Loading ToolBench
69 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 1 | aire-agent omariosc/aire-agent generate_scriptlist_moduleslog_experiment+5 | 8 | 2026-07-28+ |
| 59/100 |
| D |
| 2 | gephi-ai MattArtzAnthro/gephi-ai gephi_apply_filtergephi_bulk_remove_nodesgephi_clear_graph+43 | 46 | <=2025-11-25 | 59/100 | D |
| 3 | biocypher-mcp biocypher/biocypher-mcp check_project_existsget_adapter_creation_workflowget_available_workflows+7 | 10 | 2026-07-28+ | 58/100 | D |
| 4 | dlt-mcp dlt-hub/dlt-mcp display_schemaexecute_sql_queryget_load_table+7 | 10 | 2026-07-28+ | 58/100 | D |
| 5 | outerspace-apizr Alien6-Studio/outerspace-apizr analyze_fileconvert_notebookgenerate_dockerfile+4 | 7 | 2026-07-28+ | 58/100 | D |
| 6 | google-analytics-mcp surendranb/google-analytics-mcp get_ga4_dataget_troubleshooting_guidesearch_schema+2 | 5 | 2026-07-28+ | 57/100 | D |
| 7 | mcp-server nf-osi/mcp-server create_datasetfetch_schemaget_data_classes+3 | 6 | <=2025-11-25 | 57/100 | D |
| 8 | ai-dataset-radar liuxiaotong/ai-dataset-radar radar_blogsradar_configradar_datasets+13 | 16 | 2026-07-28+ | 56/100 | D |
| 9 | mcp-consulting-kit JRM-FusionAL/mcp-consulting-kit bulk_analyze_issuescomment_on_redditcreate_devto_article+20 | 23 | 2026-07-28+ | 55/100 | D |
| 10 | n8n-workflow-builder schimmmi/n8n-workflow-builder adapt_templateadd_node_intentanalyze_change_impact+19 | 22 | 2026-07-28+ | 55/100 | D |
| 11 | interject mistakeknot/interject interject_detailinterject_dismissinterject_inbox+7 | 10 | <=2025-11-25 | 54/100 | D |
| 12 | mongodb-mcp-server mongodb-js/mongodb-mcp-server | 0 | <=2025-11-25 | 54/100 | D |
| 13 | Agentic_AI sobhan2204/Agentic_AI archive_research_searcharxiv_research_searchcode_executor+7 | 10 | 2026-07-28+ | 53/100 | D |
| 14 | Continuous-Claude-v3 parcadei/Continuous-Claude-v3 git__git_branchgit__git_loggit__git_status+1 | 4 | 2026-07-28+ | 52/100 | D |
| 15 | codebox-ai tomconte/codebox-ai execute_code | 1 | <=2025-11-25 | 52/100 | D |
| 16 | knowlyr-gym liuxiaotong/knowlyr-gym build_preferencescalibrate_rewardconvert_logs+21 | 24 | 2026-07-28+ | 52/100 | D |
| 17 | mcp-analyst-toolkit miptgirl/mcp-analyst-toolkit describe_tableexecute_sql_queryget_github_pr_details+2 | 5 | 2026-07-28+ | 52/100 | D |
| 18 | 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 |
| 19 | 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 |
| 20 | sibyl vivien-jourde/sibyl analyze_modelfind_patternsget_model_info+1 | 4 | 2025-06-18+ | 51/100 | D |
| 21 | ClawForge jackjin1997/ClawForge deleteexportextract_news_from_netease+13 | 16 | <=2025-11-25 | 50/100 | D |
| 22 | Snaplicator bhpark1013/Snaplicator add_table_to_publicationchoose_publicationcompare_schemas+25 | 28 | 2026-07-28+ | 50/100 | D |
| 23 | astra-mcp skamble7/astra-mcp cobol.repo.parse.startcobol.repo.parse.statusdata_pipeline.arch.guidance.start+12 | 15 | <=2025-11-25 | 50/100 | D |
| 24 | dune-mcp nice-bills/dune-mcp analyze_query_erroranalyze_resultsarchive_query+14 | 17 | <=2025-11-25 | 50/100 | D |
| 25 | memvid_mcp_server angrysky56/memvid_mcp_server add_chunksadd_pdfadd_text+4 | 7 | <=2025-11-25 | 50/100 | D |
| 26 | research-mcp-server ricleedo/research-mcp-server arxiv-get-latex-sourcearxiv-get-paperarxiv-search+11 | 14 | 2026-07-28+ | 50/100 | D |
| 27 | mcp-monitoring-agent abubakar61170/mcp-monitoring-agent consult_runbookcreate_dynamic_alertexecute_remediation_action+4 | 7 | 2026-07-28+ | 49/100 | F |
| 28 | zero-shot-ai-agents talhabinjaved/zero-shot-ai-agents approve_plancreate_issuecreate_repo+12 | 15 | <=2025-11-25 | 49/100 | F |
| 29 | omcp_py fastomop/omcp_py Get_information_SchemaSelect_Queryanalyze_omop_data+11 | 14 | <=2025-11-25 | 48/100 | F |
| 30 | platform-engineering codetocloudorg/platform-engineering CreatePrSuggestionFixMyTestsAgentGetPrMetadata+11 | 14 | 2026-07-28+ | 48/100 | F |
| 31 | rlang-mcp-python saidsurucu/rlang-mcp-python create_ggplotexecute_r_codeexecute_r_file+4 | 7 | 2026-07-28+ | 48/100 | F |
| 32 | search-mcp CaptainCrouton89/search-mcp ask-perplexityget-markdowngithub-search-code+5 | 8 | 2026-07-28+ | 48/100 | F |
| 33 | code-sandbox-mcp philschmid/code-sandbox-mcp run_javascript_coderun_python_code | 2 | 2026-07-28+ | 47/100 | F |
| 34 | LangAlpha ginlix-ai/LangAlpha Read | 1 | 2026-07-28+ | 46/100 | F |
| 35 | mcp-servers neutree-ai/mcp-servers convert-hf-model-to-cataloggenerate-controllergenerate-resource-type-file+2 | 5 | <=2025-11-25 | 46/100 | F |
| 36 | preflight-mcp jonnyhoo/preflight-mcp arxiv_searchpreflight_checkpreflight_create_bundle+11 | 14 | 2025-06-18+ | 46/100 | F |
| 37 | spoon-awesome-skill XSpoonAi/spoon-awesome-skill github_toolgrok_researchpolymarket+1 | 4 | 2026-07-28+ | 46/100 | F |
| 38 | harbor oSEAItic/harbor coingecko.coincoingecko.pricescoingecko.trending+13 | 16 | 2026-07-28+ | 45/100 | F |
| 39 | mcp-server weikio/mcp-server add_profileapply_configget_component_details+9 | 12 | 2026-07-28+ | 44/100 | F |
| 40 | mcp-worktree-workflows Doctacon/mcp-worktree-workflows connectcontainer_inspectcontainer_list+13 | 16 | 2026-07-28+ | 44/100 | F |
| 41 | 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 |
| 42 | mcp-langgraph shaheerzaman/mcp-langgraph dataflow_create_new_projectdataflow_load_datadataflow_query_data+2 | 5 | 2026-07-28+ | 42/100 | F |
| 43 | tidymodels-mcp JavOrraca/tidymodels-mcp generate_r_codeget_file_contentget_repository_content+4 | 7 | 2026-07-28+ | 42/100 | F |
| 44 | SciAgent-toolkit tony-zhelonkin/SciAgent-toolkit apply_primary_rescue_filtercalculate_adaptive_thresholdscheck_ports+7 | 10 | 2026-07-28+ | 41/100 | F |
| 45 | p2pclaw-mcp-server Agnuxo1/p2pclaw-mcp-server extractCodeBlocksgenerateExecutionHashrunPythonTool+1 | 4 | 2026-07-28+ | 41/100 | F |
| 46 | local-ai-mcp-servers setheerwagen/local-ai-mcp-servers cancel_trainingcheck_isolationcheck_training_env+16 | 19 | 2026-07-28+ | 39/100 | F |
| 47 | precis-mcp retospect/precis-mcp deleteeditget+5 | 8 | 2026-07-28+ | 38/100 | F |
| 48 | Agentic-AI dunky-star/Agentic-AI chatdownload_and_extract_repoenv_content+5 | 8 | 2026-07-28+ | 36/100 | F |
| 49 | Kaepsele ProfEngel/Kaepsele run_all_benchmarksrun_benchmark | 2 | 2026-07-28+ | 36/100 | F |
| 50 | openaq-pipeline Rafo044/openaq-pipeline command_run_all_testscommand_start_all_containersdocker_check_permissions+4 | 7 | 2026-07-28+ | 36/100 | F |