Dati It

Name: Dati It
Author: pipeworx-io

Server Details

dati.gov.it MCP — Italy's national open-data portal (CKAN API).

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Status: Unhealthy
Uptime: 34.7% over 49 days
Last Tested: 2026-10-05 10:53
Transport: Streamable HTTP
URL
Repository: pipeworx-io/mcp-dati-it
GitHub Stars: 0
Server Listing: mcp-dati-it

TDQS

A3.8/5.0

Scored 2026-09-27 19:26 across 41 tools

Disambiguation3/5

The descriptions work hard to differentiate the tools, but the set contains several near-duplicate families: ask_pipeworx / ask_pipeworx_beta / ask_pipeworx_grounded / deep_research all route questions, and polymarket_edges / polymarket_arbitrage / polymarket_edge_tracker / polymarket_fill_risk / polymarket_kalshi_spread overlap heavily around prediction-market analysis. An agent has to read very long descriptions to pick correctly, and the 'beta' vs 'stable' router distinction is a trap for misselection.

Naming Consistency4/5

Throughout the set is consistent snake_case with a predictable verb-noun or noun-noun pattern (ask_pipeworx, list_organizations, search_datasets, resolution_audit). A few names are pure nouns (company_facts, recent_alerts) rather than verb-led, but the convention is uniform and readable.

Tool Count2/5

41 tools is heavy, and the surface spans heterogeneous domains that do not obviously belong to a single 'Dati It' server: Italian CKAN open-data reads, a Pipeworx meta-gateway (routing/research/memory/subscriptions), and a whole prediction-market analytics suite. This reads like multiple products bundled together rather than one well-scoped server.

Completeness3/5

Coverage of the underlying Pipeworx catalog is broad (lookup, comparison, grounding, memory, subscriptions, prediction markets), but the dati.gov.it side is read-only with no lifecycle operations and the domain boundary of the server is unclear, so it is hard to say what 'complete' means here. Notable capabilities exist for most workflows but the heterogeneous scope leaves the surface unfocused rather than proven complete.

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

29 tool updatesSep 27, 2026

Changedai_visibility_check1 field changed
- addedInput schema / examples
```
Added value: +[
+  {
+    "entity": "Tesla"
+  }
+]
```

Changedask_pipeworx3 fields changed

addedInput schema / properties / ask

Added value: +{
+  "description": "Alias for question.",
+  "type": "string"
+}

addedInput schema / properties / message

Added value: +{
+  "description": "Alias for question.",
+  "type": "string"
+}

changedInput schema / properties / question / description

Previous value: -"Your question or request in natural language. Accepts query, q, prompt, text, input as aliases."New value: +"Your question or request in natural language. Accepts query, q, prompt, text, input, ask, message as aliases."

Changedask_pipeworx_beta4 fields changed

addedInput schema / examples

Added value: +[
+  {
+    "question": "What is the current US unemployment rate?"
+  }
+]

addedInput schema / properties / ask

Added value: +{
+  "description": "Alias for question.",
+  "type": "string"
+}

addedInput schema / properties / message

Added value: +{
+  "description": "Alias for question.",
+  "type": "string"
+}

changedInput schema / properties / question / description

Previous value: -"Your question or request in natural language. Accepts query, q, prompt, text, input as aliases."New value: +"Your question or request in natural language. Accepts query, q, prompt, text, input, ask, message as aliases."

Changedask_pipeworx_grounded4 fields changed

addedInput schema / examples

Added value: +[
+  {
+    "question": "What was Apple's fiscal 2023 revenue?"
+  }
+]

addedInput schema / properties / ask

Added value: +{
+  "description": "Alias for question.",
+  "type": "string"
+}

addedInput schema / properties / message

Added value: +{
+  "description": "Alias for question.",
+  "type": "string"
+}

changedInput schema / properties / question / description

Previous value: -"Your question in natural language. Accepts query, q, prompt, text, input as aliases."New value: +"Your question in natural language. Accepts query, q, prompt, text, input, ask, message as aliases."

Addedcompany_facts

Changedcompare_entities1 field changed

addedInput schema / examples

Added value: +[
+  {
+    "type": "company",
+    "values": [
+      "AAPL",
+      "MSFT"
+    ]
+  }
+]

Changeddeep_research9 fields changed

addedInput schema / examples

Added value: +[
+  {
+    "depth": "quick",
+    "question": "What is the current US unemployment rate and how has it changed over the past year?"
+  }
+]

addedInput schema / properties / ask

Added value: +{
+  "description": "Alias for question.",
+  "type": "string"
+}

addedInput schema / properties / input

Added value: +{
+  "description": "Alias for question.",
+  "type": "string"
+}

addedInput schema / properties / message

Added value: +{
+  "description": "Alias for question.",
+  "type": "string"
+}

addedInput schema / properties / prompt

Added value: +{
+  "description": "Alias for question.",
+  "type": "string"
+}

addedInput schema / properties / q

Added value: +{
+  "description": "Alias for question.",
+  "type": "string"
+}

addedInput schema / properties / query

Added value: +{
+  "description": "Alias for question.",
+  "type": "string"
+}

changedInput schema / properties / question / description

Previous value: -"The research question, in natural language. Broad/multi-part is fine — decomposition is the point."New value: +"The research question, in natural language. Broad/multi-part is fine — decomposition is the point. Accepts query, q, prompt, text, input, ask, message as aliases."

addedInput schema / properties / text

Added value: +{
+  "description": "Alias for question.",
+  "type": "string"
+}

Changedentity_profile1 field changed

addedInput schema / examples

Added value: +[
+  {
+    "type": "company",
+    "value": "AAPL"
+  }
+]

Changedforget4 fields changed

addedInput schema / properties / k

Added value: +{
+  "description": "Alias for key.",
+  "type": "string"
+}

changedInput schema / properties / key / description

Previous value: -"Memory key to delete"New value: +"Memory key to delete. Accepts name, k, label as aliases."

addedInput schema / properties / label

Added value: +{
+  "description": "Alias for key.",
+  "type": "string"
+}

addedInput schema / properties / name

Added value: +{
+  "description": "Alias for key.",
+  "type": "string"
+}

Changedgenerate_llms_txt1 field changed

addedInput schema / examples

Added value: +[
+  {
+    "url": "https://pipeworx.io"
+  }
+]

Addedkalshi_weather_edge

Changedpipeworx_feedback1 field changed

addedInput schema / examples

Added value: +[
+  {
+    "message": "Fleet #2184 smoke test: verifying pipeworx_feedback example call returns non-empty.",
+    "type": "other"
+  }
+]

Changedpipeworx_trending1 field changed
- addedInput schema / examples
```
Added value: +[
+  {
+    "window": "7d"
+  }
+]
```
Changedpolymarket_arbitrage1 field changed
- addedInput schema / examples
```
Added value: +[
+  {
+    "topic": "Fed rate decision"
+  }
+]
```
Changedpolymarket_edge_tracker1 field changed
- addedInput schema / examples
```
Added value: +[
+  {
+    "days": 14,
+    "window": "1wk"
+  }
+]
```

Changedpolymarket_edges3 fields changed

addedInput schema / examples

Added value: +[
+  {
+    "limit": 5,
+    "window": "1wk"
+  }
+]

changedInput schema / properties / min_edge_pp / description

Previous value: -"Minimum |edge| in percentage points to include (default 0.5). Edge is evaluated NET of slippage."New value: +"Minimum |edge| in percentage points to include (default 0.5). Edge is evaluated NET of slippage and Polymarket's own taker fee."

changedInput schema / properties / slippage_pp / description

Previous value: -"Assumed execution slippage in percentage points per leg (default 0.3). Subtracted from raw |edge| before ranking and Kelly sizing. Polymarket has zero trading fees as of 2024 but bid/ask + thin depth typically eats 20-50bp per trade. Bump for very thin partitions; drop to 0 if you have a smarter fill model."New value: +"Assumed execution slippage in percentage points per leg (default 0.3), for bid/ask + thin depth cost that a last-trade price does not show. Subtracted from raw |edge| before ranking and Kelly sizing, ON TOP OF Polymarket's own taker fee — which is NOT zero (rate 0.04-0.07 depending on category, read off each market's own published fee schedule; see fees_pp_applied on every row and fees.ts for the full schedule). Bump slippage for very thin partitions; drop to 0 if you have a smarter fill model — the fee still applies regardless."

Changedpolymarket_fill_risk1 field changed

addedInput schema / examples

Added value: +[
+  {
+    "market": "will-the-fed-increase-interest-rates-by-25-bps-after-the-december-2026-meeting-20260729232808636",
+    "side": "buy_yes",
+    "size_usd": 1000
+  }
+]

Changedrecall4 fields changed

addedInput schema / properties / k

Added value: +{
+  "description": "Alias for key.",
+  "type": "string"
+}

changedInput schema / properties / key / description

Previous value: -"Memory key to retrieve (omit to list all keys)"New value: +"Memory key to retrieve (omit to list all keys). Accepts name, k, label as aliases."

addedInput schema / properties / label

Added value: +{
+  "description": "Alias for key.",
+  "type": "string"
+}

addedInput schema / properties / name

Added value: +{
+  "description": "Alias for key.",
+  "type": "string"
+}

Changedrecent_changes1 field changed

addedInput schema / examples

Added value: +[
+  {
+    "since": "30d",
+    "type": "company",
+    "value": "AAPL"
+  }
+]

Addedrelease_calendar_markets

Changedremember10 fields changed

addedInput schema / examples

Added value: +[
+  {
+    "key": "target_ticker",
+    "value": "AAPL"
+  }
+]

addedInput schema / properties / content

Added value: +{
+  "description": "Alias for value.",
+  "type": "string"
+}

addedInput schema / properties / data

Added value: +{
+  "description": "Alias for value.",
+  "type": "string"
+}

addedInput schema / properties / k

Added value: +{
+  "description": "Alias for key.",
+  "type": "string"
+}

changedInput schema / properties / key / description

Previous value: -"Memory key (e.g., \"subject_property\", \"target_ticker\", \"user_preference\")"New value: +"Memory key (e.g., \"subject_property\", \"target_ticker\", \"user_preference\"). Accepts name, k, label as aliases."

addedInput schema / properties / label

Added value: +{
+  "description": "Alias for key.",
+  "type": "string"
+}

addedInput schema / properties / name

Added value: +{
+  "description": "Alias for key.",
+  "type": "string"
+}

addedInput schema / properties / text

Added value: +{
+  "description": "Alias for value.",
+  "type": "string"
+}

addedInput schema / properties / v

Added value: +{
+  "description": "Alias for value.",
+  "type": "string"
+}

changedInput schema / properties / value / description

Previous value: -"Value to store (any text — findings, addresses, preferences, notes)"New value: +"Value to store (any text — findings, addresses, preferences, notes). Accepts content, text, data, v as aliases; a non-string value is stored as JSON."

Addedresolution_audit
Addedresolution_diff

Changedresolve_entity1 field changed

addedInput schema / examples

Added value: +[
+  {
+    "type": "company",
+    "value": "AAPL"
+  }
+]

Changedscan_competitor_ai_presence1 field changed

addedInput schema / examples

Added value: +[
+  {
+    "entities": [
+      "Pipeworx",
+      "Zapier"
+    ]
+  }
+]

Changedscan_dependency1 field changed
- addedInput schema / examples
```
Added value: +[
+  {
+    "package": "left-pad"
+  }
+]
```

Changedsearch_within1 field changed

addedInput schema / examples

Added value: +[
+  {
+    "query": "supply-chain risk",
+    "text": "Apple Inc. reported fiscal 2023 revenue of $383.285 billion, driven by strong iPhone and Services growth. Net income was $96.995 billion. The company faced supply-chain risk in China during the quarter."
+  }
+]

Changedsuggest_questions1 field changed
- addedInput schema / examples
```
Added value: +[
+  {
+    "topic": "finance"
+  }
+]
```

Changedvalidate_claim1 field changed

addedInput schema / examples

Added value: +[
+  {
+    "claim": "Apple's fiscal 2023 revenue was $383 billion"
+  }
+]

2 tool updatesSep 11, 2026

Changedbet_research2 fields changed

changedInput schema / examples

Previous 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": "will-kristi-noem-win-the-2028-republican-presidential-nomination"
+  },
+  {
+    "market": "https://polymarket.com/event/will-kristi-noem-win-the-2028-republican-presidential-nomination"
+  }
+]

changedInput schema / properties / market / description

Previous 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 (\"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."

Changedpolymarket_kalshi_spread2 fields changed

changedInput schema / examples

Previous value: -[
-  {
-    "topic": "fed"
-  },
-  {
-    "topic": "btc"
-  }
-]New value: +[
+  {
+    "topic": "fed"
+  },
+  {
+    "topic": "btc"
+  },
+  {
+    "topic": "bitcoin"
+  },
+  {
+    "topic": "fed rate decision"
+  }
+]

changedInput schema / properties / topic / description

Previous 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."

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