Launch Library

Each tool has a clearly distinct purpose, from general query routing (ask_pipeworx) to grounded fact-checking (validate_claim), company profiling (entity_profile), prediction market analysis (multiple polymarket_* tools), and utility functions (remember/forget). The descriptions are detailed enough that an agent can reliably select the correct tool without confusion.

While there are several consistent sub-patterns (ask_pipeworx*, polymarket_*, entity_*), the overall naming mixes styles: some use verb_noun (resolve_entity), some noun_verb (entity_profile), some are imperative (remember), and others include the platform name (pipeworx_feedback). This is mostly consistent with minor deviations.

31 tools is appropriate for a broad data platform covering company financials, drugs, economics, prediction markets, and more. Each tool earns its place, and the number is well-scoped—neither too many nor too few for the ambitious domain coverage.

The set covers a comprehensive range of operations: query, comparison, profiling, change tracking, memory management, subscriptions, discovery, and specialized analyses (prediction market arbitrage, claim validation). There are no obvious gaps; the surface is complete for the stated multi-domain purpose.