Loading ToolBench
58 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 1 | datapulse-my r3dz4r/datapulse-my |
| 5 |
| 2026-07-28+ |
| 89/100 |
| A |
| 2 | aws-open-data-mcp domdomegg/aws-open-data-mcp get_datasetsearch_datasets | 2 | 2025-06-18+ | 78/100 | B |
| 3 | dartwork-mpl dartworklabs/dartwork-mpl fetch_github_documentget_color_valuemix_colors | 3 | 2026-07-28+ | 74/100 | B |
| 4 | claude-skills-mcp K-Dense-AI/claude-skills-mcp find_helpful_skillslist_skillsread_skill_document | 3 | <=2025-11-25 | 73/100 | B |
| 5 | mcp-server MassimilianoPili/mcp-server api_getapi_healthapi_post+6 | 9 | 2026-07-28+ | 71/100 | B |
| 6 | guardrail tpdox/guardrail guardrail_checksguardrail_model_contextguardrail_review+2 | 5 | 2026-07-28+ | 68/100 | C |
| 7 | mle_kit_mcp IlyaGusev/mle_kit_mcp bashinstall_with_aptllm_proxy_local+7 | 10 | 2026-07-28+ | 64/100 | C |
| 8 | skypilot-code-sandbox alex000kim/skypilot-code-sandbox close_sessioncreate_sessionexecute_code+3 | 6 | <=2025-11-25 | 64/100 | C |
| 9 | holoviz-mcp marcskovmadsen/holoviz-mcp gethvplot_gethvplot_list+12 | 15 | <=2025-11-25 | 63/100 | C |
| 10 | kusto-mcp johnib/kusto-mcp execute-queryinitialize-connectionreport-issue+4 | 7 | 2026-07-28+ | 63/100 | C |
| 11 | jupyter-mcp-server datalayer/jupyter-mcp-server launch_sandboxlist_sandboxesterminate_sandbox+1 | 4 | <=2025-11-25 | 61/100 | C |
| 12 | mcp-spark-documentation martoc/mcp-spark-documentation read_documentationsearch_documentation | 2 | 2026-07-28+ | 61/100 | C |
| 13 | openstax-mcp-server pythpythpython/openstax-mcp-server generate_jupyter_notebookgenerate_practice_problemsget_module_content+4 | 7 | 2026-07-28+ | 61/100 | C |
| 14 | hpc-mcp converged-computing/hpc-mcp database_createdatabase_insertdatabase_list_schemas+19 | 22 | 2026-07-28+ | 60/100 | C |
| 15 | jdatamunch-mcp jgravelle/jdatamunch-mcp aggregateanalyze_perfcheck_column_drop_safe+34 | 37 | 2026-07-28+ | 60/100 | C |
| 16 | mcp-monitoring-agent abubakar61170/mcp-monitoring-agent consult_runbookcreate_dynamic_alertexecute_remediation_action+4 | 7 | 2026-07-28+ | 49/100 | F |
| 17 | zero-shot-ai-agents talhabinjaved/zero-shot-ai-agents approve_plancreate_issuecreate_repo+12 | 15 | <=2025-11-25 | 49/100 | F |
| 18 | omcp_py fastomop/omcp_py Get_information_SchemaSelect_Queryanalyze_omop_data+11 | 14 | <=2025-11-25 | 48/100 | F |
| 19 | platform-engineering codetocloudorg/platform-engineering CreatePrSuggestionFixMyTestsAgentGetPrMetadata+11 | 14 | 2026-07-28+ | 48/100 | F |
| 20 | rlang-mcp-python saidsurucu/rlang-mcp-python create_ggplotexecute_r_codeexecute_r_file+4 | 7 | 2026-07-28+ | 48/100 | F |
| 21 | search-mcp CaptainCrouton89/search-mcp ask-perplexityget-markdowngithub-search-code+5 | 8 | 2026-07-28+ | 48/100 | F |
| 22 | code-sandbox-mcp philschmid/code-sandbox-mcp run_javascript_coderun_python_code | 2 | 2026-07-28+ | 47/100 | F |
| 23 | LangAlpha ginlix-ai/LangAlpha Read | 1 | 2026-07-28+ | 46/100 | F |
| 24 | mcp-servers neutree-ai/mcp-servers convert-hf-model-to-cataloggenerate-controllergenerate-resource-type-file+2 | 5 | <=2025-11-25 | 46/100 | F |
| 25 | preflight-mcp jonnyhoo/preflight-mcp arxiv_searchpreflight_checkpreflight_create_bundle+11 | 14 | 2025-06-18+ | 46/100 | F |
| 26 | spoon-awesome-skill XSpoonAi/spoon-awesome-skill github_toolgrok_researchpolymarket+1 | 4 | 2026-07-28+ | 46/100 | F |
| 27 | harbor oSEAItic/harbor coingecko.coincoingecko.pricescoingecko.trending+13 | 16 | 2026-07-28+ | 45/100 | F |
| 28 | mcp-server weikio/mcp-server add_profileapply_configget_component_details+9 | 12 | 2026-07-28+ | 44/100 | F |
| 29 | mcp-worktree-workflows Doctacon/mcp-worktree-workflows connectcontainer_inspectcontainer_list+13 | 16 | 2026-07-28+ | 44/100 | F |
| 30 | 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 |
| 31 | mcp-langgraph shaheerzaman/mcp-langgraph dataflow_create_new_projectdataflow_load_datadataflow_query_data+2 | 5 | 2026-07-28+ | 42/100 | F |
| 32 | tidymodels-mcp JavOrraca/tidymodels-mcp generate_r_codeget_file_contentget_repository_content+4 | 7 | 2026-07-28+ | 42/100 | F |
| 33 | SciAgent-toolkit tony-zhelonkin/SciAgent-toolkit apply_primary_rescue_filtercalculate_adaptive_thresholdscheck_ports+7 | 10 | 2026-07-28+ | 41/100 | F |
| 34 | p2pclaw-mcp-server Agnuxo1/p2pclaw-mcp-server extractCodeBlocksgenerateExecutionHashrunPythonTool+1 | 4 | 2026-07-28+ | 41/100 | F |
| 35 | local-ai-mcp-servers setheerwagen/local-ai-mcp-servers cancel_trainingcheck_isolationcheck_training_env+16 | 19 | 2026-07-28+ | 39/100 | F |
| 36 | precis-mcp retospect/precis-mcp deleteeditget+5 | 8 | 2026-07-28+ | 38/100 | F |
| 37 | Agentic-AI dunky-star/Agentic-AI chatdownload_and_extract_repoenv_content+5 | 8 | 2026-07-28+ | 36/100 | F |
| 38 | Kaepsele ProfEngel/Kaepsele run_all_benchmarksrun_benchmark | 2 | 2026-07-28+ | 36/100 | 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 | postman-labs arun-gupta/postman-labs BuildGraphGetContextStreamHealthCheck+4 | 7 | 2026-07-28+ | 36/100 | F |
| 41 | python-sandbox-mcp SomeHappiness/python-sandbox-mcp sandbox_execsandbox_initialize | 2 | <=2025-11-25 | 35/100 | F |
| 42 | dataops_mcp_server rohithay/dataops_mcp_server AnalyzeQueryCostToolCreateOptimizationPRToolDetectCostAnomalies+2 | 5 | <=2025-11-25 | 34/100 | F |
| 43 | world-intel-mcp marc-shade/world-intel-mcp | 0 | 2026-07-28+ | 33/100 | F |
| 44 | anish-projects anishtallapureddy/anish-projects Azure Cosmos DBAzure SQLDatabricks+21 | 24 | 2026-07-28+ | 32/100 | F |
| 45 | codeanalyst_agent baner29/codeanalyst_agent get_file_contentssearch_code | 2 | 2026-07-28+ | 32/100 | F |
| 46 | gfs Guepard-Corp/gfs checkoutcommitcompute+4 | 7 | 2026-07-28+ | 23/100 | F |
| 47 | openbb-widgets-json-mcp DidierRLopes/openbb-widgets-json-mcp ai-agents_ai-agentsapps_appsdata-integration+33 | 36 | 2026-07-28+ | 23/100 | F |
| 48 | ResearchGravity Dicoangelo/ResearchGravity auto_delegate_monitorcoherence_arcscoherence_moments+21 | 24 | <=2025-11-25 | 12/100 | F |
| 49 | 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 |
| 50 | researchtwin martinfrasch/researchtwin discoverget_contextget_datasets+5 | 8 | <=2025-11-25 | 11/100 | F |