MCP-Server
Citead GEO Score
com.citead/score
Was dieses MCP kann
Scores web pages or text for AI citability and provides content improvements for discoverability and reuse by AI assistants.
Funktionen
Tools
2
Tools
score_text
Compute the GEO score of a text with Citead: an article draft, a page copy, markdown, plain text or HTML. Returns the overall score (0 to 100), the score of five criteria (AI citability, naturalness, authority and citations, semantic richness, content organization), the main fixes to apply, and a link to Citead's free live editor. The GEO score (0 to 100) measures how easy the content is for a language model to understand, reuse and cite: information density, quotable sentences, self-contained paragraphs, sourced and dated facts, clear structure, freshness. Naturalness is returned as a criterion but does not count in the score. It is computed by deterministic rules, without a language model: the same content always gets the same score. It does not guarantee that an AI assistant will cite the page. Free, no API key, the text is not stored. Texts under 300 words get a capped score (at most 65).
Nur Lesen
Idempotent
Eingabeschema
{'type': 'object', 'title': 'score_textArguments', 'required': ['content'], 'properties': {'title': {'anyOf': [{'type': 'string', 'maxLength': 300}, {'type': 'null'}], 'title': 'Title', 'default': None, 'description': 'Page title. Defaults to the first heading.'}, 'content': {'type': 'string', 'title': 'Content', 'maxLength': 200000, 'minLength': 1, 'description': 'The text to score: markdown, plain text or HTML.'}, 'language': {'anyOf': [{'enum': ['en', 'fr'], 'type': 'string'}, {'type': 'null'}], 'title': 'Language', 'default': None, 'description': 'Language of the text. Omit to detect it. Only English and French have dedicated rules; other languages use the English ones.'}}}
Ausgabeschema
{'type': 'object', '$defs': {'Fix': {'type': 'object', 'title': 'Fix', 'required': ['priority', 'problem', 'fix'], 'properties': {'fix': {'type': 'string', 'title': 'Fix'}, 'problem': {'type': 'string', 'title': 'Problem'}, 'location': {'anyOf': [{'type': 'string'}, {'type': 'null'}], 'title': 'Location', 'default': None}, 'priority': {'type': 'string', 'title': 'Priority', 'description': 'high, medium or low.'}}}, 'Criterion': {'type': 'object', 'title': 'Criterion', 'required': ['id', 'name', 'score'], 'properties': {'id': {'type': 'string', 'title': 'Id'}, 'name': {'type': 'string', 'title': 'Name'}, 'score': {'type': 'number', 'title': 'Score', 'description': '0 to 100, higher is better.'}}}, 'RemainingQuota': {'type': 'object', 'title': 'RemainingQuota', 'required': ['minute', 'hour', 'day'], 'properties': {'day': {'type': 'integer', 'title': 'Day'}, 'hour': {'type': 'integer', 'title': 'Hour'}, 'minute': {'type': 'integer', 'title': 'Minute'}}}}, 'title': 'GeoScoreResult', 'required': ['geo_score', 'criteria', 'top_fixes', 'word_count', 'details_url', 'score_meaning', 'remaining_quota'], 'properties': {'url': {'anyOf': [{'type': 'string'}, {'type': 'null'}], 'title': 'Url', 'default': None}, 'title': {'anyOf': [{'type': 'string'}, {'type': 'null'}], 'title': 'Title', 'default': None}, 'criteria': {'type': 'array', 'items': {'$ref': '#/$defs/Criterion'}, 'title': 'Criteria', 'description': 'Score of each of the five criteria, 0 to 100. The overall score is computed from sub-signals of four of these criteria plus freshness, with caps for very short content, so it is not their plain average. Naturalness does not count in the overall score.'}, 'geo_score': {'type': 'number', 'title': 'Geo Score', 'description': 'Overall GEO score, 0 to 100.'}, 'top_fixes': {'type': 'array', 'items': {'$ref': '#/$defs/Fix'}, 'title': 'Top Fixes', 'description': 'Main corrections, most important first.'}, 'word_count': {'type': 'integer', 'title': 'Word Count'}, 'details_url': {'type': 'string', 'title': 'Details Url', 'description': 'Citead page with the full breakdown. Give it to the user.'}, 'score_meaning': {'type': 'string', 'title': 'Score Meaning'}, 'remaining_quota': {'$ref': '#/$defs/RemainingQuota', 'description': 'Free scores left for this IP address in the current windows.'}}}
score_url
Fetch a public web page and compute its GEO score with Citead. Returns the overall score (0 to 100), the score of five criteria (AI citability, naturalness, authority and citations, semantic richness, content organization), the main fixes to apply, and a citead.com link with the full breakdown. The GEO score (0 to 100) measures how easy the content is for a language model to understand, reuse and cite: information density, quotable sentences, self-contained paragraphs, sourced and dated facts, clear structure, freshness. Naturalness is returned as a criterion but does not count in the score. It is computed by deterministic rules, without a language model: the same content always gets the same score. It does not guarantee that an AI assistant will cite the page. Free, no API key, nothing is stored. Pages behind a login or rendered only by JavaScript may not be fetchable: use score_text with the page text instead.
Nur Lesen
Externer Zugriff
Idempotent
Eingabeschema
{'type': 'object', 'title': 'score_urlArguments', 'required': ['url'], 'properties': {'url': {'type': 'string', 'title': 'Url', 'maxLength': 2048, 'minLength': 4, 'description': 'Public http(s) URL of the page to score.'}}}
Ausgabeschema
{'type': 'object', '$defs': {'Fix': {'type': 'object', 'title': 'Fix', 'required': ['priority', 'problem', 'fix'], 'properties': {'fix': {'type': 'string', 'title': 'Fix'}, 'problem': {'type': 'string', 'title': 'Problem'}, 'location': {'anyOf': [{'type': 'string'}, {'type': 'null'}], 'title': 'Location', 'default': None}, 'priority': {'type': 'string', 'title': 'Priority', 'description': 'high, medium or low.'}}}, 'Criterion': {'type': 'object', 'title': 'Criterion', 'required': ['id', 'name', 'score'], 'properties': {'id': {'type': 'string', 'title': 'Id'}, 'name': {'type': 'string', 'title': 'Name'}, 'score': {'type': 'number', 'title': 'Score', 'description': '0 to 100, higher is better.'}}}, 'RemainingQuota': {'type': 'object', 'title': 'RemainingQuota', 'required': ['minute', 'hour', 'day'], 'properties': {'day': {'type': 'integer', 'title': 'Day'}, 'hour': {'type': 'integer', 'title': 'Hour'}, 'minute': {'type': 'integer', 'title': 'Minute'}}}}, 'title': 'GeoScoreResult', 'required': ['geo_score', 'criteria', 'top_fixes', 'word_count', 'details_url', 'score_meaning', 'remaining_quota'], 'properties': {'url': {'anyOf': [{'type': 'string'}, {'type': 'null'}], 'title': 'Url', 'default': None}, 'title': {'anyOf': [{'type': 'string'}, {'type': 'null'}], 'title': 'Title', 'default': None}, 'criteria': {'type': 'array', 'items': {'$ref': '#/$defs/Criterion'}, 'title': 'Criteria', 'description': 'Score of each of the five criteria, 0 to 100. The overall score is computed from sub-signals of four of these criteria plus freshness, with caps for very short content, so it is not their plain average. Naturalness does not count in the overall score.'}, 'geo_score': {'type': 'number', 'title': 'Geo Score', 'description': 'Overall GEO score, 0 to 100.'}, 'top_fixes': {'type': 'array', 'items': {'$ref': '#/$defs/Fix'}, 'title': 'Top Fixes', 'description': 'Main corrections, most important first.'}, 'word_count': {'type': 'integer', 'title': 'Word Count'}, 'details_url': {'type': 'string', 'title': 'Details Url', 'description': 'Citead page with the full breakdown. Give it to the user.'}, 'score_meaning': {'type': 'string', 'title': 'Score Meaning'}, 'remaining_quota': {'$ref': '#/$defs/RemainingQuota', 'description': 'Free scores left for this IP address in the current windows.'}}}
Verlauf
Letzte Tool-Änderungen
Hinzugefügt
score_text
2. October 2026 02:40
Hinzugefügt
score_url
2. October 2026 02:40
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