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71 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 1 | bvbrc-mcp-server cucinellclark/bvbrc-mcp-server agent_chatcreate_feature_groupcreate_genome_group+5 | 8 | <=2025-11-25 |
| 68/100 |
| C |
| 2 | orchid-youtube-mcp pablitxn/orchid-youtube-mcp delete_videoget_ingestion_statusget_sources+3 | 6 | 2026-07-28+ | 66/100 | C |
| 3 | UNS-MCP Unstructured-IO/UNS-MCP create_astradb_destinationcreate_databricks_delta_table_destinationcreate_destination_connector+13 | 16 | <=2025-11-25 | 64/100 | C |
| 4 | weave-mcp maximilien/weave-mcp count_collectionscount_documentscreate_collection+15 | 18 | 2026-07-28+ | 64/100 | C |
| 5 | aind-metadata-mcp AllenNeuralDynamics/aind-metadata-mcp aggregation_retrievalcount_recordsget_records+3 | 6 | 2026-07-28+ | 63/100 | C |
| 6 | kusto-mcp johnib/kusto-mcp execute-queryinitialize-connectionreport-issue+4 | 7 | 2026-07-28+ | 63/100 | C |
| 7 | mcp-spark-documentation martoc/mcp-spark-documentation read_documentationsearch_documentation | 2 | 2026-07-28+ | 61/100 | C |
| 8 | openstax-mcp-server pythpythpython/openstax-mcp-server generate_jupyter_notebookgenerate_practice_problemsget_module_content+4 | 7 | 2026-07-28+ | 61/100 | C |
| 9 | cgc anthonylee991/cgc cgc_add_sourcecgc_chunkcgc_discover+9 | 12 | 2026-07-28+ | 60/100 | C |
| 10 | jdatamunch-mcp jgravelle/jdatamunch-mcp aggregateanalyze_perfcheck_column_drop_safe+34 | 37 | 2026-07-28+ | 60/100 | C |
| 11 | aire-agent omariosc/aire-agent generate_scriptlist_moduleslog_experiment+5 | 8 | 2026-07-28+ | 59/100 | D |
| 12 | gephi-ai MattArtzAnthro/gephi-ai gephi_apply_filtergephi_bulk_remove_nodesgephi_clear_graph+43 | 46 | <=2025-11-25 | 59/100 | D |
| 13 | paper-scout jonradoff/paper-scout assess_significancegenerate_summary_contextget_interest_profile+7 | 10 | 2026-07-28+ | 59/100 | D |
| 14 | dlt-mcp dlt-hub/dlt-mcp display_schemaexecute_sql_queryget_load_table+7 | 10 | 2026-07-28+ | 58/100 | D |
| 15 | dolex outsidedata/dolex analyze_dataclean_columnclear_cache+17 | 20 | 2026-07-28+ | 58/100 | D |
| 16 | MCPHackathon HeetVekariya/MCPHackathon create_gdrive_sourcecreate_mongodb_destinationcreate_workflow+10 | 13 | <=2025-11-25 | 57/100 | D |
| 17 | google-analytics-mcp surendranb/google-analytics-mcp get_ga4_dataget_troubleshooting_guidesearch_schema+2 | 5 | 2026-07-28+ | 57/100 | D |
| 18 | mcp-server nf-osi/mcp-server create_datasetfetch_schemaget_data_classes+3 | 6 | <=2025-11-25 | 57/100 | D |
| 19 | ai-dataset-radar liuxiaotong/ai-dataset-radar radar_blogsradar_configradar_datasets+13 | 16 | 2026-07-28+ | 56/100 | D |
| 20 | clio-agent iowarp/clio-agent ask_usercreate_a2ui_surfacecreate_artifact+16 | 19 | 2026-07-28+ | 56/100 | D |
| 21 | datamimic rapiddweller/datamimic datamimic_checkdatamimic_referencedatamimic_run+1 | 4 | 2026-07-28+ | 55/100 | D |
| 22 | mcp-consulting-kit JRM-FusionAL/mcp-consulting-kit bulk_analyze_issuescomment_on_redditcreate_devto_article+20 | 23 | 2026-07-28+ | 55/100 | D |
| 23 | n8n-workflow-builder schimmmi/n8n-workflow-builder adapt_templateadd_node_intentanalyze_change_impact+19 | 22 | 2026-07-28+ | 55/100 | D |
| 24 | interject mistakeknot/interject interject_detailinterject_dismissinterject_inbox+7 | 10 | <=2025-11-25 | 54/100 | D |
| 25 | mongodb-mcp-server mongodb-js/mongodb-mcp-server | 0 | <=2025-11-25 | 54/100 | D |
| 26 | Agentic_AI sobhan2204/Agentic_AI archive_research_searcharxiv_research_searchcode_executor+7 | 10 | 2026-07-28+ | 53/100 | D |
| 27 | mcp-analyst-toolkit miptgirl/mcp-analyst-toolkit describe_tableexecute_sql_queryget_github_pr_details+2 | 5 | 2026-07-28+ | 52/100 | D |
| 28 | arxiv-mcp Ractorrr/arxiv-mcp download_pdfget_paperlist_saved+3 | 6 | 2026-07-28+ | 51/100 | D |
| 29 | ClawForge jackjin1997/ClawForge deleteexportextract_news_from_netease+13 | 16 | <=2025-11-25 | 50/100 | D |
| 30 | beam-mcp-server souravch/beam-mcp-server beam-wordcountcancel_jobcreate_job+9 | 12 | <=2025-11-25 | 50/100 | D |
| 31 | dune-mcp nice-bills/dune-mcp analyze_query_erroranalyze_resultsarchive_query+14 | 17 | <=2025-11-25 | 50/100 | D |
| 32 | research-mcp-server ricleedo/research-mcp-server arxiv-get-latex-sourcearxiv-get-paperarxiv-search+11 | 14 | 2026-07-28+ | 50/100 | D |
| 33 | localdata-mcp ChrisGVE/localdata-mcp analyze_networkexecute_enhanced_queryget_database_status+12 | 15 | <=2025-11-25 | 49/100 | F |
| 34 | zero-shot-ai-agents talhabinjaved/zero-shot-ai-agents approve_plancreate_issuecreate_repo+12 | 15 | <=2025-11-25 | 49/100 | F |
| 35 | platform-engineering codetocloudorg/platform-engineering CreatePrSuggestionFixMyTestsAgentGetPrMetadata+11 | 14 | 2026-07-28+ | 48/100 | F |
| 36 | search-mcp CaptainCrouton89/search-mcp ask-perplexityget-markdowngithub-search-code+5 | 8 | 2026-07-28+ | 48/100 | F |
| 37 | c2sagent C2SAgent/c2sagent answer_with_server_code_streamingask_agentcall_tool+14 | 17 | 2026-07-28+ | 46/100 | F |
| 38 | preflight-mcp jonnyhoo/preflight-mcp arxiv_searchpreflight_checkpreflight_create_bundle+11 | 14 | 2025-06-18+ | 46/100 | F |
| 39 | spoon-awesome-skill XSpoonAi/spoon-awesome-skill github_toolgrok_researchpolymarket+1 | 4 | 2026-07-28+ | 46/100 | F |
| 40 | harbor oSEAItic/harbor coingecko.coincoingecko.pricescoingecko.trending+13 | 16 | 2026-07-28+ | 45/100 | F |
| 41 | No2SQL Ptalati015/No2SQL CompareIdFieldsToIdsGenerateErdMermaidGenerateErdPlantUml+6 | 9 | <=2025-11-25 | 44/100 | F |
| 42 | marmot marmotdata/marmot | 0 | 2026-07-28+ | 44/100 | F |
| 43 | weather-mcp-assistant abdulmuhaymen/weather-mcp-assistant get_all_stations_summaryget_pressure_trendget_station_metadata+2 | 5 | 2026-07-28+ | 44/100 | F |
| 44 | 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 |
| 45 | tidymodels-mcp JavOrraca/tidymodels-mcp generate_r_codeget_file_contentget_repository_content+4 | 7 | 2026-07-28+ | 42/100 | F |
| 46 | DataMaster-MCP szqshan/DataMaster-MCP analyze_dataapi_data_previewconnect_data_source+11 | 14 | <=2025-11-25 | 41/100 | F |
| 47 | celp-mcp CelpAI/celp-mcp query-databasequery-database-turbo | 2 | 2026-07-28+ | 41/100 | F |
| 48 | p2pclaw-mcp-server Agnuxo1/p2pclaw-mcp-server extractCodeBlocksgenerateExecutionHashrunPythonTool+1 | 4 | 2026-07-28+ | 41/100 | F |
| 49 | MCP-AutoML-Tool NaveenPrabakar/MCP-AutoML-Tool clean_datasetdownload_kaggle_datasetpreview_dataset+3 | 6 | 2026-07-28+ | 39/100 | F |
| 50 | trifle-cli trifle-io/trifle-cli auth_loginauth_meauth_signup+17 | 20 | 2026-07-28+ | 39/100 | F |