Us Code

The ask_pipeworx family (ask_pipeworx, ask_pipeworx_beta, ask_pipeworx_grounded, deep_research) all route questions to the same underlying catalog with only subtle differences in grounding and depth, making selection genuinely ambiguous. The six polymarket_* tools also heavily overlap in purpose — arbitrage, edges, edge tracking, fill risk, and cross-venue spreads all describe 'find a prediction-market mispricing' with nuanced distinctions. A few tools like usc_titles and resolve_entity are crisp, but they are islands in a sea of overlapping research utilities.

The set is uniformly lowercase snake_case, which helps, but the verb_noun pattern is inconsistent: some tools use imperative verbs (ask_pipeworx, validate_claim, generate_llms_txt, unsubscribe) while most data-lookup tools are bare noun phrases (company_facts, entity_profile, resolution_audit, recent_changes). Bare single verbs (remember, recall, forget) and the ask_pipeworx_beta suffix variant add further inconsistency. The naming is readable but does not form a predictable convention an agent could infer.

39 tools is far beyond the 25-tool threshold and the vast majority have nothing to do with the server's declared name 'Us Code' — only 3 of 39 tools (usc_search, usc_section, usc_titles) serve that purpose. The remaining 36 form a sprawling general-purpose data/prediction-market/memory/subscription platform that would be more honestly named 'Pipeworx'. The count is appropriate for a large data platform but is an extreme mismatch for a US Code server.

The three US Code tools cover browsing titles, searching by subject, and fetching section text but lack chapter/section listing, amendment history, or any citation-resolution tool, leaving meaningful gaps for legal research. The broader Data platform is heavily over-invested in prediction markets (7+ tools) while other advertised domains like real estate, weather, and sports are only reachable through the generic ask_pipeworx router rather than dedicated tools. The overall surface has no severe dead ends but is uneven and not coherent for any single stated purpose.