AutomateLab AI SEO Magic Button

Server Details

Audit a website for AEO and GEO, then generate a prioritized plan your agent can execute. Built and hosted by AutomateLab, using AI-SEO and Citation Intelligence MCPs. Product and documentation: https://automatelab.tech/products/skills-and-plugins/ai-seo-magic-button/

Ownership verified

Status: Healthy
Uptime: 97.1% over 22 days
Last Tested: 2026-10-23 22:11
Transport: Streamable HTTP · MCP 2025-11-25
URL

TDQS

A4.1/5.0

Scored 2026-10-02 14:50 across 1 tool

Disambiguation5/5

There is only one tool, so there is no possibility of misselection or overlap with a sibling tool. Its purpose is stated precisely: full-site AEO/GEO audit producing a plan.json and checklist.

Naming Consistency4/5

The single name generate_seo_plan follows a clear verb_noun snake_case convention and is self-descriptive. With only one tool there is no broader pattern to confirm consistency against, which slightly tempers the score.

Tool Count3/5

A one-tool 'magic button' matches the branding of a single end-to-end automation, but the surface is thin: there is no way to inspect intermediate audit results, list prior plans, or re-run against a subset of pages. Acceptable for a one-shot workflow, borderline for a platform.

Completeness3/5

The audit-and-plan step is covered, but the lifecycle is a dead end: the description explicitly notes it produces a plan rather than edits, and there are no tools to retrieve, update, validate, or execute a previously generated plan. Agents doing follow-up work must leave the server entirely.

Available Tools

1 tool

generate_seo_planGenerate a whole-site AI-SEO plan

Read-onlyIdempotent

Inspect

Crawl a site, run a whole-site AEO/GEO audit (via the ai-seo + citation-intelligence engines), and return a portable, agent-executable plan.json plus a markdown checklist. This produces an actionable PLAN, not direct edits.

ParametersJSON Schema

Name	Required	Description
`pages`	No	Max pages to audit (default 10)
`domain`	Yes	Site to audit — hostname or origin, e.g. example.com
`include_info`	No	Include purely-informational findings (non-actionable notes). Off by default.

Output Schema

ParametersJSON Schema

Name	Required	Description
`items`	Yes
`target`	Yes
`summary`	Yes
`generator`	Yes
`generated_at`	Yes
`schema_version`	Yes

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

1 tool updateOct 22, 2026

Changedgenerate_seo_plan20 fields changed

removedOutput schema / properties / domain

Removed value: -{
-  "type": "string"
-}

addedOutput schema / properties / generator
```
Added value: +{
+  "type": "string"
+}
```
removedOutput schema / properties / items / items / properties / action / additionalProperties
```
Removed value: -false
```

addedOutput schema / properties / items / items / properties / action / anyOf

Added value: +[
+  {
+    "additionalProperties": false,
+    "properties": {
+      "out_path": {
+        "type": "string"
+      },
+      "params": {
+        "additionalProperties": false,
+        "properties": {
+          "domain": {
+            "type": "string"
+          },
+          "max_pages": {
+            "type": "number"
+          }
+        },
+        "required": [
+          "domain"
+        ],
+        "type": "object"
+      },
+      "tool": {
+        "const": "llms_txt_generate",
+        "type": "string"
+      },
+      "type": {
+        "const": "generate_llms_txt",
+        "type": "string"
+      }
+    },
+    "required": [
+      "type",
+      "tool",
+      "params",
+      "out_path"
+    ],
+    "type": "object"
+  },
+  {
+    "additionalProperties": false,
+    "properties": {
+      "out_path": {
+        "type": "string"
+      },
+      "params": {
+        "additionalProperties": false,
+        "properties": {
+          "domain": {
+            "type": "string"
+          },
+          "pricing_url": {
+            "type": "string"
+          }
+        },
+        "required": [
+          "domain"
+        ],
+        "type": "object"
+      },
+      "tool": {
+        "const": "pricing_generate",
+        "type": "string"
+      },
+      "type": {
+        "const": "generate_pricing_md",
+        "type": "string"
+      }
+    },
+    "required": [
+      "type",
+      "tool",
+      "params",
+      "out_path"
+    ],
+    "type": "object"
+  },
+  {
+    "additionalProperties": false,
+    "properties": {
+      "params": {
+        "additionalProperties": false,
+        "properties": {
+          "format": {
+            "type": "string"
+          },
+          "max_words": {
+            "type": "number"
+          },
+          "target_query": {
+            "type": "string"
+          },
+          "text": {
+            "type": "string"
+          },
+          "url": {
+            "type": "string"
+          }
+        },
+        "required": [
+          "target_query"
+        ],
+        "type": "object"
+      },
+      "tool": {
+        "const": "rewrite_aeo",
+        "type": "string"
+      },
+      "type": {
+        "const": "rewrite_aeo",
+        "type": "string"
+      }
+    },
+    "required": [
+      "type",
+      "tool",
+      "params"
+    ],
+    "type": "object"
+  },
+  {
+    "additionalProperties": false,
+    "properties": {
+      "params": {
+        "additionalProperties": false,
+        "properties": {
+          "add_comparison_table": {
+            "type": "boolean"
+          },
+          "max_words": {
+            "type": "number"
+          },
+          "target_query": {
+            "type": "string"
+          },
+          "text": {
+            "type": "string"
+          },
+          "url": {
+            "type": "string"
+          }
+        },
+        "required": [
+          "target_query"
+        ],
+        "type": "object"
+      },
+      "tool": {
+        "const": "rewrite_geo",
+        "type": "string"
+      },
+      "type": {
+        "const": "rewrite_geo",
+        "type": "string"
+      }
+    },
+    "required": [
+      "type",
+      "tool",
+      "params"
+    ],
+    "type": "object"
+  },
+  {
+    "additionalProperties": false,
+    "properties": {
+      "jsonld": {
+        "additionalProperties": {},
+        "type": "object"
+      },
+      "type": {
+        "const": "insert_schema",
+        "type": "string"
+      }
+    },
+    "required": [
+      "type",
+      "jsonld"
+    ],
+    "type": "object"
+  },
+  {
+    "additionalProperties": false,
+    "properties": {
+      "instructions": {
+        "type": "string"
+      },
+      "type": {
+        "const": "manual",
+        "type": "string"
+      }
+    },
+    "required": [
+      "type",
+      "instructions"
+    ],
+    "type": "object"
+  }
+]

removedOutput schema / properties / items / items / properties / action / properties

Removed value: -{
-  "params": {
-    "additionalProperties": {},
-    "type": "object"
-  },
-  "tool": {
-    "type": "string"
-  }
-}

removedOutput schema / properties / items / items / properties / action / required
```
Removed value: -[
-  "tool",
-  "params"
-]
```
removedOutput schema / properties / items / items / properties / action / type
```
Removed value: -"object"
```

changedOutput schema / properties / items / items / properties / category / enum

Previous value: -[
-  "schema",
-  "structure",
-  "citation",
-  "content"
-]New value: +[
+  "schema",
+  "structure",
+  "robots",
+  "technical",
+  "freshness",
+  "llms_txt",
+  "citation",
+  "evidence",
+  "trust",
+  "entity",
+  "content"
+]

addedOutput schema / properties / items / items / properties / failure_signal
```
Added value: +{
+  "type": "string"
+}
```
addedOutput schema / properties / items / items / properties / id
```
Added value: +{
+  "type": "string"
+}
```
addedOutput schema / properties / items / items / properties / leading_indicator
```
Added value: +{
+  "type": "string"
+}
```
addedOutput schema / properties / items / items / properties / priority
```
Added value: +{
+  "type": "number"
+}
```
addedOutput schema / properties / items / items / properties / rationale
```
Added value: +{
+  "type": "string"
+}
```
addedOutput schema / properties / items / items / properties / source_file
```
Added value: +{
+  "type": [
+    "string",
+    "null"
+  ]
+}
```

changedOutput schema / properties / items / items / required

Previous value: -[
-  "url",
-  "category",
-  "severity",
-  "title",
-  "expected_score_delta",
-  "action",
-  "acceptance"
-]New value: +[
+  "id",
+  "url",
+  "source_file",
+  "category",
+  "severity",
+  "title",
+  "rationale",
+  "priority",
+  "expected_score_delta",
+  "action",
+  "acceptance"
+]

removedOutput schema / properties / pages_audited
```
Removed value: -{
-  "type": "number"
-}
```

addedOutput schema / properties / schema_version

Added value: +{
+  "const": "1.0",
+  "type": "string"
+}

addedOutput schema / properties / summary

Added value: +{
+  "additionalProperties": false,
+  "properties": {
+    "avg_score": {
+      "type": "number"
+    },
+    "by_severity": {
+      "additionalProperties": {
+        "type": "number"
+      },
+      "propertyNames": {
+        "enum": [
+          "critical",
+          "high",
+          "medium",
+          "low",
+          "info"
+        ]
+      },
+      "type": "object"
+    },
+    "est_total_delta": {
+      "type": "number"
+    },
+    "grade": {
+      "type": "string"
+    },
+    "pages_audited": {
+      "type": "number"
+    },
+    "platform_readiness": {
+      "additionalProperties": false,
+      "properties": {
+        "chatgpt": {
+          "type": "number"
+        },
+        "gemini": {
+          "type": "number"
+        },
+        "google_ai_overview": {
+          "type": "number"
+        },
+        "perplexity": {
+          "type": "number"
+        }
+      },
+      "type": "object"
+    },
+    "score_caps": {
+      "items": {
+        "type": "string"
+      },
+      "type": "array"
+    },
+    "total_items": {
+      "type": "number"
+    }
+  },
+  "required": [
+    "pages_audited",
+    "avg_score",
+    "grade",
+    "total_items",
+    "est_total_delta",
+    "by_severity"
+  ],
+  "type": "object"
+}

addedOutput schema / properties / target
```
Added value: +{
+  "type": "string"
+}
```

changedOutput schema / required

Previous value: -[
-  "domain",
-  "pages_audited",
-  "generated_at",
-  "items"
-]New value: +[
+  "schema_version",
+  "target",
+  "generated_at",
+  "generator",
+  "summary",
+  "items"
+]

1 tool updateOct 2, 2026
- First observedgenerate_seo_plan

Publisher details

Operator: AutomateLab · Publisher source
Operator website: https://automatelab.tech/ · Publisher source
Vendor relationship: First-party · Publisher source
Documentation: https://automatelab.tech/products/skills-and-plugins/ai-seo-magic-button/ · Publisher source
Trust center: Not available
Restrictions: No authentication is required to connect or discover tools. Citation checks may require your own engine API key. · Publisher source

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