mcp-server-worldquantbrain
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- AlicenseNot gradedqualityBmaintenanceEnables AI agents to run WorldQuant BRAIN alpha backtests via MCP, supporting expression submission, status tracking, result analysis, and batch resumption.1MIT
- AlicenseNot gradedqualityCmaintenanceEnables LLM agents to safely perform WorldQuant BRAIN research tasks such as account status checks, dataset/field/operator discovery, recent alpha retrieval, candidate writing, and guarded multi-simulation runs, while deliberately excluding alpha submission from the MCP layer.11MIT
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- AlicenseNot gradedqualityCmaintenanceAutomates WorldQuant BRAIN alpha research workflows, including simulation, reference search, and alpha submission through MCP tools.2MIT
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qanatofficial
AlicenseNot gradedqualityBmaintenanceEnables agents to inspect, plan, run, and backtest alpha pipelines expressed as DAGs, with tools for table discovery, lineage, backtests, reports, and workflow authoring.362 PyPI331MIT
TDQS
Scored across 25 tools
Tools are grouped into clear resource families (datasets/datafields, alphas, simulations, auth, user) and each action is largely distinct. The only real overlap is get_alpha_pnl vs get_alpha_recordset and get_dataset vs get_datafield, and the descriptions explicitly steer callers ('Prefer get_alpha_pnl for PnL'), which resolves the ambiguity in practice.
Almost everything follows a predictable snake_case verb_noun pattern (list_datasets, get_alpha, simulate_alpha, check_alpha_submission). Minor deviations: auth_status has no verb, and authenticate stands alone without a noun object, but the convention remains readable overall.
25 tools is at the upper edge of well-scoped; each maps to a real BRAIN operation, but several niche read tools (get_alpha_self_correlation, get_alpha_prod_correlation, list_alpha_recordsets, get_alpha_recordset, list_messages) could be folded into broader getters without losing capability.
Simulation, discovery, and alpha inspection are well covered, including batch runs, resume-via-status, and pre-submission checks. However, there is no tool to actually submit an alpha (only check_alpha_submission), no delete_alpha, and no way to enumerate past simulations independent of alphas, leaving lifecycle dead ends.