Loading ToolBench
106 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 1 | OpenTraderWorld G-OTW/OpenTraderWorld load_skillmemory_delete |
| 7 |
| 2026-07-28+ |
| 69/100 |
| C |
| 2 | openaccountants openaccountants/openaccountants get_skillget_skill_sectionslist_skills+3 | 6 | <=2025-11-25 | 68/100 | C |
| 3 | sapgui.mcp Hochfrequenz/sapgui.mcp browser_clickbrowser_evaluatebrowser_fill+14 | 17 | 2026-07-28+ | 68/100 | C |
| 4 | aegisgov-sec-mcp AEGISGOVDAO/aegisgov-sec-mcp get_company_profileget_filingsget_financials+1 | 4 | 2026-07-28+ | 67/100 | C |
| 5 | developers-agent-toolkit Mastercard/developers-agent-toolkit get-api-operation-detailsget-api-operation-listget-documentation+6 | 9 | 2026-07-28+ | 65/100 | C |
| 6 | experimental-ext-variants modelcontextprotocol/experimental-ext-variants add_labeladd_review_commentbalance+23 | 26 | 2026-07-28+ | 64/100 | 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 | kusto-mcp johnib/kusto-mcp execute-queryinitialize-connectionreport-issue+4 | 7 | 2026-07-28+ | 63/100 | C |
| 10 | MCP_Server Sakshamtomar2004/MCP_Server add_expensecreate_issueget_repo_info+5 | 8 | <=2025-11-25 | 61/100 | 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 | abap-adt-mcp williansaez/abap-adt-mcp atcApplyQuickfixatcCheckVariantatcCustomizing+16 | 19 | <=2025-11-25 | 60/100 | C |
| 15 | jdatamunch-mcp jgravelle/jdatamunch-mcp aggregateanalyze_perfcheck_column_drop_safe+34 | 37 | 2026-07-28+ | 60/100 | C |
| 16 | pineforge-backtest-mcp pineforge-4pass/pineforge-backtest-mcp backtestbacktest_gridbinance_klines_csv+5 | 8 | 2026-07-28+ | 60/100 | C |
| 17 | aire-agent omariosc/aire-agent generate_scriptlist_moduleslog_experiment+5 | 8 | 2026-07-28+ | 59/100 | D |
| 18 | gephi-ai MattArtzAnthro/gephi-ai gephi_apply_filtergephi_bulk_remove_nodesgephi_clear_graph+43 | 46 | <=2025-11-25 | 59/100 | D |
| 19 | dlt-mcp dlt-hub/dlt-mcp display_schemaexecute_sql_queryget_load_table+7 | 10 | 2026-07-28+ | 58/100 | D |
| 20 | outerspace-apizr Alien6-Studio/outerspace-apizr analyze_fileconvert_notebookgenerate_dockerfile+4 | 7 | 2026-07-28+ | 58/100 | D |
| 21 | NyxDocs nyxn-ai/NyxDocs check_updatesget_documentationget_project_info+5 | 8 | <=2025-11-25 | 57/100 | D |
| 22 | google-analytics-mcp surendranb/google-analytics-mcp get_ga4_dataget_troubleshooting_guidesearch_schema+2 | 5 | 2026-07-28+ | 57/100 | D |
| 23 | mcp-server nf-osi/mcp-server create_datasetfetch_schemaget_data_classes+3 | 6 | <=2025-11-25 | 57/100 | D |
| 24 | MCP-TEST-Agent Harsha-Kumar-06/MCP-TEST-Agent check_pto_balancecheck_system_statuscreate_support_ticket+12 | 15 | 2026-07-28+ | 56/100 | D |
| 25 | ai-dataset-radar liuxiaotong/ai-dataset-radar radar_blogsradar_configradar_datasets+13 | 16 | 2026-07-28+ | 56/100 | D |
| 26 | mcp-consulting-kit JRM-FusionAL/mcp-consulting-kit bulk_analyze_issuescomment_on_redditcreate_devto_article+20 | 23 | 2026-07-28+ | 55/100 | D |
| 27 | mx-sdk-dapp-mcp multiversx/mx-sdk-dapp-mcp mx-query-accountmx-sdk-dapp-guide | 2 | <=2025-11-25 | 55/100 | D |
| 28 | n8n-workflow-builder schimmmi/n8n-workflow-builder adapt_templateadd_node_intentanalyze_change_impact+19 | 22 | 2026-07-28+ | 55/100 | D |
| 29 | psibot DmacMcgreg/psibot agent_memory_appendagent_memory_listagent_memory_read+10 | 13 | <=2025-11-25 | 55/100 | D |
| 30 | interject mistakeknot/interject interject_detailinterject_dismissinterject_inbox+7 | 10 | <=2025-11-25 | 54/100 | D |
| 31 | mongodb-mcp-server mongodb-js/mongodb-mcp-server | 0 | <=2025-11-25 | 54/100 | D |
| 32 | Agentic_AI sobhan2204/Agentic_AI archive_research_searcharxiv_research_searchcode_executor+7 | 10 | 2026-07-28+ | 53/100 | D |
| 33 | hyperlane-mcp Suryansh-23/hyperlane-mcp cross-chain-asset-transfercross-chain-message-transfer | 2 | <=2025-11-25 | 53/100 | D |
| 34 | saham-mcp baguskto/saham-mcp compare_stocksget_available_stocksget_dataset_info+6 | 9 | <=2025-11-25 | 53/100 | D |
| 35 | codebox-ai tomconte/codebox-ai execute_code | 1 | <=2025-11-25 | 52/100 | D |
| 36 | knowlyr-gym liuxiaotong/knowlyr-gym build_preferencescalibrate_rewardconvert_logs+21 | 24 | 2026-07-28+ | 52/100 | D |
| 37 | mcp-analyst-toolkit miptgirl/mcp-analyst-toolkit describe_tableexecute_sql_queryget_github_pr_details+2 | 5 | 2026-07-28+ | 52/100 | D |
| 38 | 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 |
| 39 | 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 |
| 40 | ClawForge jackjin1997/ClawForge deleteexportextract_news_from_netease+13 | 16 | <=2025-11-25 | 50/100 | D |
| 41 | Snaplicator bhpark1013/Snaplicator add_table_to_publicationchoose_publicationcompare_schemas+25 | 28 | 2026-07-28+ | 50/100 | D |
| 42 | dune-mcp nice-bills/dune-mcp analyze_query_erroranalyze_resultsarchive_query+14 | 17 | <=2025-11-25 | 50/100 | D |
| 43 | memvid_mcp_server angrysky56/memvid_mcp_server add_chunksadd_pdfadd_text+4 | 7 | <=2025-11-25 | 50/100 | D |
| 44 | research-mcp-server ricleedo/research-mcp-server arxiv-get-latex-sourcearxiv-get-paperarxiv-search+11 | 14 | 2026-07-28+ | 50/100 | D |
| 45 | mcp-monitoring-agent abubakar61170/mcp-monitoring-agent consult_runbookcreate_dynamic_alertexecute_remediation_action+4 | 7 | 2026-07-28+ | 49/100 | F |
| 46 | validation-mcp-server judepayne/validation-mcp-server batch_validatebatch_validate_inboxbatch_validate_loan_files+23 | 26 | 2026-07-28+ | 49/100 | F |
| 47 | zero-shot-ai-agents talhabinjaved/zero-shot-ai-agents approve_plancreate_issuecreate_repo+12 | 15 | <=2025-11-25 | 49/100 | F |
| 48 | omcp_py fastomop/omcp_py Get_information_SchemaSelect_Queryanalyze_omop_data+11 | 14 | <=2025-11-25 | 48/100 | F |
| 49 | platform-engineering codetocloudorg/platform-engineering CreatePrSuggestionFixMyTestsAgentGetPrMetadata+11 | 14 | 2026-07-28+ | 48/100 | F |
| 50 | rlang-mcp-python saidsurucu/rlang-mcp-python create_ggplotexecute_r_codeexecute_r_file+4 | 7 | 2026-07-28+ | 48/100 | F |