Agent Workspace Practice
What this MCP does
Evaluates agent workspaces, searches agent-architecture guidance, estimates context costs, and checks text for patterns associated with private information.
Tools
Input schema
{'type': 'object', 'required': ['variant', 'answers'], 'properties': {'answers': {'type': 'array', 'items': {'type': 'integer', 'maximum': 3, 'minimum': 0}, 'description': 'Answers in question order: 18 integers for "practitioner", 12 for "org". Each is 0-3.'}, 'variant': {'enum': ['practitioner', 'org'], 'type': 'string', 'description': '"practitioner" for the 18-question workspace check, "org" for the 12-question organisational readiness check.'}}, 'additionalProperties': False}
Input schema
{'type': 'object', 'required': ['text'], 'properties': {'text': {'type': 'string', 'description': 'The text to scan. Up to 100KB; anything beyond that is truncated and the result says so.'}}, 'additionalProperties': False}
Input schema
{'type': 'object', 'required': ['query'], 'properties': {'query': {'type': 'string', 'description': 'Keywords to match against pattern titles and summaries, e.g. "credentials", "silent failure", "context cost". A bare number 1-18 looks that pattern up directly.'}}, 'additionalProperties': False}
Input schema
{'type': 'object', 'required': ['size_tokens', 'entry_turn', 'total_turns'], 'properties': {'read_mult': {'type': 'number', 'default': 0.1, 'minimum': 0, 'description': 'Cache-read price multiplier against input price. Default 0.1.'}, 'entry_turn': {'type': 'number', 'minimum': 0, 'description': 'Turn number at which the block enters the context (t).'}, 'write_mult': {'type': 'number', 'default': 1.25, 'minimum': 0, 'description': 'Cache-write price multiplier against input price. Default 1.25.'}, 'size_tokens': {'type': 'number', 'minimum': 0, 'description': 'Size of the block in tokens (S).'}, 'total_turns': {'type': 'number', 'minimum': 0, 'description': 'Total turns in the session (T). Must be at least entry_turn.'}, 'price_in_per_mtok': {'type': 'number', 'default': 5, 'minimum': 0, 'description': 'Input price in USD per million tokens. Default 5.'}}, 'additionalProperties': False}
Input schema
{'type': 'object', 'required': ['description'], 'properties': {'context': {'type': 'string', 'description': 'Optional: what you were trying to do, and why the existing tools did not cover it. Up to 1KB.'}, 'description': {'type': 'string', 'description': 'What you needed. Up to 2KB.'}}, 'additionalProperties': False}
Input schema
{'type': 'object', 'required': ['query'], 'properties': {'limit': {'type': 'integer', 'default': 5, 'maximum': 10, 'minimum': 1, 'description': 'How many sections to return. 1-10, default 5.'}, 'query': {'type': 'string', 'maxLength': 200, 'minLength': 1, 'description': 'Search terms, e.g. "canonical copy", "silent failure", "cache write cost". Terms shorter than 3 characters are ignored.'}}, 'additionalProperties': False}
Recent tool changes
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