Live AI ecosystem intelligence — 47 tools for discovering, comparing, and tracking open-source AI projects, HuggingFace models and datasets, public APIs, and community discourse.
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Scored across 8 tools
Most tools have distinct purposes: describe_table, list_tables, and search_tables all help explore database structure but target different exploration needs (specific table details, overview, and keyword search respectively), while query, list_workflows, and get_status serve different query/analysis functions. However, find_ai_tool and search_tables could be confused as both involve searching, though find_ai_tool searches AI repos via semantic search while search_tables searches database metadata.
All tool names follow a consistent snake_case pattern with clear verb_noun structure: describe_table, find_ai_tool, get_status, list_tables, list_workflows, query, search_tables, submit_feedback. The naming is predictable and readable throughout the set.
With 8 tools, the count is well-scoped for a server focused on exploring an AI/ML database and finding AI tools. Each tool earns its place by covering distinct aspects: database exploration (describe_table, list_tables, search_tables), querying (query, list_workflows), AI tool discovery (find_ai_tool), and utility (get_status, submit_feedback).
The tool surface covers core workflows for database exploration and AI tool discovery effectively, with tools for orientation (get_status), structure exploration (list_tables, describe_table, search_tables), querying (query, list_workflows), and feedback (submit_feedback). A minor gap is the lack of a tool for updating or managing the database (e.g., write operations), but given the read-only focus and timeout/row limits in query, this is reasonable for the domain.
Recent tool additions, removals, and schema changes observed during successful MCP inspections.
describe_table1 field changedInput schema / additionalPropertiesAdded value: +falsefind_ai_tool1 field changedInput schema / additionalPropertiesAdded value: +falseget_status1 field changedInput schema / additionalPropertiesAdded value: +falselist_tables1 field changedInput schema / additionalPropertiesAdded value: +falselist_workflows1 field changedInput schema / additionalPropertiesAdded value: +falsequery1 field changedInput schema / additionalPropertiesAdded value: +falsesearch_tables1 field changedInput schema / additionalPropertiesAdded value: +falsesubmit_feedback2 fields changedInput schema / additionalPropertiesAdded value: +falseInput schema / properties / context / defaultAdded value: +nullaboutbriefingdescribe_tablefind_mcp_serverfind_public_apiget_statuslist_tableslist_workflowsmore_toolsproject_pulsesearch_tablessubmit_feedbacktopictrendingwhats_newrecallworkspacebriefingrecallworkspaceaccept_candidateamend_correctionamend_feedbackamend_pitchcomparedeep_divedescribe_schemaexplainfind_datasetfind_dependentsfind_modelget_api_endpointsget_api_specget_dependencieshn_pulsehype_checkhype_landscapelab_modelslab_pulselifecycle_maplist_correctionslist_feedbacklist_lab_eventslist_pitchesmarket_mapmcp_coveragemore_toolsmoverspropose_articleradarrelatedscoutset_tiersniff_projectssubmit_correctionsubmit_feedbacksubmit_lab_eventupvote_correctionupvote_feedbackupvote_pitchmcp_coveragefind_ai_tool1 field changedInput schema / properties / offsetAdded value: +{
+ "default": 0,
+ "type": "integer"
+}find_dataset1 field changedInput schema / properties / offsetAdded value: +{
+ "default": 0,
+ "type": "integer"
+}find_mcp_server1 field changedInput schema / properties / offsetAdded value: +{
+ "default": 0,
+ "type": "integer"
+}find_model1 field changedInput schema / properties / offsetAdded value: +{
+ "default": 0,
+ "type": "integer"
+}find_public_api1 field changedInput schema / properties / offsetAdded value: +{
+ "default": 0,
+ "type": "integer"
+}aboutaccept_candidateamend_correctionamend_feedbackamend_pitchcomparedeep_divedescribe_schemaexplainfind_ai_toolfind_datasetfind_dependentsfind_mcp_serverfind_modelfind_public_apiget_api_endpointsget_api_specget_dependencieshn_pulsehype_checkhype_landscapelab_modelslab_pulselifecycle_maplist_correctionslist_feedbacklist_lab_eventslist_pitchesmarket_mapmoversproject_pulsepropose_articlequeryradarrelatedscoutset_tiersniff_projectssubmit_correctionsubmit_feedbacksubmit_lab_eventtopictrendingupvote_correctionupvote_feedbackupvote_pitchwhats_new
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