": "npx",
      "args": [
        "-y",
        "mcp-server-ai-agent-search-optimization"
      ]
    }
  }
}
```

## Changelog

Every change recorded for this component, newest first. Days that predate change tracking, or that we cannot explain, say so: "we were watching and nothing happened" and "we were not watching" are different claims.

### 2026-08-03 (score 62, +1)

No change was recorded against any check on this day. Stability & Change Management went from 23 to 27. That category is still filling its 30-day observation window: 7 days of observed history at the previous scan, 8 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-08-02 (score 61, +59)

- [security regression] Provenance: unverified → fail
- [security improvement] Install scripts: unverified → pass
- [security improvement] Known CVEs: unverified → partial
- [security improvement] Malware scan: unverified → pass
- [functional regression] Security disclosure: unverified → fail
- [functional regression] Dependency health: partial → unverified
- [functional improvement] License: unverified → pass
- [functional improvement] Maintenance: unverified → pass
- [functional improvement] MCP protocol: unverified → pass
- [functional improvement] Stability: unverified → 0.23
- [functional improvement] Schema quality: unverified → good
- [functional improvement] Tool coverage: unverified → 100
- [functional improvement] Schema quality: unverified → 50
- [functional] Licence: MIT

### 2026-08-01 (score 2, −22)

- [functional] We updated how we score, so this day's move reflects our rubric, not a change to the server

### 2026-07-31 (score 24, −18)

- [security regression] Malware scan: pass → unverified

### 2026-07-27 (score 42)

First indexed and scored.

## MCP tools (3)

### `audit_site` (~107 tokens)

Audit a website URL for AI search readiness: crawler access, robots.txt, llms.txt, sitemap discovery, schema, visible text, and citation-readiness blockers.

Input parameters:

- `agents` (array): Optional crawler user agents to check against robots.txt.
- `brand` (string): Optional brand/entity name to check in crawlable page text.
- `format` (string): Output format. Defaults to json.
- `url` (string, required): Website URL to audit. Only http and https URLs are supported.

### `build_llms_txt` (~138 tokens)

Generate a concise /llms.txt draft as a curated map for AI agents. This is not a ranking guarantee.

Input parameters:

- `fromSitemap` (boolean): Whether to include a sample of URLs from /sitemap.xml.
- `links` (array): Optional curated links. Relative URLs are resolved against the site origin.
- `name` (string, required): Brand, product, or website name.
- `site` (string, required): Website origin, e.g. https://example.com.
- `sitemapLimit` (integer): Maximum sitemap URLs to include when fromSitemap is true.
- `summary` (string, required): One-sentence positioning summary for AI agents.

### `prompt_matrix` (~150 tokens)

Generate reusable AI visibility prompts for ChatGPT, Perplexity, Google AI Mode, and similar answer engines.

Input parameters:

- `audience` (string): Target audience. Defaults to buyers.
- `brand` (string, required): Brand/entity name.
- `category` (string, required): Product, service, or market category.
- `competitors` (array): Competitor names for comparison prompts.
- `format` (string): Output format. Defaults to json.
- `location` (string): Location for local-intent prompts. Defaults to the United States.
- `pains` (array): Customer problems for problem-intent prompts.
- `surface` (string): AI surfaces to track. Defaults to ChatGPT, Perplexity, Google AI Mode.

## Diagnostics

Captured diagnostic sections: Provenance, Dependencies. The full working is on the page: https://verifymcp.io/servers/seyitkaangunes-ai-agent-search-optimization/mcp-server-ai-agent-search-optimization#diagnostics

## Score history

- 2026-08-03: 62
- 2026-08-02: 61
- 2026-08-01: 2
- 2026-07-31: 24
- 2026-07-30: 42
- 2026-07-28: 42
- 2026-07-27: 42

## Links

- npm package: https://www.npmjs.com/package/mcp-server-ai-agent-search-optimization
- Socket report: https://socket.dev/npm/package/mcp-server-ai-agent-search-optimization
- Changelog RSS feed: https://verifymcp.io/servers/seyitkaangunes-ai-agent-search-optimization/mcp-server-ai-agent-search-optimization/changelog.xml
- Changelog JSON feed: https://verifymcp.io/servers/seyitkaangunes-ai-agent-search-optimization/mcp-server-ai-agent-search-optimization/changelog.json
- HTML version of this page: https://verifymcp.io/servers/seyitkaangunes-ai-agent-search-optimization/mcp-server-ai-agent-search-optimization