SwarmLabs MCP Server
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TDQS
Scored across 6 tools
Most tools have distinct roles: discovery (list_scenarios, get_held_out_template), evidence chains (wet_lab_anchors), and scoring (verify_prediction). However, gate_decision, ledger_provenance, and verify_prediction all return a 'gate' value and gate_decision can also emit the whole ledger summary, creating mild overlap that descriptions mostly but not entirely resolve.
All names use snake_case, but the set mixes verb_noun (list_scenarios, get_held_out_template, verify_prediction) with noun_phrases (gate_decision, ledger_provenance, wet_lab_anchors). It remains readable but there is no single predictable verb/action convention.
Six tools is well-scoped for a held-out validation/gating server, with each tool covering a distinct stage (discovery, evidence chains, template, scoring, gate state, provenance). No tool feels redundant or padded.
The surface covers the full pipeline: find scenarios, fetch a template, submit predictions, get verdict/gate, and check provenance and a second evidence chain. Coverage is strong, though there is no explicit tool for retrieving historical prediction results or comparing multiple submissions.