New Caledonia Open Data (data.gouv.nc) — OpenDataSoft MCP.
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Scored across 43 tools
Many tools are clearly distinct, but several clusters overlap heavily: ask_pipeworx vs ask_pipeworx_beta vs ask_pipeworx_grounded vs deep_research, and the prediction-market tools (bet_research, polymarket_arbitrage, polymarket_edges, polymarket_fill_risk, etc.) have nuanced but fuzzy boundaries. The extremely detailed descriptions help an agent disambiguate, but the set still requires careful reading before choosing.
All tool names use consistent snake_case with no camelCase or mixed casing, and many share recognizable group prefixes such as polymarket_, pipeworx_, and resolution_. There is no uniform verb_noun pattern (e.g. company_facts and entity_profile are noun-like while validate_claim and discover_tools are verb-like), so it falls short of perfect predictability.
43 tools is well above the typically well-scoped range and feels heavy for a surface that mixes a New Caledonia open-data connector with a broad Pipeworx gateway catalog. While each tool may be useful in isolation, the overall count is too large to be cohesive as a single MCP server toolset.
Coverage is very broad: open-data search/query/info for New Caledonia, plus extensive company, financial, prediction-market, research, memory, subscription, and feedback operations. Only minor gaps are apparent, such as limited write operations for New Caledonia datasets, which is expected for read-only public data.
Recent tool additions, removals, and schema changes observed during successful MCP inspections.
archive_comparearchive_evidenceclassify_rowresearch_rowsubscribe2 fields changedInput schema / properties / params / descriptionPrevious value: -"Type-specific filter. sec_8k: {ticker:\"AAPL\", items?:[\"5.02\",\"1.01\"]}. polymarket_edge: {topic:\"fed\", min_spread_bps?:500}. fred_series: {series_id:\"UNRATE\"}. patent_grant: {applicant:\"Apple Inc.\"}. clinical_trial: {sponsor?:\"Pfizer\", condition?:\"lung cancer\", phase?:\"PHASE3\"} (sponsor or condition required)."New value: +"Type-specific filter. sec_8k: {ticker:\"AAPL\", items?:[\"5.02\",\"1.01\"]}. polymarket_edge: {topic:\"fed\", min_spread_bps?:500}. fred_series: {series_id:\"UNRATE\"}. patent_grant: {applicant:\"Apple Inc.\"}. clinical_trial: {sponsor?:\"Pfizer\", condition?:\"lung cancer\", phase?:\"PHASE3\"} (sponsor or condition required). form_d: {state?:\"CA\", industry?:\"Biotechnology\", min_amount?:500000, exemption?:\"06B\"} (all optional — omit all to watch every new Form D nationwide). news_keyword: {query:\"\\\"semiconductor sanctions\\\"\", lang?:\"eng\", domains?:[\"reuters.com\"]} (query required). job_post: EITHER {ats:\"greenhouse\", board_token:\"acme\"} (exact board) OR {domain:\"acme.com\"} (auto-detected), plus optional title_query/location_query substrings. tool_diff: {tool:\"form5500\", args?:{...}, fields:[\"headcount\"], schedule:\"daily\"} — re-runs that tool on schedule and fires when the named fields change; tool must be read-only and not need a Pipeworx-held platform key; schedule \"hourly\" needs the paid tier. new_entity: {state:\"CO\", name_query?:\"dental\", entity_type?:\"limited liability\"} — state is required and must be one of FL, NY, CO, OR, CT, TX, PA. Unknown keys in form_d/news_keyword/job_post/tool_diff/new_entity params are rejected at subscribe time."Input schema / properties / type / enumPrevious value: -[
- "sec_8k",
- "polymarket_edge",
- "fred_series",
- "patent_grant",
- "clinical_trial"
-]New value: +[
+ "sec_8k",
+ "polymarket_edge",
+ "fred_series",
+ "patent_grant",
+ "clinical_trial",
+ "form_d",
+ "news_keyword",
+ "job_post",
+ "tool_diff",
+ "new_entity"
+]release_calendar_markets2 fields changedOutput schema / properties / empty_reasonAdded value: +{
+ "description": "Present ONLY on a zero-release window: \"no_releases_in_window\". The window was queried and nothing is scheduled — this is an answer, not a failure.",
+ "type": "string"
+}Output schema / properties / hintAdded value: +{
+ "description": "Present ONLY on a zero-release window: what to change (usually a wider `hours`).",
+ "type": "string"
+}ai_visibility_checkask_pipeworxask_pipeworx_betaask_pipeworx_groundedbet_researchcompany_factscompare_entitiesdataset_infodeep_researchdiscover_toolsentity_profileforgetgenerate_llms_txtkalshi_weather_edgelist_subscriptionspipeworx_feedbackpipeworx_trendingpolymarket_arbitragepolymarket_edge_trackerpolymarket_edgespolymarket_fill_riskpolymarket_kalshi_spreadqueryrecallrecent_alertsrecent_changesrelease_calendar_marketsrememberresolution_auditresolution_diffresolve_entityscan_competitor_ai_presencescan_dependencysearch_datasetssearch_withinsubscribesuggest_questionsunsubscribevalidate_claimAix-Marseille-Provence Open Data (data.ampmetropole.fr) — OpenDataSoft MCP.
Réunion Open Data (data.regionreunion.com) — OpenDataSoft MCP.
data.gouv.fr MCP — French open-data catalogue.
Nantes Métropole Open Data (data.nantesmetropole.fr) — OpenDataSoft MCP.
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