CMS Open Payments, with annual dataset discovery through the official DKAN API.
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Scored across 42 tools
Descriptions are unusually detailed and actively steer selection (e.g. 'use X when…'), which mitigates a lot of overlap. But there is genuine collision: ask_pipeworx, ask_pipeworx_beta, and ask_pipeworx_grounded are near-identical routers (beta is explicitly 'identical' today), the open_payments_* family has 11 overlapping query modes, and ask_pipeworx/deep_research/entity_profile/compare_entities/recent_changes all compete for general research questions.
Overwhelmingly consistent snake_case verb_noun or prefix_noun convention, with clean pack prefixes (open_payments_*, polymarket_*, ask_pipeworx*). Minor deviations exist — bare verbs like subscribe/unsubscribe/remember/recall/forget and the standalone scanner names — but nothing reads as chaotic.
42 tools is a very heavy surface for an agent to reason over in one connection, well past the 25-tool threshold. It's partly justified by bundling many packs, but the CMS Open Payments server name makes the sprawling scope feel mismatched rather than intentional.
For the headline CMS Open Payments domain the surface is strong: search, company/physician/product/research lookups, cross-year histories, nature breakdown, top-company ranking, and a compare tool. A few edges (e.g. per-physician cross-year trend beyond recipient_history) are thin, but no obvious dead ends.
Recent tool additions, removals, and schema changes observed during successful MCP inspections.
bet_research2 fields changedInput schema / examplesPrevious value: -[
- {
- "market": "when-will-bitcoin-hit-150k"
- },
- {
- "market": "https://polymarket.com/event/when-will-bitcoin-hit-150k"
- }
-]New value: +[
+ {
+ "market": "will-kristi-noem-win-the-2028-republican-presidential-nomination"
+ },
+ {
+ "market": "https://polymarket.com/event/will-kristi-noem-win-the-2028-republican-presidential-nomination"
+ }
+]Input schema / properties / market / descriptionPrevious value: -"Polymarket slug (\"when-will-bitcoin-hit-150k\"), full URL (\"https://polymarket.com/event/...\"), or question text (\"Will Bitcoin hit $150k?\"). Dated slugs stop resolving once they settle — Polymarket de-indexes resolved markets — so prefer an undated one."New value: +"Polymarket slug (\"will-kristi-noem-win-the-2028-republican-presidential-nomination\"), full URL (\"https://polymarket.com/event/...\"), or question text (\"Will Bitcoin hit $150k?\"). Dated slugs stop resolving once they settle — Polymarket de-indexes resolved markets — so prefer an undated one."bet_research2 fields changedInput schema / examplesPrevious value: -[
- {
- "market": "will-bitcoin-reach-100k-in-july-2026"
- },
- {
- "market": "https://polymarket.com/event/will-bitcoin-hit-150k-by-june-30-2026"
- }
-]New value: +[
+ {
+ "market": "when-will-bitcoin-hit-150k"
+ },
+ {
+ "market": "https://polymarket.com/event/when-will-bitcoin-hit-150k"
+ }
+]Input schema / properties / market / descriptionPrevious value: -"Polymarket slug (\"will-bitcoin-hit-150k-by-june-30-2026\"), full URL (\"https://polymarket.com/event/...\"), or question text (\"Will Bitcoin hit $150k by June 30?\")"New value: +"Polymarket slug (\"when-will-bitcoin-hit-150k\"), full URL (\"https://polymarket.com/event/...\"), or question text (\"Will Bitcoin hit $150k?\"). Dated slugs stop resolving once they settle — Polymarket de-indexes resolved markets — so prefer an undated one."polymarket_kalshi_spread2 fields changedInput schema / examplesPrevious value: -[
- {
- "topic": "fed"
- },
- {
- "topic": "btc"
- }
-]New value: +[
+ {
+ "topic": "fed"
+ },
+ {
+ "topic": "btc"
+ },
+ {
+ "topic": "bitcoin"
+ },
+ {
+ "topic": "fed rate decision"
+ }
+]Input schema / properties / topic / descriptionPrevious value: -"Pre-mapped: fed | btc | cpi | gdp | sp500 | recession | next_pope | next_uk_pm | next_israel_pm | 2028_president"New value: +"Subject to compare. Canonical keys: fed | btc | eth | cpi | gdp | sp500 | recession | next_pope | next_uk_pm | next_israel_pm | 2028_president — but aliases and keywords resolve too (\"bitcoin\", \"fed rate decision\", \"ethereum\", \"inflation\", \"s&p 500\", \"us recession\", \"next pope\", \"2028 election\"). Check resolution.topic_matched_by in the response: \"exact\"/\"alias\" is a curated pairing, \"phrase\"/\"token\" is a keyword guess."CMS Medicare Part D drug spending and prescriber data. 2024 quarterly data.
CMS quality ratings, payer-negotiated prices, and clinician data for 41K+ US healthcare facilities.
CMS Open Data MCP — US Centers for Medicare & Medicaid Services.
Read-only U.S. healthcare dataset metadata, schemas, immutable downloads, and checksums.
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