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69 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 1 | BI-Chart-MCP-Server c-cf/BI-Chart-MCP-Server add_insightcreate_memo |
| 7 |
| <=2025-11-25 |
| 59/100 |
| D |
| 2 | ChatBI Tunnello/ChatBI DuckDuckGoSearchRundatabase_schema_ragexecute_sqlite_query+6 | 9 | 2026-07-28+ | 59/100 | D |
| 3 | misata rasinmuhammed/misata audit_datasetgenerate_datasetgenerate_from_schema+6 | 9 | 2026-07-28+ | 59/100 | D |
| 4 | prism-insight dragon1086/prism-insight append_insightconvert_timecreate_table+10 | 13 | <=2025-11-25 | 59/100 | D |
| 5 | biocypher-mcp biocypher/biocypher-mcp check_project_existsget_adapter_creation_workflowget_available_workflows+7 | 10 | 2026-07-28+ | 58/100 | D |
| 6 | mcp-agentic-starter billzGH/mcp-agentic-starter aggregateanalyze_columncheck_inventory+28 | 31 | <=2025-11-25 | 58/100 | D |
| 7 | outerspace-apizr Alien6-Studio/outerspace-apizr analyze_fileconvert_notebookgenerate_dockerfile+4 | 7 | 2026-07-28+ | 58/100 | D |
| 8 | Litescope croc100/Litescope litescope_checklitescope_difflitescope_fingerprint+7 | 10 | 2025-06-18+ | 57/100 | D |
| 9 | mcp-data-detective themroats/mcp-data-detective compare_schemasconnect_sourcecreate_chart+13 | 16 | <=2025-11-25 | 57/100 | D |
| 10 | DROMA_MCP DROMA01/DROMA_MCP analyze_drug_omic_pair | 1 | 2026-07-28+ | 56/100 | D |
| 11 | matlab-mcp-server-python HanSur94/matlab-mcp-server-python cancel_jobcheck_codedelete_file+14 | 17 | 2026-07-28+ | 56/100 | D |
| 12 | thoughtbox Kastalien-Research/thoughtbox thoughtbox_executethoughtbox_notebookthoughtbox_peer_notebook+1 | 4 | 2026-07-28+ | 56/100 | D |
| 13 | Company-MCP nstjuliana/Company-MCP describe_tabledescribe_table_detailedexecute_query+7 | 10 | 2026-07-28+ | 55/100 | D |
| 14 | citus-mcp codeforall/citus-mcp citus_activitycitus_advisorcitus_cluster_summary+32 | 35 | 2025-06-18+ | 55/100 | D |
| 15 | academic-mcp spanwich/academic-mcp get_findingsget_limitationsget_methodology+15 | 18 | 2026-07-28+ | 54/100 | D |
| 16 | mongodb-mcp-server mongodb-js/mongodb-mcp-server | 0 | <=2025-11-25 | 54/100 | D |
| 17 | NanoAnalytics callmefredcom/NanoAnalytics activebounce-ratescountries+12 | 15 | 2026-07-28+ | 53/100 | D |
| 18 | RSSidian pedramamini/RSSidian disable_peer_throughenable_peer_throughget_article+9 | 12 | <=2025-11-25 | 53/100 | D |
| 19 | arxiver w00jay/arxiver get_paper_detailsget_recent_papersimport_paper+6 | 9 | <=2025-11-25 | 53/100 | D |
| 20 | Continuous-Claude-v3 parcadei/Continuous-Claude-v3 git__git_branchgit__git_loggit__git_status+1 | 4 | 2026-07-28+ | 52/100 | D |
| 21 | codebox-ai tomconte/codebox-ai execute_code | 1 | <=2025-11-25 | 52/100 | D |
| 22 | knowlyr-gym liuxiaotong/knowlyr-gym build_preferencescalibrate_rewardconvert_logs+21 | 24 | 2026-07-28+ | 52/100 | D |
| 23 | mcp-data-server kedarnath30/mcp-data-server analyze_csvask_questioncreate_powerbi_dataset+4 | 7 | 2026-07-28+ | 52/100 | D |
| 24 | local-ydb-toolkit astandrik/local-ydb-toolkit local_ydb_add_dynamic_nodeslocal_ydb_apply_schemalocal_ydb_auth_check+17 | 20 | 2026-07-28+ | 51/100 | D |
| 25 | sample-dlc-mcp-server aws-samples/sample-dlc-mcp-server build_custom_dlc_imagecheck_aws_configurationcheck_docker_availability+20 | 23 | <=2025-11-25 | 51/100 | D |
| 26 | sibyl vivien-jourde/sibyl analyze_modelfind_patternsget_model_info+1 | 4 | 2025-06-18+ | 51/100 | D |
| 27 | Snaplicator bhpark1013/Snaplicator add_table_to_publicationchoose_publicationcompare_schemas+25 | 28 | 2026-07-28+ | 50/100 | D |
| 28 | astra-mcp skamble7/astra-mcp cobol.repo.parse.startcobol.repo.parse.statusdata_pipeline.arch.guidance.start+12 | 15 | <=2025-11-25 | 50/100 | D |
| 29 | erp-report-engine gulmezeren2-byte/erp-report-engine agingcheck_querydescribe_model+3 | 6 | 2026-07-28+ | 50/100 | D |
| 30 | memvid_mcp_server angrysky56/memvid_mcp_server add_chunksadd_pdfadd_text+4 | 7 | <=2025-11-25 | 50/100 | D |
| 31 | mcp-monitoring-agent abubakar61170/mcp-monitoring-agent consult_runbookcreate_dynamic_alertexecute_remediation_action+4 | 7 | 2026-07-28+ | 49/100 | F |
| 32 | mcp-ols mathpn/mcp-ols create_analysis_sessioncreate_residual_plotsdescribe_data+4 | 7 | 2026-07-28+ | 49/100 | F |
| 33 | omcp_py fastomop/omcp_py Get_information_SchemaSelect_Queryanalyze_omop_data+11 | 14 | <=2025-11-25 | 48/100 | F |
| 34 | rlang-mcp-python saidsurucu/rlang-mcp-python create_ggplotexecute_r_codeexecute_r_file+4 | 7 | 2026-07-28+ | 48/100 | F |
| 35 | Telegram-AI-MCP-Assistant-Bot shettysaish20/Telegram-AI-MCP-Assistant-Bot addadd_columnsadd_rows+33 | 36 | <=2025-11-25 | 47/100 | F |
| 36 | code-sandbox-mcp philschmid/code-sandbox-mcp run_javascript_coderun_python_code | 2 | 2026-07-28+ | 47/100 | F |
| 37 | LangAlpha ginlix-ai/LangAlpha Read | 1 | 2026-07-28+ | 46/100 | F |
| 38 | mcp-servers neutree-ai/mcp-servers convert-hf-model-to-cataloggenerate-controllergenerate-resource-type-file+2 | 5 | <=2025-11-25 | 46/100 | F |
| 39 | Omni-Scrape-AI Muhammad-Raisul-Maharub/Omni-Scrape-AI extract_social_linksextract_structured_dataextract_web_animations+8 | 11 | <=2025-11-25 | 45/100 | F |
| 40 | mcp-local-analyst fabiothiroki/mcp-local-analyst query_database | 1 | 2026-07-28+ | 45/100 | F |
| 41 | MCP-LOCAL-SERVER Jorge162017/MCP-LOCAL-SERVER data_profilellm_chatnotes_add+8 | 11 | <=2025-11-25 | 44/100 | F |
| 42 | mcp-featurestore slavadubrov/mcp-featurestore get_featurelist_featuresstore_feature | 3 | 2026-07-28+ | 44/100 | F |
| 43 | mcp-server weikio/mcp-server add_profileapply_configget_component_details+9 | 12 | 2026-07-28+ | 44/100 | F |
| 44 | mcp-worktree-workflows Doctacon/mcp-worktree-workflows connectcontainer_inspectcontainer_list+13 | 16 | 2026-07-28+ | 44/100 | F |
| 45 | opengenes-mcp longevity-genie/opengenes-mcp opengenes_db_queryopengenes_example_queriesopengenes_get_schema_info | 3 | <=2025-11-25 | 43/100 | F |
| 46 | mcp-langgraph shaheerzaman/mcp-langgraph dataflow_create_new_projectdataflow_load_datadataflow_query_data+2 | 5 | 2026-07-28+ | 42/100 | F |
| 47 | DataMaster-MCP szqshan/DataMaster-MCP analyze_dataapi_data_previewconnect_data_source+11 | 14 | <=2025-11-25 | 41/100 | F |
| 48 | SciAgent-toolkit tony-zhelonkin/SciAgent-toolkit apply_primary_rescue_filtercalculate_adaptive_thresholdscheck_ports+7 | 10 | 2026-07-28+ | 41/100 | F |
| 49 | MCP-servers Ankit0200/MCP-servers generate_chartread_tableread_table+2 | 5 | 2026-07-28+ | 40/100 | F |
| 50 | local-ai-mcp-servers setheerwagen/local-ai-mcp-servers cancel_trainingcheck_isolationcheck_training_env+16 | 19 | 2026-07-28+ | 39/100 | F |