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85 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 1 | dp-mcp devraj21/dp-mcp analyze_table_patternsask_natural_language_querybackup_table_to_minio+14 | 17 | <=2025-11-25 | 49/100 | F |
| 2 |
| localdata-mcp ChrisGVE/localdata-mcp analyze_networkexecute_enhanced_queryget_database_status+12 |
| 15 |
| <=2025-11-25 |
| 49/100 |
| F |
| 3 | lyraios GalaxyLLMCI/lyraios call_contractcreate_cpi_transactiondelete_tool+13 | 16 | <=2025-11-25 | 49/100 | F |
| 4 | mqtt_uns_viewer slalaure/mqtt_uns_viewer add_semantic_tagscreate_alertcreate_mapper+25 | 28 | 2026-07-28+ | 48/100 | F |
| 5 | multipass tinosingh/multipass check_whisper_healthlist_whisper_modelstranscribe_audio | 3 | 2026-07-28+ | 48/100 | F |
| 6 | omcp_py fastomop/omcp_py Get_information_SchemaSelect_Queryanalyze_omop_data+11 | 14 | <=2025-11-25 | 48/100 | F |
| 7 | platform-engineering codetocloudorg/platform-engineering CreatePrSuggestionFixMyTestsAgentGetPrMetadata+11 | 14 | 2026-07-28+ | 48/100 | F |
| 8 | dajet-mcp-server zhichkin/dajet-mcp-server ExecuteQueryGetDatabaseDescriptionGetDatabaseMetadata+7 | 10 | 2025-06-18+ | 47/100 | F |
| 9 | neuron-mcp neurondb/neuron-mcp batch_embeddinggenerate_embeddinggpu_info+22 | 25 | 2025-06-18+ | 47/100 | F |
| 10 | CensusChat hollandkevint/CensusChat calculate_medicare_eligibilityexecute_drill_down_queryexecute_query+7 | 10 | <=2025-11-25 | 46/100 | F |
| 11 | LangAlpha ginlix-ai/LangAlpha Read | 1 | 2026-07-28+ | 46/100 | F |
| 12 | c2sagent C2SAgent/c2sagent answer_with_server_code_streamingask_agentcall_tool+14 | 17 | 2026-07-28+ | 46/100 | F |
| 13 | dblink-mcp patricksabry1/dblink-mcp add_database_connectioncompare_query_resultsdetect_schema_differences+2 | 5 | <=2025-11-25 | 46/100 | F |
| 14 | dbt-doctor Astoriel/dbt-doctor analyze_dagaudit_projectcheck_test_coverage+9 | 12 | <=2025-11-25 | 46/100 | F |
| 15 | spoon-awesome-skill XSpoonAi/spoon-awesome-skill github_toolgrok_researchpolymarket+1 | 4 | 2026-07-28+ | 46/100 | F |
| 16 | unsloth-mcp-server ScientiaCapital/unsloth-mcp-server check_installationcheck_ocr_backendsclassify_content+16 | 19 | <=2025-11-25 | 46/100 | F |
| 17 | dataagents HotTechStack/dataagents checkN8nHealthdebugEnvironmentresetConversation+12 | 15 | 2026-07-28+ | 45/100 | F |
| 18 | harbor oSEAItic/harbor coingecko.coincoingecko.pricescoingecko.trending+13 | 16 | 2026-07-28+ | 45/100 | F |
| 19 | mcp-context-forge IBM/mcp-context-forge add_edgeadd_nodeanalyze_data+8 | 11 | 2026-07-28+ | 45/100 | F |
| 20 | mcp-servers thejasmeetsingh/mcp-servers Add EventAddress GeocodingDelete Event+13 | 16 | <=2025-11-25 | 45/100 | F |
| 21 | marmot marmotdata/marmot | 0 | 2026-07-28+ | 44/100 | F |
| 22 | mcp-news eluc1a/mcp-news add-notesummarize_news | 2 | <=2025-11-25 | 44/100 | F |
| 23 | oauth2-authorization-server musabbozkurt/oauth2-authorization-server generateScriptsmigrateweather | 3 | 2026-07-28+ | 44/100 | F |
| 24 | open-virome-mcp serratus-bio/open-virome-mcp get_palm_ids_by_speciesget_similar_palm_idsget_virus_metadata_analysis | 3 | <=2025-11-25 | 44/100 | F |
| 25 | MCP-SERVER-POSTGRES TungCan273/MCP-SERVER-POSTGRES get_model_infoget_schemapredict_sentiment+3 | 6 | <=2025-11-25 | 43/100 | F |
| 26 | data-mcp niradler/data-mcp analyzeJsongetEnvironmenthealthCheck+2 | 5 | <=2025-11-25 | 43/100 | F |
| 27 | hipocampo carrasquelalex1/hipocampo add_memorybire_searchcheckpoint_hipocampo+19 | 22 | <=2025-11-25 | 43/100 | F |
| 28 | mcp-streaming-analytics Li-zhaoxue/mcp-streaming-analytics analyze_engagementcontent_performancefunnel_analysis+1 | 4 | 2026-07-28+ | 43/100 | F |
| 29 | python-mcp-server Hawaiideveloper/python-mcp-server ai_chat_toolanalyze_code_intelligence_toolanalyze_image_tool+18 | 21 | <=2025-11-25 | 43/100 | F |
| 30 | DataMaster-MCP szqshan/DataMaster-MCP analyze_dataapi_data_previewconnect_data_source+11 | 14 | <=2025-11-25 | 41/100 | F |
| 31 | celp-mcp CelpAI/celp-mcp query-databasequery-database-turbo | 2 | 2026-07-28+ | 41/100 | F |
| 32 | deepsql DeepSQLAI/deepsql analyze_connection_patternsanalyze_query_patternsanalyze_query_plans+22 | 25 | 2026-07-28+ | 41/100 | F |
| 33 | metabase-ai-assistant enessari/metabase-ai-assistant ai_dashboard_build_fullai_relationships_suggestai_sql_execute_and_heal+28 | 31 | 2025-06-18+ | 41/100 | F |
| 34 | pixelmemory pixeltable/pixelmemory manage_tasks | 1 | <=2025-11-25 | 40/100 | F |
| 35 | trifle-cli trifle-io/trifle-cli auth_loginauth_meauth_signup+17 | 20 | 2026-07-28+ | 39/100 | F |
| 36 | PromptELT_v1 Dtano17/PromptELT_v1 connectexecute-queryget-schema | 3 | <=2025-11-25 | 38/100 | F |
| 37 | precis-mcp retospect/precis-mcp deleteeditget+5 | 8 | 2026-07-28+ | 38/100 | F |
| 38 | chicory chicoryai/chicory query_bigqueryquery_databricksquery_postgresql+1 | 4 | 2026-07-28+ | 37/100 | F |
| 39 | openaq-pipeline Rafo044/openaq-pipeline command_run_all_testscommand_start_all_containersdocker_check_permissions+4 | 7 | 2026-07-28+ | 36/100 | F |
| 40 | sajhamcpserver ajsinha/sajhamcpserver alpha_vantage_stock_datacoingecko_crypto_dataduckdb_query+9 | 12 | 2026-07-28+ | 36/100 | F |
| 41 | MCP_servers_and_a2a_utils anjijava16/MCP_servers_and_a2a_utils entity_extraction_and_graph_creation | 1 | 2026-07-28+ | 33/100 | F |
| 42 | QCX QueueLab/QCX documentRetrievegeospatialQueryToolmapbox_geocode_location+4 | 7 | <=2025-11-25 | 33/100 | F |
| 43 | 4D-ARE ybeven/4D-ARE connectconnectdisconnect+27 | 30 | 2026-07-28+ | 32/100 | F |
| 44 | open-news-mcp rv64m/open-news-mcp list_categorieslist_filter_metadatalist_source_names+5 | 8 | <=2025-11-25 | 32/100 | F |
| 45 | mcp-ollama-postgres rajeevchandra/mcp-ollama-postgres sql://query | 1 | 2026-07-28+ | 31/100 | F |
| 46 | Agentic-AI-AGNO Anshul261/Agentic-AI-AGNO anthropic_claude_inferenceazure_openai_inferencecerebras_inference+20 | 23 | 2026-07-28+ | 29/100 | F |
| 47 | GrEBI EBISPOT/GrEBI grebi_ingest_biomappingsgrebi_ingest_biostudiesgrebi_ingest_expression_atlas+15 | 18 | 2026-07-28+ | 28/100 | F |
| 48 | neurondb neurondb/neurondb | 0 | 2026-07-28+ | 27/100 | F |
| 49 | MCP-Server donphi/MCP-Server get_contextproject_structureread_md_files+2 | 5 | 2026-07-28+ | 26/100 | F |
| 50 | mcp-server-toolkit ChunkyTortoise/mcp-server-toolkit | 0 | 2026-07-28+ | 26/100 | F |