io.github.AutomateLab-tech/ai-seo

NPM · @AUTOMATELAB/AI-SEO-MCP · SCANNED AUG 3

MCP server for AI-SEO auditing: schema, robots.txt, llms.txt, citation scoring, and AEO/GEO rewrites

Available components

+15 this week 50 50 Trust /100

Trust breakdown (6 categories)

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. How we score →

Supply Chain Security70

No malware found by supply-chain analysis.Pass
CVE check failed: a known high-severity CVE affects undici 7.25.0, a direct dependency. A fixed version is available. View diagnostics → Fail
No install/post-install scripts declared.Pass
Only part of the dependency tree could be resolved (126 of 131), so this covers what we could see, not the whole tree. View diagnostics → Partial

Provenance & Transparency19

Repository check failed: the declared repository URL redirects; it must resolve directly. See how to fix → View diagnostics → Fail
Provenance check failed: no build-provenance attestation is published. See how to fix → View diagnostics → Fail
Clear OSI-approved license (MIT).Pass
Actively maintained (last published 55 days ago).Pass
Disclosure check failed: no security disclosure policy was found in the source repository. See how to fix → Fail

Schema Quality & AI Usability66

AI-judged instruction clarity (good).Pass
Tool/resource definitions use about 752 tokens (~57/item across 13 items; 13 tools + 0 resources), lean.Pass
Usage-examples check failed: none of the tools include examples. See how to fix → Fail

Stability & Change Management0

Stability not yet verified: not enough scan history yet (needs a 30-day window).Unverified

Tool Coverage67

100% of tools have a non-trivial description (not blank, and not just the tool's name).Pass
0% of tool parameters carry a description.Fail

Capabilities100

Implements a supported MCP spec version (2025-11-25); the latest is 2026-07-28.Pass

Unverified: 1 category

A category scored 0 because we could not verify it: a data source with nothing on this package, evidence we could not reach, or a check we could not run. We only credit what we can confirm.

Install

Add this component to your MCP client. Where a client-specific snippet is available, pick your client below and copy it straight into your config; otherwise use the connection detail shown.

npm · @automatelab/ai-seo-mcp

Claude Codex opencode OpenClaw Hermes Other

# add to Claude Code

claude mcp add automatelab-tech-ai-seo -- npx -y @automatelab/ai-seo-mcp

# add to Codex CLI

codex mcp add automatelab-tech-ai-seo -- npx -y @automatelab/ai-seo-mcp

// opencode.json

{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "automatelab-tech-ai-seo": {
      "type": "local",
      "command": [
        "npx",
        "-y",
        "@automatelab/ai-seo-mcp"
      ],
      "enabled": true
    }
  }
}

# add to OpenClaw

openclaw mcp add automatelab-tech-ai-seo --command npx --arg -y --arg @automatelab/ai-seo-mcp

# ~/.hermes/config.yaml

mcp_servers:
  automatelab-tech-ai-seo:
    command: "npx"
    args: ["-y", "@automatelab/ai-seo-mcp"]

// mcp.json

{
  "mcpServers": {
    "automatelab-tech-ai-seo": {
      "command": "npx",
      "args": [
        "-y",
        "@automatelab/ai-seo-mcp"
      ]
    }
  }
}

Changelog

Every change we have recorded for this component, newest first. Security-relevant changes are always shown. ▲ marks a change for the better, ▼ a change for the worse; unmarked changes are neutral.

3 Aug 26 +17
- CVE-2026-9697 affects this package: high ▼ security
- CVE-2026-9678 affects this package: high ▼ security
- CVE-2026-6734 affects this package: high ▼ security
- CVE-2026-11525 affects this package: high ▼ security
- GHSA-frvp-7c67-39w9 affects this package: high ▼ security
- CVE-2026-9679 affects this package: high ▼ security
- CVE-2026-6733 affects this package: high ▼ security
- CVE-2026-12151 affects this package: high ▼ security
- Provenance: unverified → fail ▼ security
- Known CVEs: unverified → fail ▼ security
- Install scripts: unverified → pass ▲ security
- License: unverified → pass ▲ functional
- Dependency health: unverified → partial ▲ functional
- Maintenance: unverified → pass ▲ functional
- Schema quality: unverified → good ▲ functional
- Licence: MIT functional
2 Aug 26 +5
- Stability: Stability not yet verified: not enough scan history yet (needs a 30-day window). security
- MCP protocol: unverified → pass ▲ functional
1 Aug 26 +11
- We updated how we score, so this day's move reflects our rubric, not a change to the server See what changed → functional
31 Jul 26 −18
- Malware scan: pass → unverified ▼ security
27 Jul 26 35

First indexed and scored.

Show 2 earlier entries Hide earlier entries

Diagnostics

Diagnostic detail from the automated scan of this channel: what the scanner observed at each step, so you can see exactly where a check passed or failed. It is informational only and never changes the trust score.

Captured 3 Aug 2026 · Analysed npm/@automatelab/[email protected]

Provenance none

Ecosystem: npm · Outcome: none

Vulnerabilities 8 findings

ID	CVE	Severity	Vector	Fix available
GHSA-frvp-7c67-39w9		medium	CVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:H/I:N/A:N	yes
GHSA-35p6-xmwp-9g52	CVE-2026-6733	low	CVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:N/I:L/A:N	yes
GHSA-g8m3-5g58-fq7m	CVE-2026-11525	low	CVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:N/I:L/A:N	yes
GHSA-hm92-r4w5-c3mj	CVE-2026-6734	high	CVSS:3.1/AV:N/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H	yes
GHSA-p88m-4jfj-68fv	CVE-2026-9679	medium	CVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:N/I:H/A:N	yes
GHSA-pr7r-676h-xcf6	CVE-2026-9678	medium	CVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:H/I:N/A:N	yes
GHSA-vmh5-mc38-953g	CVE-2026-9697	high	CVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:H/I:H/A:N	yes
GHSA-vxpw-j846-p89q	CVE-2026-12151	high	CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H	yes

Dependencies 126 packages

126 packages in the resolved dependency tree · 126 deprecated · 32 stale.

The dependency tree was only partially resolved, so these counts may be incomplete.

MCP tools — 13 exposed · ~752 tokens

The tools this component advertises to a client, with an estimated token cost for each. Expand a tool to see its parameters and schema. The per-tool counts are indicative and are not scored directly; the schema's total context footprint is one signal in Schema Quality & AI Usability.

Tool Tokens

audit_canonical ~44

Audit canonical link integrity, trailing-slash hygiene, self-referencing, and og:url consistency.

Input Output Examples

Name	Type	Req	Description
respect_robots	boolean	—	—
url	string	yes	—

No output schema declared.

No examples provided.

audit_page ~62

Run a full AI-SEO audit on a single URL and return categorized findings with severity, fix instructions, and a 0-100 score.

Input Output Examples

Name	Type	Req	Description
include_raw_html	boolean	—	—
respect_robots	boolean	—	—
url	string	yes	—

No output schema declared.

No examples provided.

audit_schema ~56

Validate JSON-LD structured data on a URL or raw JSON string against Schema.org rules and AI-citation best practices.

Input Output Examples

Name	Type	Req	Description
respect_robots	boolean	—	—
schema_json	string	—	—
url	string	—	—

No output schema declared.

No examples provided.

check_robots ~38

Parse a domain's robots.txt and report per-crawler allow/disallow posture for all known AI crawlers.

Input Output Examples

Name	Type	Req	Description
domain	string	yes	—

No output schema declared.

No examples provided.

check_sitemap ~49

Validate a domain's XML sitemap for presence, accessibility, URL count, lastmod freshness, and AI-search attributes.

Input Output Examples

Name	Type	Req	Description
domain	string	yes	—
max_urls_to_check	integer	—	—

No output schema declared.

No examples provided.

check_technical ~52

Audit a page's HEAD for canonical, OpenGraph, Twitter Card, hreflang, HTTPS, noindex, and title hygiene.

Input Output Examples

Name	Type	Req	Description
respect_robots	boolean	—	—
url	string	yes	—

No output schema declared.

No examples provided.

extract_entities ~52

Extract named entities, linked concepts, and sameAs graph nodes from a page's content and structured data.

Input Output Examples

Name	Type	Req	Description
respect_robots	boolean	—	—
text	string	—	—
url	string	—	—

No output schema declared.

No examples provided.

generate_llms_txt ~70

Generate a valid llms.txt (and optionally llms-full.txt) for a domain from its sitemap.

Input Output Examples

Name	Type	Req	Description
domain	string	yes	—
include_full	boolean	—	—
max_pages	integer	—	—
site_description	string	—	—
site_name	string	—	—

No output schema declared.

No examples provided.

rewrite_for_aeo ~78

Rewrite a content block for Answer Engine Optimization - adds BLUF opening, FAQ structure, and schema additions.

Input Output Examples

Name	Type	Req	Description
format	string	—	—
max_words	integer	—	—
respect_robots	boolean	—	—
target_query	string	yes	—
text	string	—	—
url	string	—	—

No output schema declared.

No examples provided.

rewrite_for_geo ~77

Rewrite a content block for Generative Engine Optimization - entity-rich, comparison-ready, synthesis-friendly.

Input Output Examples

Name	Type	Req	Description
add_comparison_table	boolean	—	—
max_words	integer	—	—
respect_robots	boolean	—	—
target_query	string	yes	—
text	string	—	—
url	string	—	—

No output schema declared.

No examples provided.

score_ai_overview_eligibility ~52

Score a page's probability of appearing in Google AI Overviews using published 2025-2026 correlation factors.

Input Output Examples

Name	Type	Req	Description
respect_robots	boolean	—	—
url	string	yes	—

No output schema declared.

No examples provided.

score_citation_worthiness ~69

Score how citable a page or text block is for AI engines: BLUF, FAQ patterns, statistic density, entity clarity.

Input Output Examples

Name	Type	Req	Description
respect_robots	boolean	—	—
target_query	string	—	—
text	string	—	—
url	string	—	—

No output schema declared.

No examples provided.

validate_llms_txt ~53

Validate an existing llms.txt or llms-full.txt against the spec, checking structure and broken links.

Input Output Examples

Name	Type	Req	Description
check_links	boolean	—	—
content	string	—	—
url	string	—	—

No output schema declared.

No examples provided.

On this page

Handy links

Scoring key

80+ high trust
60–79 medium
below 60 low

How we score

Score history · last 30 days

27 Jul 3 Aug