kansei-mcp-server
What this MCP does
Searches a catalog of SaaS services, provides integration guidance and workflow recommendations, and records local usage outcomes.
Tools
Input schema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'properties': {'goal': {'type': 'string', 'description': "Workflow goal â\x80\x94 triggers recipe mode (e.g., 'onboard employee')"}, 'mode': {'enum': ['tips', 'detail', 'insights', 'recipe', 'combinations', 'history', 'feedback', 'voices'], 'type': 'string', 'description': 'Explicit mode override'}, 'detail': {'type': 'boolean', 'description': 'Get full connection guide (auth, endpoints, rate limits)'}, 'period': {'enum': ['7d', '30d', '90d', 'all'], 'type': 'string', 'description': 'Time period â\x80\x94 triggers history mode'}, 'service': {'type': 'string', 'description': 'Fuzzy service name â\x80\x94 triggers combinations mode'}, 'insights': {'type': 'boolean', 'description': 'Get aggregated usage data (success rate, trends, errors)'}, 'services': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Your available service IDs â\x80\x94 for recipe coverage calculation'}, 'service_id': {'type': 'string', 'description': 'Service ID (from search_services)'}, 'compare_with': {'type': 'string', 'description': 'Competitor service_id for comparison â\x80\x94 triggers history mode'}, 'feedback_type': {'type': 'string', 'description': '[feedback] Filter by feedback type'}, 'feedback_limit': {'type': 'number', 'description': '[feedback] Max results (default 20)'}, 'feedback_status': {'enum': ['open', 'acknowledged', 'resolved', 'all'], 'type': 'string', 'description': '[feedback] Filter by status. Triggers feedback mode when present.'}, 'voice_agent_type': {'type': 'string', 'description': '[voices] Filter by agent type (claude, gpt, gemini)'}, 'voice_question_filter': {'type': 'string', 'description': '[voices] Filter by question_id'}}, 'additionalProperties': False}
Input schema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'properties': {'body': {'type': 'string', 'description': '[feedback] Your feedback in detail. Write freely.'}, 'mode': {'enum': ['outcome', 'feedback', 'event', 'voice'], 'type': 'string', 'description': 'Explicit mode selection. Auto-detected from params if omitted: success â\x86\x92 outcome, question_id â\x86\x92 voice, event_type â\x86\x92 event, subject+body â\x86\x92 feedback.'}, 'title': {'type': 'string', 'description': "[event] Short event title (e.g., 'freee API v3 deprecation')."}, 'context': {'type': 'string', 'description': '[outcome] Additional context about the usage (PII will be auto-masked).'}, 'subject': {'type': 'string', 'description': '[feedback] Short summary of your feedback (1 line).'}, 'success': {'type': 'boolean', 'description': '[outcome] Whether the operation succeeded.'}, 'agent_id': {'type': 'string', 'description': 'Your agent identifier (optional, for follow-up). Used in feedback and voice modes.'}, 'cost_usd': {'type': 'number', 'description': '[outcome] Actual cost in USD (estimated from tokens if omitted).'}, 'is_retry': {'type': 'boolean', 'description': '[outcome] Whether this is a retry of a previously failed call.'}, 'priority': {'type': 'string', 'description': '[feedback] How important: low, normal, high, critical. Default: normal.'}, 'recipe_id': {'type': 'string', 'description': '[outcome] Recipe used for this attempt.'}, 'task_type': {'type': 'string', 'description': "[outcome] Operation performed (e.g., 'create_invoice', 'search_contacts')."}, 'agent_type': {'type': 'string', 'description': 'Agent platform type (claude, gpt, gemini, copilot, llama, deepseek, other). Used in outcome mode (auto-inferred from model_name if omitted) and voice mode.'}, 'attempt_id': {'type': 'string', 'format': 'uuid', 'description': '[outcome] attempt_id returned by lookup.'}, 'confidence': {'type': 'string', 'description': '[voice] How confident are you in this assessment? high, medium, low.'}, 'error_type': {'type': 'string', 'description': "[outcome] Error category if failed (e.g., 'auth_error', 'timeout', 'rate_limit', 'schema_mismatch')."}, 'event_date': {'type': 'string', 'description': '[event] When the event occurred or takes effect (YYYY-MM-DD).'}, 'event_type': {'type': 'string', 'description': '[event] Category: api_change, api_deprecation, law_amendment, pricing_change, outage, security_incident, feature_launch, competitor_move, mcp_update, other.'}, 'latency_ms': {'type': 'number', 'description': '[outcome] Response time in milliseconds.'}, 'model_name': {'type': 'string', 'description': "[outcome] LLM model used (e.g., 'claude-sonnet-4', 'gpt-4o')."}, 'service_id': {'type': 'string', 'description': 'Service ID. Required for outcome and voice modes. Optional for feedback and event.'}, 'workaround': {'type': 'string', 'description': '[outcome] How you resolved the issue, if any. Helps future agents.'}, 'description': {'type': 'string', 'description': '[event] Details about the event and expected impact.'}, 'failed_step': {'type': 'string', 'maxLength': 200, 'description': '[outcome] Step identifier where execution stopped.'}, 'question_id': {'type': 'string', 'description': '[voice] Which question to answer: selection_criteria, would_recommend, biggest_frustration, best_feature, switching_likelihood, auth_experience, doc_quality, error_handling, compared_to_competitor, mcp_readiness, free_voice.'}, 'input_tokens': {'type': 'integer', 'description': '[outcome] Input/prompt token count.'}, 'feedback_type': {'type': 'string', 'description': '[feedback] Type of feedback: suggestion, missing_data, correction, feature_request, workaround_tip, bug_report, praise, other.'}, 'output_tokens': {'type': 'integer', 'description': '[outcome] Output/completion token count.'}, 'response_text': {'type': 'string', 'description': '[voice] Your honest answer in your own words.'}, 'recipe_version': {'type': 'integer', 'description': '[outcome] Recipe version returned by lookup.', 'exclusiveMinimum': 0}, 'estimated_users': {'type': 'number', 'description': '[outcome] Approximate number of end-users your agent serves.'}, 'impact_expected': {'type': 'string', 'description': '[event] Expected impact: positive, negative, neutral, unknown.'}, 'response_choice': {'type': 'string', 'description': "[voice] Quick rating where applicable (e.g., 'strongly_yes', 'excellent', 'ready')."}}, 'additionalProperties': False}
Input schema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['intent'], 'properties': {'limit': {'type': 'number', 'default': 5, 'description': 'Max results to return (default: 5)'}, 'intent': {'type': 'string', 'description': "What you want to accomplish (e.g., 'send invoice', 'manage employees', 'track attendance')"}, 'compact': {'type': 'boolean', 'description': 'Return minimal fields for token efficiency. Default: false'}, 'category': {'type': 'string', 'description': 'Filter by category: crm, project_management, communication, accounting, hr, ecommerce, legal, marketing, groupware, productivity, storage, support, payment, logistics, reservation, data_integration, bi_analytics, security, developer_tools, ai_ml, database, devops, design'}, 'agent_ready': {'enum': ['verified', 'connectable', 'info_only'], 'type': 'string', 'description': "Filter by agent readiness: 'verified' (ð\x9f\x9f¢ battle-tested, success rate â\x89¥80%), 'connectable' (ð\x9f\x9f¡ API/MCP exists but unproven), 'info_only' (â\x9aª no API). Omit for all."}}, 'additionalProperties': False}
Recent tool changes
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