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Run code and shell commands safely in a disposable Docker sandbox.
Index repositories and retrieve precise code snippets for coding agents efficiently.
Query all memory stores at once and get a ranked, token-budgeted briefing.
Coordinate AI agent teams with shared memory, kanban workflows, and live oversight.
Give agents a durable Markdown knowledge base with persistent linked notes.
Enables exploring and querying structured data (JSON, JSONL, CSV, TSV) via shape, read, find, and diff operations, with bounded resource usage.