AI Visibility and Content Intelligence tools for Claude and MCP-compatible agents.
Recent tool additions, removals, and schema changes observed during successful MCP inspections. Dates show when Glama detected each change.
discover_sleepwalker_content_trends1 field changedInput schema / properties / extraction_mode / descriptionPrevious value: -"How Sleepwalker should retrieve page content. Leave the default for most pages; use rendered or csr if the page depends on JavaScript."New value: +"How Sleepwalker retrieves page content. These actions read the page as a fast static fetch (the same content an AI crawler sees); leave the default. Other values are accepted for compatibility but are treated as the static fetch."score_sleepwalker_content1 field changedInput schema / properties / extraction_mode / descriptionPrevious value: -"How Sleepwalker should retrieve page content. Leave the default for most pages; use rendered or csr if the page depends on JavaScript."New value: +"How Sleepwalker retrieves page content. These actions read the page as a fast static fetch (the same content an AI crawler sees); leave the default. Other values are accepted for compatibility but are treated as the static fetch."serialize_sleepwalker_page_content1 field changedInput schema / properties / extraction_mode / descriptionPrevious value: -"How Sleepwalker should retrieve page content. Leave the default for most pages; use rendered or csr if the page depends on JavaScript."New value: +"How Sleepwalker retrieves page content. These actions read the page as a fast static fetch (the same content an AI crawler sees); leave the default. Other values are accepted for compatibility but are treated as the static fetch."create_sleepwalker_visibility_run1 field changedInput schema / properties / models / descriptionPrevious value: -"Per-platform model overrides for matrix mode, e.g. {\"openai\": \"latest\", \"perplexity\": \"sonar-pro\"}. Values are model ids from list_sleepwalker_visibility_models or the keywords latest / prior / default. Platforms not listed use their default model (1 credit per probe); each non-default model has its own per-probe price from list_sleepwalker_visibility_models."New value: +"Per-platform model overrides for matrix mode, e.g. {\"openai\": \"latest\", \"perplexity\": \"sonar-pro\"}. Values are model ids from list_sleepwalker_visibility_models or the keywords latest / prior / default. Platforms not listed run their default model at that model's own price (1 credit on most platforms); every model's credits_per_probe comes from list_sleepwalker_visibility_models."cancel_sleepwalker_visibility_runcreate_sleepwalker_visibility_run1 field changedInput schema / $defs / McpProbeInput / properties / model / descriptionPrevious value: -"Pin the AI model for this probe: a model id from list_sleepwalker_visibility_models, or a role keyword: latest (current flagship), prior (previous generation), default. Omit for the platform default. Each non-default model has its own per-probe credit price (varies by model, not just tier) — read credits_per_probe from list_sleepwalker_visibility_models."New value: +"Pin the AI model for this probe: a model id from list_sleepwalker_visibility_models, or a role keyword: latest (current flagship), prior (previous generation), default. Omit for the platform default. Each non-default model has its own per-probe credit price (varies by model, not just tier); read credits_per_probe from list_sleepwalker_visibility_models."create_sleepwalker_visibility_run2 fields changedInput schema / $defs / McpProbeInput / properties / model / descriptionPrevious value: -"Pin the AI model for this probe: a model id from list_sleepwalker_visibility_models, or a role keyword: latest (current flagship), prior (previous generation), default. Omit for the platform default. Non-default models cost their tier price in credits."New value: +"Pin the AI model for this probe: a model id from list_sleepwalker_visibility_models, or a role keyword: latest (current flagship), prior (previous generation), default. Omit for the platform default. Each non-default model has its own per-probe credit price (varies by model, not just tier) — read credits_per_probe from list_sleepwalker_visibility_models."Input schema / properties / models / descriptionPrevious value: -"Per-platform model overrides for matrix mode, e.g. {\"openai\": \"latest\", \"perplexity\": \"sonar-pro\"}. Values are model ids from list_sleepwalker_visibility_models or the keywords latest / prior / default. Platforms not listed use their default model (1 credit per probe); non-default models cost their tier price."New value: +"Per-platform model overrides for matrix mode, e.g. {\"openai\": \"latest\", \"perplexity\": \"sonar-pro\"}. Values are model ids from list_sleepwalker_visibility_models or the keywords latest / prior / default. Platforms not listed use their default model (1 credit per probe); each non-default model has its own per-probe price from list_sleepwalker_visibility_models."get_sleepwalker_visibility_run_status2 fields changedInput schema / properties / results_limitAdded value: +{
+ "anyOf": [
+ {
+ "type": "integer"
+ },
+ {
+ "type": "null"
+ }
+ ],
+ "default": null,
+ "description": "With include_results, return at most this many results. Omit for all. Use with results_offset to page large runs; results_total in ca_result reports the full count.",
+ "title": "Results Limit"
+}Input schema / properties / results_offsetAdded value: +{
+ "default": 0,
+ "description": "With include_results, skip this many results (paging for large runs).",
+ "title": "Results Offset",
+ "type": "integer"
+}create_sleepwalker_visibility_run4 fields changedInput schema / $defsAdded value: +{
+ "McpProbeInput": {
+ "description": "One explicit AI Visibility probe: a prompt on a platform, optionally pinned to a model.",
+ "properties": {
+ "country": {
+ "anyOf": [
+ {
+ "type": "string"
+ },
+ {
+ "type": "null"
+ }
+ ],
+ "default": null,
+ "description": "ISO country code; defaults to the run-level country.",
+ "title": "Country"
+ },
+ "language": {
+ "anyOf": [
+ {
+ "type": "string"
+ },
+ {
+ "type": "null"
+ }
+ ],
+ "default": null,
+ "description": "ISO language code; defaults to the run-level language.",
+ "title": "Language"
+ },
+ "model": {
+ "anyOf": [
+ {
+ "type": "string"
+ },
+ {
+ "type": "null"
+ }
+ ],
+ "default": null,
+ "description": "Pin the AI model for this probe: a model id from list_sleepwalker_visibility_models, or a role keyword: latest (current flagship), prior (previous generation), default. Omit for the platform default. Non-default models cost their tier price in credits.",
+ "title": "Model"
+ },
+ "platform": {
+ "description": "Platform slug or label: perplexity, openai/ChatGPT, grok/xAI, gemini.",
+ "title": "Platform",
+ "type": "string"
+ },
+ "prompt": {
+ "description": "Prompt to execute on the platform.",
+ "title": "Prompt",
+ "type": "string"
+ },
+ "target_entity": {
+ "anyOf": [
+ {
+ "type": "string"
+ },
+ {
+ "type": "null"
+ }
+ ],
+ "default": null,
+ "description": "Overrides the run-level target entity for this probe.",
+ "title": "Target Entity"
+ }
+ },
+ "required": [
+ "prompt",
+ "platform"
+ ],
+ "title": "McpProbeInput",
+ "type": "object"
+ }
+}Input schema / properties / modelsAdded value: +{
+ "anyOf": [
+ {
+ "additionalProperties": {
+ "type": "string"
+ },
+ "type": "object"
+ },
+ {
+ "type": "null"
+ }
+ ],
+ "default": null,
+ "description": "Per-platform model overrides for matrix mode, e.g. {\"openai\": \"latest\", \"perplexity\": \"sonar-pro\"}. Values are model ids from list_sleepwalker_visibility_models or the keywords latest / prior / default. Platforms not listed use their default model (1 credit per probe); non-default models cost their tier price.",
+ "title": "Models"
+}Input schema / properties / probes / anyOfPrevious value: -[
- {
- "items": {
- "additionalProperties": true,
- "type": "object"
- },
- "type": "array"
- },
- {
- "type": "null"
- }
-]New value: +[
+ {
+ "items": {
+ "$ref": "#/$defs/McpProbeInput"
+ },
+ "type": "array"
+ },
+ {
+ "type": "null"
+ }
+]Input schema / properties / probes / descriptionPrevious value: -"Explicit probe objects: {prompt, platform, model?, language?, country?, target_entity?}. Set model to pin the AI model for that probe: a catalog model id, or the keywords latest / prior / default (resolved to the platform's current model for that role). Omit model for the platform default. Use probes when prompts, models, or locales differ per platform."New value: +"Explicit probe list. Use when prompts, models, or locales differ per platform; otherwise use prompts x platforms, optionally with the models map."list_sleepwalker_visibility_modelscreate_sleepwalker_visibility_run1 field changedInput schema / properties / probes / descriptionPrevious value: -"Advanced explicit prompt and platform objects. Use only when prompts need per-platform control."New value: +"Explicit probe objects: {prompt, platform, model?, language?, country?, target_entity?}. Set model to pin the AI model for that probe: a catalog model id, or the keywords latest / prior / default (resolved to the platform's current model for that role). Omit model for the platform default. Use probes when prompts, models, or locales differ per platform."list_sleepwalker_content_runs1 field changedInput schema / properties / starting_afterAdded value: +{
+ "anyOf": [
+ {
+ "type": "string"
+ },
+ {
+ "type": "null"
+ }
+ ],
+ "default": null,
+ "description": "Pagination cursor: pass the previous page's next_starting_after to fetch the next page.",
+ "title": "Starting After"
+}list_sleepwalker_visibility_runs1 field changedInput schema / properties / starting_afterAdded value: +{
+ "anyOf": [
+ {
+ "type": "string"
+ },
+ {
+ "type": "null"
+ }
+ ],
+ "default": null,
+ "description": "Pagination cursor: pass the previous page's next_starting_after to fetch the next page.",
+ "title": "Starting After"
+}create_sleepwalker_content_run6 fields changedInput schema / properties / analysis_depth / descriptionAdded value: +"Use score for a faster scoring run or full for the complete Content Intelligence result."Input schema / properties / country / descriptionAdded value: +"Market context for analysis. Use ISO country codes such as US, NL, or DE."Input schema / properties / idempotency_key / descriptionAdded value: +"Optional stable key for retries. Reusing it helps avoid duplicate queued runs."Input schema / properties / language / descriptionAdded value: +"Language for analysis and generated text. Use ISO language codes such as en, nl, or de."Input schema / properties / test_id / descriptionAdded value: +"Existing saved Content Intelligence test to rerun. Send either test_id or url, not both."Input schema / properties / url / descriptionAdded value: +"Public URL for a new direct Content Intelligence run. Send either url or test_id, not both."create_sleepwalker_visibility_run9 fields changedInput schema / properties / competitors / descriptionAdded value: +"Optional competing brands or entities to track alongside the target."Input schema / properties / country / descriptionAdded value: +"Market context for analysis. Use ISO country codes such as US, NL, or DE."Input schema / properties / idempotency_key / descriptionAdded value: +"Optional stable key for retries. Reusing it helps avoid duplicate queued runs."Input schema / properties / language / descriptionAdded value: +"Language for analysis and generated text. Use ISO language codes such as en, nl, or de."Input schema / properties / platforms / descriptionAdded value: +"AI platforms to query. Use perplexity, openai or ChatGPT, grok or xAI, and gemini."Input schema / properties / probes / descriptionAdded value: +"Advanced explicit prompt and platform objects. Use only when prompts need per-platform control."Input schema / properties / prompts / descriptionAdded value: +"Questions to ask across selected AI platforms."Input schema / properties / target_entity / descriptionAdded value: +"Brand, product, person, or organization to track in AI answers."Input schema / properties / url / descriptionAdded value: +"Public page URL to analyze."discover_sleepwalker_content_trends4 fields changedInput schema / properties / country / descriptionAdded value: +"Market context for analysis. Use ISO country codes such as US, NL, or DE."Input schema / properties / extraction_mode / descriptionAdded value: +"How Sleepwalker should retrieve page content. Leave the default for most pages; use rendered or csr if the page depends on JavaScript."Input schema / properties / language / descriptionAdded value: +"Language for analysis and generated text. Use ISO language codes such as en, nl, or de."Input schema / properties / url / descriptionAdded value: +"Public page URL to analyze."get_sleepwalker_consistent_recommendations3 fields changedInput schema / properties / min_frequency / descriptionAdded value: +"Minimum number of appearances required for a recommendation to count as recurring."Input schema / properties / runs / descriptionAdded value: +"Number of recent runs to compare."Input schema / properties / test_id / descriptionAdded value: +"Saved test ID."get_sleepwalker_content_run_status2 fields changedInput schema / properties / include_result / descriptionAdded value: +"Include the full result payload. Prefer false while polling queued or running work."Input schema / properties / run_id / descriptionAdded value: +"Sleepwalker run ID returned by a create or list tool."get_sleepwalker_prompt_response7 fields changedInput schema / properties / include_citations / descriptionAdded value: +"Include citation details when available."Input schema / properties / max_chars / descriptionAdded value: +"Maximum number of characters to return."Input schema / properties / offset / descriptionAdded value: +"Character offset for paginating long content."Input schema / properties / platform / descriptionAdded value: +"Platform filter when selecting a response by platform and prompt index."Input schema / properties / prompt_index / descriptionAdded value: +"Prompt position within the selected platform."Input schema / properties / result_index / descriptionAdded value: +"Index in the flattened AI Visibility result list."Input schema / properties / run_id / descriptionAdded value: +"Sleepwalker run ID returned by a create or list tool."get_sleepwalker_reports_by_url4 fields changedInput schema / properties / days / descriptionAdded value: +"Lookback window in days."Input schema / properties / limit / descriptionAdded value: +"Maximum number of items to return."Input schema / properties / test_type / descriptionAdded value: +"Optional report type filter. Use content_intelligence or ai_visibility."Input schema / properties / url / descriptionAdded value: +"URL to search for in saved tests and reports."get_sleepwalker_run_result1 field changedInput schema / properties / run_id / descriptionAdded value: +"Sleepwalker run ID returned by a create or list tool."get_sleepwalker_summaries5 fields changedInput schema / properties / brand_name / descriptionAdded value: +"Optional brand or entity filter."Input schema / properties / days / descriptionAdded value: +"Lookback window in days."Input schema / properties / limit / descriptionAdded value: +"Maximum number of items to return."Input schema / properties / test_id / descriptionAdded value: +"Optional saved test ID filter."Input schema / properties / test_type / descriptionAdded value: +"Optional report type filter. Use content_intelligence or ai_visibility."get_sleepwalker_test_results2 fields changedInput schema / properties / limit / descriptionAdded value: +"Maximum number of items to return."Input schema / properties / test_id / descriptionAdded value: +"Saved test ID."get_sleepwalker_visibility_run_status3 fields changedInput schema / properties / include_probes / descriptionAdded value: +"Include probe-level progress for an AI Visibility run."Input schema / properties / include_results / descriptionAdded value: +"Include full AI responses and citations. Prefer false while polling queued or running work."Input schema / properties / run_id / descriptionAdded value: +"Sleepwalker run ID returned by a create or list tool."list_sleepwalker_content_runs2 fields changedInput schema / properties / limit / descriptionAdded value: +"Maximum number of items to return."Input schema / properties / status / descriptionAdded value: +"Optional status filter. Common values are queued, running, completed, failed, and cancelled."list_sleepwalker_tests3 fields changedInput schema / properties / brand_name / descriptionAdded value: +"Optional brand or entity filter."Input schema / properties / limit / descriptionAdded value: +"Maximum number of items to return."Input schema / properties / test_type / descriptionAdded value: +"Optional report type filter. Use content_intelligence or ai_visibility."list_sleepwalker_visibility_runs2 fields changedInput schema / properties / limit / descriptionAdded value: +"Maximum number of items to return."Input schema / properties / status / descriptionAdded value: +"Optional status filter. Common values are queued, running, completed, failed, and cancelled."score_sleepwalker_content6 fields changedInput schema / properties / country / descriptionAdded value: +"Market context for analysis. Use ISO country codes such as US, NL, or DE."Input schema / properties / extraction_mode / descriptionAdded value: +"How Sleepwalker should retrieve page content. Leave the default for most pages; use rendered or csr if the page depends on JavaScript."Input schema / properties / industry / descriptionAdded value: +"Optional industry context for Content Intelligence scoring."Input schema / properties / language / descriptionAdded value: +"Language for analysis and generated text. Use ISO language codes such as en, nl, or de."Input schema / properties / trends / descriptionAdded value: +"Optional trends from discover_sleepwalker_content_trends."Input schema / properties / url / descriptionAdded value: +"Public page URL to analyze."serialize_sleepwalker_page_content4 fields changedInput schema / properties / extraction_mode / descriptionAdded value: +"How Sleepwalker should retrieve page content. Leave the default for most pages; use rendered or csr if the page depends on JavaScript."Input schema / properties / max_chars / descriptionAdded value: +"Maximum number of characters to return."Input schema / properties / offset / descriptionAdded value: +"Character offset for paginating long content."Input schema / properties / url / descriptionAdded value: +"Public page URL to analyze."suggest_sleepwalker_visibility_prompts4 fields changedInput schema / properties / brand_name / descriptionAdded value: +"Brand or entity the prompts should track."Input schema / properties / country / descriptionAdded value: +"Market context for analysis. Use ISO country codes such as US, NL, or DE."Input schema / properties / language / descriptionAdded value: +"Language for analysis and generated text. Use ISO language codes such as en, nl, or de."Input schema / properties / url / descriptionAdded value: +"Public page URL to analyze."create_sleepwalker_content_runcreate_sleepwalker_visibility_rundiscover_sleepwalker_content_trendsget_sleepwalker_consistent_recommendationsget_sleepwalker_content_run_statusget_sleepwalker_prompt_responseget_sleepwalker_reports_by_urlget_sleepwalker_run_resultget_sleepwalker_summariesget_sleepwalker_test_resultsget_sleepwalker_visibility_run_statuslist_sleepwalker_content_runslist_sleepwalker_testslist_sleepwalker_visibility_runsscore_sleepwalker_contentserialize_sleepwalker_page_contentsuggest_sleepwalker_visibility_promptsClaiming proves that you control a remote MCP connector. It does not move, proxy, or interrupt the server.
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Tools are clearly separated into Content Intelligence and AI Visibility domains, with descriptions distinguishing similar operations. However, the large number of 'get' tools (e.g., get_sleepwalker_summaries, get_sleepwalker_test_results) could cause minor confusion despite clear descriptions.
All tools follow a consistent verb_sleepwalker_noun pattern in snake_case, with verbs like create, get, list, cancel, etc. No deviations or mixed conventions.
19 tools is on the higher side but still reasonable for a server covering two distinct areas (AI Visibility and Content Intelligence). Each tool serves a specific purpose, though some could be consolidated (e.g., get_sleepwalker_content_run_status and get_sleepwalker_visibility_run_status are separate but similar).
The tool set covers core workflows for both domains, but lacks CRUD operations for tests (no create_test, delete_test, update_test). Also missing delete for runs. These gaps may require agents to work around limitations.
