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Searches and compares a large catalog of MCP servers, tools, APIs, skills, and related resources, with installation and workflow recommendations.
Tools
Eingabeschema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'properties': {'goals': {'type': 'array', 'items': {'type': 'string'}}, 'repo_url': {'type': 'string'}, 'constraints': {'type': 'array', 'items': {'type': 'string'}}, 'repo_snapshot': {'type': 'object', 'properties': {}, 'additionalProperties': True}, 'preferred_stack': {'type': 'array', 'items': {'type': 'string'}}, 'target_platforms': {'type': 'array', 'items': {'type': 'string'}}, 'project_description': {'type': 'string'}}, 'additionalProperties': False}
Ausgabeschema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'properties': {'client': {'type': 'string'}, 'sprints': {'type': 'array', 'items': {'$ref': '#/properties/projectUnderstanding'}}, 'warnings': {'type': 'array', 'items': {'type': 'string'}}, 'agentName': {'type': 'string'}, 'mcpConfig': {'$ref': '#/properties/projectUnderstanding'}, 'nextAction': {'$ref': '#/properties/projectUnderstanding'}, 'resourceMap': {'type': 'array', 'items': {'$ref': '#/properties/projectUnderstanding'}}, 'envChecklist': {'type': 'array', 'items': {'type': 'string'}}, 'projectBrief': {'$ref': '#/properties/projectUnderstanding'}, 'highlyRelevantNow': {'type': 'array', 'items': {'$ref': '#/properties/projectUnderstanding'}}, 'projectUnderstanding': {'type': 'object', 'properties': {}, 'additionalProperties': True}, 'recommendedResources': {'type': 'array', 'items': {'$ref': '#/properties/projectUnderstanding'}}}, 'additionalProperties': False}
Eingabeschema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['refs'], 'properties': {'refs': {'type': 'array', 'items': {'type': 'string'}, 'maxItems': 5, 'minItems': 2, 'description': 'Slugs or ids to compare'}}, 'additionalProperties': False}
Ausgabeschema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['resources', 'capabilityMatrix', 'notFound'], 'properties': {'notFound': {'type': 'array', 'items': {'type': 'string'}}, 'resources': {'type': 'array', 'items': {'type': 'object', 'properties': {}, 'additionalProperties': True}}, 'capabilityMatrix': {'type': 'array', 'items': {'$ref': '#/properties/resources/items'}}}, 'additionalProperties': False}
Eingabeschema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['task'], 'properties': {'task': {'type': 'string', 'minLength': 3, 'description': 'Natural-language description of the goal'}, 'platform': {'type': 'string', 'description': 'Target client, e.g. claude-code'}, 'pricing_preference': {'type': 'string'}, 'security_preference': {'type': 'string'}, 'deployment_preference': {'enum': ['remote', 'local'], 'type': 'string'}, 'open_source_preference': {'type': 'boolean'}}, 'additionalProperties': False}
Ausgabeschema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'properties': {'note': {'type': 'string'}, 'intent': {'type': 'object', 'properties': {}, 'additionalProperties': True}, 'recommended': {'type': 'array', 'items': {'$ref': '#/properties/intent'}}, 'alternatives': {'type': 'array', 'items': {'$ref': '#/properties/intent'}}, 'reasoningSummary': {'type': 'string'}, 'reasoningSummaryEn': {'type': 'string'}}, 'additionalProperties': False}
Eingabeschema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'properties': {'role': {'type': 'string'}, 'sprint': {'type': 'string'}, 'resources': {'type': 'array', 'items': {'type': 'string'}}, 'project_context': {'type': 'object', 'properties': {}, 'additionalProperties': True}, 'project_description': {'type': 'string'}}, 'additionalProperties': False}
Ausgabeschema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'properties': {'client': {'type': 'string'}, 'sprints': {'type': 'array', 'items': {'$ref': '#/properties/projectUnderstanding'}}, 'warnings': {'type': 'array', 'items': {'type': 'string'}}, 'agentName': {'type': 'string'}, 'mcpConfig': {'$ref': '#/properties/projectUnderstanding'}, 'nextAction': {'$ref': '#/properties/projectUnderstanding'}, 'resourceMap': {'type': 'array', 'items': {'$ref': '#/properties/projectUnderstanding'}}, 'envChecklist': {'type': 'array', 'items': {'type': 'string'}}, 'projectBrief': {'$ref': '#/properties/projectUnderstanding'}, 'highlyRelevantNow': {'type': 'array', 'items': {'$ref': '#/properties/projectUnderstanding'}}, 'projectUnderstanding': {'type': 'object', 'properties': {}, 'additionalProperties': True}, 'recommendedResources': {'type': 'array', 'items': {'$ref': '#/properties/projectUnderstanding'}}}, 'additionalProperties': False}
Eingabeschema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'properties': {'client': {'enum': ['codex', 'claude', 'cursor', 'vscode', 'generic'], 'type': 'string'}, 'project_context': {'type': 'object', 'properties': {}, 'additionalProperties': True}, 'selected_resources': {'type': 'array', 'items': {'type': 'string'}}, 'project_description': {'type': 'string'}}, 'additionalProperties': False}
Ausgabeschema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'properties': {'client': {'type': 'string'}, 'sprints': {'type': 'array', 'items': {'$ref': '#/properties/projectUnderstanding'}}, 'warnings': {'type': 'array', 'items': {'type': 'string'}}, 'agentName': {'type': 'string'}, 'mcpConfig': {'$ref': '#/properties/projectUnderstanding'}, 'nextAction': {'$ref': '#/properties/projectUnderstanding'}, 'resourceMap': {'type': 'array', 'items': {'$ref': '#/properties/projectUnderstanding'}}, 'envChecklist': {'type': 'array', 'items': {'type': 'string'}}, 'projectBrief': {'$ref': '#/properties/projectUnderstanding'}, 'highlyRelevantNow': {'type': 'array', 'items': {'$ref': '#/properties/projectUnderstanding'}}, 'projectUnderstanding': {'type': 'object', 'properties': {}, 'additionalProperties': True}, 'recommendedResources': {'type': 'array', 'items': {'$ref': '#/properties/projectUnderstanding'}}}, 'additionalProperties': False}
Eingabeschema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['resource'], 'properties': {'client': {'type': 'string', 'description': 'Target client for a client-specific method'}, 'resource': {'type': 'string', 'description': 'Slug or id of the resource'}}, 'additionalProperties': False}
Ausgabeschema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'properties': {'name': {'type': 'string'}, 'slug': {'type': 'string'}, 'found': {'type': 'boolean'}, 'methods': {'type': 'array', 'items': {'type': 'object', 'properties': {}, 'additionalProperties': True}}}, 'additionalProperties': False}
Eingabeschema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'properties': {'state': {'type': 'object', 'properties': {}, 'additionalProperties': True}, 'project_context': {'type': 'object', 'properties': {}, 'additionalProperties': True}, 'project_description': {'type': 'string'}}, 'additionalProperties': False}
Ausgabeschema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'properties': {'client': {'type': 'string'}, 'sprints': {'type': 'array', 'items': {'$ref': '#/properties/projectUnderstanding'}}, 'warnings': {'type': 'array', 'items': {'type': 'string'}}, 'agentName': {'type': 'string'}, 'mcpConfig': {'$ref': '#/properties/projectUnderstanding'}, 'nextAction': {'$ref': '#/properties/projectUnderstanding'}, 'resourceMap': {'type': 'array', 'items': {'$ref': '#/properties/projectUnderstanding'}}, 'envChecklist': {'type': 'array', 'items': {'type': 'string'}}, 'projectBrief': {'$ref': '#/properties/projectUnderstanding'}, 'highlyRelevantNow': {'type': 'array', 'items': {'$ref': '#/properties/projectUnderstanding'}}, 'projectUnderstanding': {'type': 'object', 'properties': {}, 'additionalProperties': True}, 'recommendedResources': {'type': 'array', 'items': {'$ref': '#/properties/projectUnderstanding'}}}, 'additionalProperties': False}
Eingabeschema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'properties': {'slug': {'type': 'string'}, 'resource_id': {'type': 'integer'}}, 'additionalProperties': False}
Ausgabeschema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'properties': {'id': {'type': 'number'}, 'slug': {'type': 'string'}, 'identity': {'type': 'object', 'properties': {}, 'additionalProperties': True}}, 'additionalProperties': False}
Eingabeschema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'properties': {'limit': {'type': 'integer', 'maximum': 20, 'minimum': 1}, 'focus_area': {'type': 'string'}, 'project_context': {'type': 'object', 'properties': {}, 'additionalProperties': True}, 'project_description': {'type': 'string'}}, 'additionalProperties': False}
Ausgabeschema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'properties': {'client': {'type': 'string'}, 'sprints': {'type': 'array', 'items': {'$ref': '#/properties/projectUnderstanding'}}, 'warnings': {'type': 'array', 'items': {'type': 'string'}}, 'agentName': {'type': 'string'}, 'mcpConfig': {'$ref': '#/properties/projectUnderstanding'}, 'nextAction': {'$ref': '#/properties/projectUnderstanding'}, 'resourceMap': {'type': 'array', 'items': {'$ref': '#/properties/projectUnderstanding'}}, 'envChecklist': {'type': 'array', 'items': {'type': 'string'}}, 'projectBrief': {'$ref': '#/properties/projectUnderstanding'}, 'highlyRelevantNow': {'type': 'array', 'items': {'$ref': '#/properties/projectUnderstanding'}}, 'projectUnderstanding': {'type': 'object', 'properties': {}, 'additionalProperties': True}, 'recommendedResources': {'type': 'array', 'items': {'$ref': '#/properties/projectUnderstanding'}}}, 'additionalProperties': False}
Eingabeschema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'properties': {'team_size': {'type': 'number'}, 'time_horizon': {'type': 'string'}, 'sprint_length': {'type': 'string'}, 'delivery_style': {'type': 'string'}, 'project_context': {'type': 'object', 'properties': {}, 'additionalProperties': True}, 'project_description': {'type': 'string'}}, 'additionalProperties': False}
Ausgabeschema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'properties': {'client': {'type': 'string'}, 'sprints': {'type': 'array', 'items': {'$ref': '#/properties/projectUnderstanding'}}, 'warnings': {'type': 'array', 'items': {'type': 'string'}}, 'agentName': {'type': 'string'}, 'mcpConfig': {'$ref': '#/properties/projectUnderstanding'}, 'nextAction': {'$ref': '#/properties/projectUnderstanding'}, 'resourceMap': {'type': 'array', 'items': {'$ref': '#/properties/projectUnderstanding'}}, 'envChecklist': {'type': 'array', 'items': {'type': 'string'}}, 'projectBrief': {'$ref': '#/properties/projectUnderstanding'}, 'highlyRelevantNow': {'type': 'array', 'items': {'$ref': '#/properties/projectUnderstanding'}}, 'projectUnderstanding': {'type': 'object', 'properties': {}, 'additionalProperties': True}, 'recommendedResources': {'type': 'array', 'items': {'$ref': '#/properties/projectUnderstanding'}}}, 'additionalProperties': False}
Eingabeschema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'properties': {'limit': {'type': 'integer', 'maximum': 20, 'minimum': 1}, 'sprint_id': {'type': 'string'}, 'focus_area': {'type': 'string'}, 'project_context': {'type': 'object', 'properties': {}, 'additionalProperties': True}, 'project_description': {'type': 'string'}}, 'additionalProperties': False}
Ausgabeschema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'properties': {'client': {'type': 'string'}, 'sprints': {'type': 'array', 'items': {'$ref': '#/properties/projectUnderstanding'}}, 'warnings': {'type': 'array', 'items': {'type': 'string'}}, 'agentName': {'type': 'string'}, 'mcpConfig': {'$ref': '#/properties/projectUnderstanding'}, 'nextAction': {'$ref': '#/properties/projectUnderstanding'}, 'resourceMap': {'type': 'array', 'items': {'$ref': '#/properties/projectUnderstanding'}}, 'envChecklist': {'type': 'array', 'items': {'type': 'string'}}, 'projectBrief': {'$ref': '#/properties/projectUnderstanding'}, 'highlyRelevantNow': {'type': 'array', 'items': {'$ref': '#/properties/projectUnderstanding'}}, 'projectUnderstanding': {'type': 'object', 'properties': {}, 'additionalProperties': True}, 'recommendedResources': {'type': 'array', 'items': {'$ref': '#/properties/projectUnderstanding'}}}, 'additionalProperties': False}
Eingabeschema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['task'], 'properties': {'task': {'type': 'string', 'minLength': 3, 'description': 'The workflow to accomplish'}, 'platform': {'type': 'string'}, 'pricing_preference': {'type': 'string'}, 'deployment_preference': {'enum': ['remote', 'local'], 'type': 'string'}, 'open_source_preference': {'type': 'boolean'}}, 'additionalProperties': False}
Ausgabeschema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'properties': {'intent': {'type': 'object', 'properties': {}, 'additionalProperties': True}, 'optional': {'type': 'array', 'items': {'$ref': '#/properties/intent'}}, 'required': {'type': 'array', 'items': {'$ref': '#/properties/intent'}}, 'workflow': {'type': 'array', 'items': {'$ref': '#/properties/intent'}}, 'reasoningSummary': {'type': 'string'}, 'requiredCapabilities': {'type': 'array', 'items': {'type': 'string'}}}, 'additionalProperties': False}
Eingabeschema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'properties': {'limit': {'type': 'integer', 'maximum': 50, 'minimum': 1}, 'query': {'type': 'string', 'description': 'Free-text search query'}, 'pricing': {'type': 'string', 'description': 'free | freemium | paid'}, 'official': {'type': 'boolean'}, 'platform': {'type': 'string', 'description': 'Supported client, e.g. claude, claude-code, cursor, vscode'}, 'verified': {'type': 'boolean'}, 'deployment': {'enum': ['remote', 'local'], 'type': 'string'}, 'open_source': {'type': 'boolean'}, 'capabilities': {'type': 'array', 'items': {'type': 'string'}, 'description': "Capability keys, e.g. ['email.read','project.task.create']"}, 'resource_type': {'type': 'string', 'description': 'e.g. mcp, tool, skill, api, library, framework'}}, 'additionalProperties': False}
Ausgabeschema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'properties': {'count': {'type': 'number'}, 'results': {'type': 'array', 'items': {'type': 'object', 'properties': {}, 'additionalProperties': True}}}, 'additionalProperties': False}
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