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39 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 1 | mcp-monitoring-agent abubakar61170/mcp-monitoring-agent consult_runbookcreate_dynamic_alertexecute_remediation_action+4 | 7 | 2026-07-28+ | 49/100 |
| F |
| 2 | mcp-ols mathpn/mcp-ols create_analysis_sessioncreate_residual_plotsdescribe_data+4 | 7 | 2026-07-28+ | 49/100 | F |
| 3 | omcp_py fastomop/omcp_py Get_information_SchemaSelect_Queryanalyze_omop_data+11 | 14 | <=2025-11-25 | 48/100 | F |
| 4 | rlang-mcp-python saidsurucu/rlang-mcp-python create_ggplotexecute_r_codeexecute_r_file+4 | 7 | 2026-07-28+ | 48/100 | F |
| 5 | Telegram-AI-MCP-Assistant-Bot shettysaish20/Telegram-AI-MCP-Assistant-Bot addadd_columnsadd_rows+33 | 36 | <=2025-11-25 | 47/100 | F |
| 6 | code-sandbox-mcp philschmid/code-sandbox-mcp run_javascript_coderun_python_code | 2 | 2026-07-28+ | 47/100 | F |
| 7 | LangAlpha ginlix-ai/LangAlpha Read | 1 | 2026-07-28+ | 46/100 | F |
| 8 | mcp-servers neutree-ai/mcp-servers convert-hf-model-to-cataloggenerate-controllergenerate-resource-type-file+2 | 5 | <=2025-11-25 | 46/100 | F |
| 9 | Omni-Scrape-AI Muhammad-Raisul-Maharub/Omni-Scrape-AI extract_social_linksextract_structured_dataextract_web_animations+8 | 11 | <=2025-11-25 | 45/100 | F |
| 10 | mcp-local-analyst fabiothiroki/mcp-local-analyst query_database | 1 | 2026-07-28+ | 45/100 | F |
| 11 | MCP-LOCAL-SERVER Jorge162017/MCP-LOCAL-SERVER data_profilellm_chatnotes_add+8 | 11 | <=2025-11-25 | 44/100 | F |
| 12 | mcp-featurestore slavadubrov/mcp-featurestore get_featurelist_featuresstore_feature | 3 | 2026-07-28+ | 44/100 | F |
| 13 | mcp-server weikio/mcp-server add_profileapply_configget_component_details+9 | 12 | 2026-07-28+ | 44/100 | F |
| 14 | mcp-worktree-workflows Doctacon/mcp-worktree-workflows connectcontainer_inspectcontainer_list+13 | 16 | 2026-07-28+ | 44/100 | F |
| 15 | opengenes-mcp longevity-genie/opengenes-mcp opengenes_db_queryopengenes_example_queriesopengenes_get_schema_info | 3 | <=2025-11-25 | 43/100 | F |
| 16 | mcp-langgraph shaheerzaman/mcp-langgraph dataflow_create_new_projectdataflow_load_datadataflow_query_data+2 | 5 | 2026-07-28+ | 42/100 | F |
| 17 | DataMaster-MCP szqshan/DataMaster-MCP analyze_dataapi_data_previewconnect_data_source+11 | 14 | <=2025-11-25 | 41/100 | F |
| 18 | SciAgent-toolkit tony-zhelonkin/SciAgent-toolkit apply_primary_rescue_filtercalculate_adaptive_thresholdscheck_ports+7 | 10 | 2026-07-28+ | 41/100 | F |
| 19 | MCP-servers Ankit0200/MCP-servers generate_chartread_tableread_table+2 | 5 | 2026-07-28+ | 40/100 | F |
| 20 | local-ai-mcp-servers setheerwagen/local-ai-mcp-servers cancel_trainingcheck_isolationcheck_training_env+16 | 19 | 2026-07-28+ | 39/100 | F |
| 21 | trifle-cli trifle-io/trifle-cli auth_loginauth_meauth_signup+17 | 20 | 2026-07-28+ | 39/100 | F |
| 22 | pipelane-server shiveshnavin/pipelane-server PipelanePipelaneExecutionPipetask+12 | 15 | 2026-07-28+ | 38/100 | F |
| 23 | Kaepsele ProfEngel/Kaepsele run_all_benchmarksrun_benchmark | 2 | 2026-07-28+ | 36/100 | F |
| 24 | openaq-pipeline Rafo044/openaq-pipeline command_run_all_testscommand_start_all_containersdocker_check_permissions+4 | 7 | 2026-07-28+ | 36/100 | F |
| 25 | postman-labs arun-gupta/postman-labs BuildGraphGetContextStreamHealthCheck+4 | 7 | 2026-07-28+ | 36/100 | F |
| 26 | python-sandbox-mcp SomeHappiness/python-sandbox-mcp sandbox_execsandbox_initialize | 2 | <=2025-11-25 | 35/100 | F |
| 27 | open-news-mcp rv64m/open-news-mcp list_categorieslist_filter_metadatalist_source_names+5 | 8 | <=2025-11-25 | 32/100 | F |
| 28 | agentic-ai-nano fwornle/agentic-ai-nano | 0 | 2026-07-28+ | 25/100 | F |
| 29 | tabletalk wtbates99/tabletalk | 0 | 2026-07-28+ | 25/100 | F |
| 30 | gfs Guepard-Corp/gfs checkoutcommitcompute+4 | 7 | 2026-07-28+ | 23/100 | F |
| 31 | gateway centralmind/gateway discover_datalist_tablesprepare_query+1 | 4 | <=2025-11-25 | 20/100 | F |
| 32 | RaceSimQA alxliv/RaceSimQA compare_batchesfind_batches_for_scenarioget_batch_details+10 | 13 | 2026-07-28+ | 12/100 | F |
| 33 | data-product-hub armalite/data-product-hub analyze_dbt_modelanalyze_dbt_model_with_aianalyze_dbt_model_with_git_context+6 | 9 | 2026-07-28+ | 12/100 | F |
| 34 | catalyst_mcp billebel/catalyst_mcp current_usersearch_splunk | 2 | <=2025-11-25 | 8/100 | F |
| 35 | mcp-agents caio-moliveira/mcp-agents brave_web_searchcheck_data_typescontext7_analyst+14 | 17 | 2026-07-28+ | 7/100 | F |
| 36 | sqllite-mcp-server xlisp/sqllite-mcp-server add_field_lineageanalyze_query_lineageconnect_database+6 | 9 | 2026-07-28+ | 7/100 | F |
| 37 | tennis-mcp Ajit-KBehera/tennis-mcp get_database_schemarun_sql_query | 2 | 2026-07-28+ | 6/100 | F |
| 38 | octa thorstenfoltz/octa anonymizecheck_referencescheck_rules+46 | 49 | 2026-07-28+ | 0/100 | F |
| 39 | sandbox-agent eduresser/sandbox-agent create_sessionexecute_codeexecute_terminal+3 | 6 | 2026-07-28+ | 0/100 | F |