Avoindata Fi

Name: Avoindata Fi
Author: pipeworx-io

Server Details

Finland Open Data (www.avoindata.fi/data/en) CKAN MCP.

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Status: Unhealthy
Uptime: 31.7% over 55 days
Last Tested: 2026-10-11 17:35
Transport: Streamable HTTP
URL
Repository: pipeworx-io/mcp-avoindata-fi
GitHub Stars: 0
Server Listing: mcp-avoindata-fi

TDQS

A3.9/5.0

Scored 2026-09-25 00:05 across 39 tools

Disambiguation3/5

The server mixes two domains: Finland Open Data (search_datasets, dataset, query_resource) and a broad Pipeworx research/prediction-markets platform. Within the Pipeworx cluster, several tools overlap heavily: ask_pipeworx, ask_pipeworx_beta, ask_pipeworx_grounded, deep_research, discover_tools, and suggest_questions all route questions or discover capabilities, and bet_research vs. polymarket_edges vs. polymarket_arbitrage all scan prediction-market opportunities. The descriptions are detailed, but the boundaries between the three ask_pipeworx variants and between the prediction-market tools require careful reading to avoid misselection.

Naming Consistency3/5

Names mix conventions: many are descriptive snake_case (ask_pipeworx, polymarket_arbitrage, resolution_audit, search_datasets) which is fine, but 'ai_visibility_check' and 'scan_competitor_ai_presence' use different prefixes for the same purpose, 'kalshi_weather_edge' is a noun–noun compound unlike the others, and the server name itself ('Avoindata Fi') does not clearly map to the tool naming. The pattern is readable but not uniform.

Tool Count2/5

39 tools is heavy for a single server, especially when around 30 of them belong to the Pipeworx mega-platform and only 4–6 serve the advertised Finland Open Data purpose. Many meta-tools (ask_pipeworx, ask_pipeworx_beta, discover_tools, suggest_questions, deep_research) overlap in role, making the count harder to justify. A narrower server would sit at 10–20 tools.

Completeness3/5

For the Finland Open Data domain, there are search, dataset metadata, and resource query tools — but no obvious update/delete or subscription tooling for those datasets (though those may be admin-exclusive). For the Pipeworx domain, the surface is extensive (research, entities, prediction markets, subscriptions, memory, feedback), but the server name promises a narrow Finland dataset catalog while delivering a generic research platform, so the completeness is misaligned with the stated purpose.

Tool Schema Changelog

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

7 tool updatesSep 25, 2026

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_beta3 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_grounded3 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 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."

Changeddeep_research8 fields changed

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"
+}

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"
+}

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"
+}

Changedremember9 fields changed

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."

26 tool updatesSep 20, 2026

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

Changedask_pipeworx_beta1 field changed

addedInput schema / examples

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

Changedask_pipeworx_grounded1 field changed

addedInput schema / examples

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

Addedcompany_facts

Changedcompare_entities1 field changed

addedInput schema / examples

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

Changeddeep_research1 field 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?"
+  }
+]

Changedentity_profile1 field changed

addedInput schema / examples

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

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
+  }
+]

Changedrecent_changes1 field changed

addedInput schema / examples

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

Addedrelease_calendar_markets

Changedremember1 field changed

addedInput schema / examples

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

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"
+  }
+]

1 tool updateSep 11, 2026

Changedbet_research2 fields changed

changedInput schema / examples

Previous 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"
+  }
+]

changedInput schema / properties / market / description

Previous 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."

2 tool updatesSep 11, 2026

Changedbet_research1 field changed

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 (\"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."

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."

1 tool updateSep 11, 2026

Changedbet_research1 field 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": "when-will-bitcoin-hit-150k"
+  },
+  {
+    "market": "https://polymarket.com/event/when-will-bitcoin-hit-150k"
+  }
+]

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