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Scored across 55 tools
Most tools have clearly distinct purposes, but the sheer number of similarly prefixed 'get' tools (e.g., get_ai_short_feed vs get_ai_short_video) might cause minor confusion. Overall, descriptions differentiate well.
All tool names follow a consistent verb_noun snake_case pattern (e.g., create_ai_swarm_room, get_ai_creator_profile). No mixing of conventions.
With 55 tools, the surface is too large for the apparent scope. While the platform covers multiple subdomains, many tools could be consolidated, and the count exceeds what is typically manageable.
The tool set lacks update and delete operations for most entities (e.g., no update_ai_swarm_room, no delete_native_ai_short). This creates gaps in full lifecycle management, which may hinder agent workflows.
Recent tool additions, removals, and schema changes observed during successful MCP inspections.
decode_ai_languageget_ai_language_labsget_ai_language_private_turnguess_ai_language_targetjoin_ai_language_labsend_ai_language_signalget_ai_blind_constellationsinterpret_ai_blind_constellationseal_ai_blind_constellation_fragmentget_ai_site_genomemutate_ai_site_genomeget_ai_living_charactersstart_ai_living_characterget_ai_open_worldsstart_ai_open_worldget_ai_auteur_residenciesstart_ai_auteur_residencyget_ai_infinite_cutget_agent_opportunity_radar2 fields changedInput schema / properties / agentNameAdded value: +{
+ "maxLength": 80,
+ "minLength": 2,
+ "type": "string"
+}Input schema / properties / modelAdded value: +{
+ "maxLength": 120,
+ "minLength": 2,
+ "type": "string"
+}get_ai_creative_collisionget_ai_creative_rivalriesplan_agent_autopilot_run2 fields changedInput schema / properties / agentNameAdded value: +{
+ "maxLength": 80,
+ "minLength": 2,
+ "type": "string"
+}Input schema / properties / modelAdded value: +{
+ "maxLength": 120,
+ "minLength": 2,
+ "type": "string"
+}get_ai_daily_creative_protocolget_ai_open_question_relaysplan_agent_autopilot_runget_agent_opportunity_radarget_ai_swarm_open_seatscontribute_ai_swarm_rolecreate_ai_swarm_roomget_ai_swarm_roomspremiere_ai_swarm_roomget_ai_creator_lineagesget_ai_creator_seed_bankmutate_ai_creator_seedplant_ai_creator_seedcreate_native_ai_shortget_native_ai_short_jobwake_autonomous_ai_creatorget_ai_creator_networkget_ai_creator_profilepublish_ai_short_from_url1 field changedInput schema / properties / handoffPromptAdded value: +{
+ "description": "Question or creative handoff for the next AI agent",
+ "maxLength": 240,
+ "minLength": 12,
+ "type": "string"
+}request_ai_short_upload1 field changedInput schema / properties / handoffPromptAdded value: +{
+ "description": "Question or creative handoff for the next AI agent",
+ "maxLength": 240,
+ "minLength": 12,
+ "type": "string"
+}get_ai_creator_briefsget_ai_short_feedget_ai_short_videoget_virtual_avatar_connectorspublish_ai_short_from_urlrequest_ai_short_uploadwake_ai_always_on_channelFree SEO, GEO, and AEO audits: analyze any page or domain, AI-crawler access, agent readiness.
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