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121 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 1 | mcp-grafana grafana/mcp-grafana describe_sql_table |
| 4 |
| <=2025-11-25 |
| 79/100 |
| B |
| 2 | precis-finance-mcp precis-finance/precis-finance-mcp get_bindingget_load_statuslist_bindings+3 | 6 | 2026-07-28+ | 79/100 | B |
| 3 | aws-open-data-mcp domdomegg/aws-open-data-mcp get_datasetsearch_datasets | 2 | 2025-06-18+ | 78/100 | B |
| 4 | orionbelt-analytics ralfbecher/orionbelt-analytics add_rdf_knowledgeapply_semantic_namescleanup_workspace+23 | 26 | <=2025-11-25 | 77/100 | B |
| 5 | dartwork-mpl dartworklabs/dartwork-mpl fetch_github_documentget_color_valuemix_colors | 3 | 2026-07-28+ | 74/100 | B |
| 6 | bagel Extelligence-ai/bagel delete_pipelinedescribe_data_sourcedescribe_topic+12 | 15 | 2025-06-18+ | 73/100 | B |
| 7 | claude-skills-mcp K-Dense-AI/claude-skills-mcp find_helpful_skillslist_skillsread_skill_document | 3 | <=2025-11-25 | 73/100 | B |
| 8 | cdm-mcp-server kbase/cdm-mcp-server count_delta_tableget_database_structureget_table_schema+5 | 8 | 2026-07-28+ | 72/100 | B |
| 9 | Medium-Agent N1KH1LT0X1N/Medium-Agent medium_batchmedium_castmedium_export+4 | 7 | 2026-07-28+ | 71/100 | B |
| 10 | dbt-llm-agent pragunbhutani/dbt-llm-agent get_model_detailsget_project_summarylist_dbt_models+1 | 4 | <=2025-11-25 | 71/100 | B |
| 11 | dp-mcp devraj21/dp-mcp analyze_table_patternsask_natural_language_querybackup_table_to_minio+14 | 17 | <=2025-11-25 | 49/100 | F |
| 12 | localdata-mcp ChrisGVE/localdata-mcp analyze_networkexecute_enhanced_queryget_database_status+12 | 15 | <=2025-11-25 | 49/100 | F |
| 13 | lyraios GalaxyLLMCI/lyraios call_contractcreate_cpi_transactiondelete_tool+13 | 16 | <=2025-11-25 | 49/100 | F |
| 14 | mcp-ols mathpn/mcp-ols create_analysis_sessioncreate_residual_plotsdescribe_data+4 | 7 | 2026-07-28+ | 49/100 | F |
| 15 | zero-shot-ai-agents talhabinjaved/zero-shot-ai-agents approve_plancreate_issuecreate_repo+12 | 15 | <=2025-11-25 | 49/100 | F |
| 16 | mqtt_uns_viewer slalaure/mqtt_uns_viewer add_semantic_tagscreate_alertcreate_mapper+25 | 28 | 2026-07-28+ | 48/100 | F |
| 17 | omcp_py fastomop/omcp_py Get_information_SchemaSelect_Queryanalyze_omop_data+11 | 14 | <=2025-11-25 | 48/100 | F |
| 18 | platform-engineering codetocloudorg/platform-engineering CreatePrSuggestionFixMyTestsAgentGetPrMetadata+11 | 14 | 2026-07-28+ | 48/100 | F |
| 19 | search-mcp CaptainCrouton89/search-mcp ask-perplexityget-markdowngithub-search-code+5 | 8 | 2026-07-28+ | 48/100 | F |
| 20 | Telegram-AI-MCP-Assistant-Bot shettysaish20/Telegram-AI-MCP-Assistant-Bot addadd_columnsadd_rows+33 | 36 | <=2025-11-25 | 47/100 | F |
| 21 | dajet-mcp-server zhichkin/dajet-mcp-server ExecuteQueryGetDatabaseDescriptionGetDatabaseMetadata+7 | 10 | 2025-06-18+ | 47/100 | F |
| 22 | neuron-mcp neurondb/neuron-mcp batch_embeddinggenerate_embeddinggpu_info+22 | 25 | 2025-06-18+ | 47/100 | F |
| 23 | CensusChat hollandkevint/CensusChat calculate_medicare_eligibilityexecute_drill_down_queryexecute_query+7 | 10 | <=2025-11-25 | 46/100 | F |
| 24 | LangAlpha ginlix-ai/LangAlpha Read | 1 | 2026-07-28+ | 46/100 | F |
| 25 | c2sagent C2SAgent/c2sagent answer_with_server_code_streamingask_agentcall_tool+14 | 17 | 2026-07-28+ | 46/100 | F |
| 26 | dblink-mcp patricksabry1/dblink-mcp add_database_connectioncompare_query_resultsdetect_schema_differences+2 | 5 | <=2025-11-25 | 46/100 | F |
| 27 | dbt-doctor Astoriel/dbt-doctor analyze_dagaudit_projectcheck_test_coverage+9 | 12 | <=2025-11-25 | 46/100 | F |
| 28 | mcp-servers neutree-ai/mcp-servers convert-hf-model-to-cataloggenerate-controllergenerate-resource-type-file+2 | 5 | <=2025-11-25 | 46/100 | F |
| 29 | preflight-mcp jonnyhoo/preflight-mcp arxiv_searchpreflight_checkpreflight_create_bundle+11 | 14 | 2025-06-18+ | 46/100 | F |
| 30 | spoon-awesome-skill XSpoonAi/spoon-awesome-skill github_toolgrok_researchpolymarket+1 | 4 | 2026-07-28+ | 46/100 | F |
| 31 | Omni-Scrape-AI Muhammad-Raisul-Maharub/Omni-Scrape-AI extract_social_linksextract_structured_dataextract_web_animations+8 | 11 | <=2025-11-25 | 45/100 | F |
| 32 | harbor oSEAItic/harbor coingecko.coincoingecko.pricescoingecko.trending+13 | 16 | 2026-07-28+ | 45/100 | F |
| 33 | mcp-context-forge IBM/mcp-context-forge add_edgeadd_nodeanalyze_data+8 | 11 | 2026-07-28+ | 45/100 | F |
| 34 | mcp-local-analyst fabiothiroki/mcp-local-analyst query_database | 1 | 2026-07-28+ | 45/100 | F |
| 35 | mcp-servers thejasmeetsingh/mcp-servers Add EventAddress GeocodingDelete Event+13 | 16 | <=2025-11-25 | 45/100 | F |
| 36 | MCP-LOCAL-SERVER Jorge162017/MCP-LOCAL-SERVER data_profilellm_chatnotes_add+8 | 11 | <=2025-11-25 | 44/100 | F |
| 37 | marmot marmotdata/marmot | 0 | 2026-07-28+ | 44/100 | F |
| 38 | mcp-featurestore slavadubrov/mcp-featurestore get_featurelist_featuresstore_feature | 3 | 2026-07-28+ | 44/100 | F |
| 39 | mcp-news eluc1a/mcp-news add-notesummarize_news | 2 | <=2025-11-25 | 44/100 | F |
| 40 | oauth2-authorization-server musabbozkurt/oauth2-authorization-server generateScriptsmigrateweather | 3 | 2026-07-28+ | 44/100 | F |
| 41 | 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 |
| 42 | MCP-SERVER-POSTGRES TungCan273/MCP-SERVER-POSTGRES get_model_infoget_schemapredict_sentiment+3 | 6 | <=2025-11-25 | 43/100 | F |
| 43 | Rini-MCP-server mori-mmmm/Rini-MCP-server rini_code_generationrini_create_and_execute_mcp_serverrini_get_all_from_url+9 | 12 | <=2025-11-25 | 43/100 | F |
| 44 | data-mcp niradler/data-mcp analyzeJsongetEnvironmenthealthCheck+2 | 5 | <=2025-11-25 | 43/100 | F |
| 45 | hipocampo carrasquelalex1/hipocampo add_memorybire_searchcheckpoint_hipocampo+19 | 22 | <=2025-11-25 | 43/100 | F |
| 46 | mcp-streaming-analytics Li-zhaoxue/mcp-streaming-analytics analyze_engagementcontent_performancefunnel_analysis+1 | 4 | 2026-07-28+ | 43/100 | F |
| 47 | opengenes-mcp longevity-genie/opengenes-mcp opengenes_db_queryopengenes_example_queriesopengenes_get_schema_info | 3 | <=2025-11-25 | 43/100 | F |
| 48 | mcp-langgraph shaheerzaman/mcp-langgraph dataflow_create_new_projectdataflow_load_datadataflow_query_data+2 | 5 | 2026-07-28+ | 42/100 | F |
| 49 | tidymodels-mcp JavOrraca/tidymodels-mcp generate_r_codeget_file_contentget_repository_content+4 | 7 | 2026-07-28+ | 42/100 | F |
| 50 | DataMaster-MCP szqshan/DataMaster-MCP analyze_dataapi_data_previewconnect_data_source+11 | 14 | <=2025-11-25 | 41/100 | F |