Illinois Code

The set contains near-duplicate query routers (ask_pipeworx, ask_pipeworx_beta, ask_pipeworx_grounded) and a large cluster of heavily overlapping prediction-market tools (polymarket_edges, polymarket_arbitrage, polymarket_edge_tracker, polymarket_fill_risk, polymarket_kalshi_spread) with similar purposes. A single Illinois statute tool is buried among 36 unrelated Pipeworx tools, making misselection highly likely.

All names are snake_case, but the pattern is inconsistent: some are verb_noun (list_subscriptions, validate_claim), some are noun phrases (entity_profile, company_facts), some are bare verbs (remember, forget, recall), and many use branded prefixes (ask_pipeworx, pipeworx_*, polymarket_*). No consistent convention holds across the set.

37 tools for a server named 'Illinois Code' is an extreme mismatch: only one tool actually serves Illinois law. Even if the real scope is the Pipeworx data platform, the count is heavy and includes tangential meta-utilities (memory, subscriptions, feedback) that belong in a separate server.

For the stated purpose, coverage is severely incomplete: there is exactly one statute lookup tool with no search, browse, amendment history, or citation utilities. For the apparent actual purpose (a general data/prediction-market platform), coverage is broad but still lacks obvious features like directly listing available data packs or managing data sources, so either interpretation has major gaps.