Leaderboard/io.github.xaviviro/opendata-cat
MCP ServerScored via MCP protocol probing: initialize handshake, tools/list conformance, and ping + tool invocation performance.

io.github.xaviviro/opendata-cat

Connect LLMs with 2,500+ open data datasets from Catalonia (Socrata, CKAN, REST).

95/100
Operational Score
Score Breakdown
Availability30/30
Conformance30/30
Performance35/40
Key Metrics
Uptime 30d
100.0%
P95 Latency
608.8ms
Conformance
Pass
Trend
Stable
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 400 in 608ms
Conformance
MCP initialize handshake + tools/list
Valid MCP server info returned, tools/list responded
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 608ms, task completion: 100%
Skills
search_datasets

Search datasets by free text. IMPORTANT: check server instructions first — many common queries have a direct dataset_id you can use with query_dataset without searching. Only use search_datasets when you don't know which dataset you need.

get_dataset_info

Get complete metadata for a dataset: fields with types and descriptions, API endpoint, license, available formats and last update. Call after search_datasets to get full details of a specific dataset.

list_dataset_fields

List fields of a dataset with name, data type and description. Call before query_dataset to know which fields and filters are available.

query_dataset

Query real data from a dataset. Check instructions for featured dataset_ids and NOTES section for common filter patterns (municipal budgets, contracts, weather, energy, fuel prices).

list_portals

List all 13 indexed open data portals with dataset counts. Catalan portals (Generalitat, Barcelona, Diba, AOC, Reus, Girona, FGC, Idescat, Renfe) + Spanish national sources with Catalonia focus (INE statistics, REE energy, SEPE employment, CNMC fuel prices). No parameters required.

list_categories

List all dataset categories and themes with counts per portal. Great first step to discover what data types are available before searching with search_datasets. Returns total datasets, count per portal and category list with counts. No parameters required.

related_datasets

Find related datasets from OTHER portals. Great for discovering complementary data: if you're looking at air quality from Generalitat, it may suggest traffic data from Barcelona or emissions from AOC. Relations are computed by thematic similarity across portals.

Tools
7 tools verified via live probe
verified 12h ago
Server: opendata-catVersion: 0.3.6Protocol: 2024-11-05
Recent Probe Results
TimestampStatusLatencyConformance
May 30, 2026success608.1msPass
May 29, 2026success608.8msPass
May 29, 2026success504.1msPass
May 27, 2026success490.6msPass
May 27, 2026success526.7msPass
May 27, 2026success499.3msPass
May 26, 2026success559.2msPass
May 25, 2026success542msPass
May 22, 2026success450msPass
May 22, 2026success484.4msPass
Source Registries
mcp-registry
First Seen
Apr 13, 2026
Last Seen
May 29, 2026
Last Probed
May 30, 2026