Loading ToolBench
138 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 1 | plydb kineticloom/plydb |
| 2 |
| 2025-06-18+ |
| 69/100 |
| C |
| 2 | imessage-mcp wyattjoh/imessage-mcp get_chatsget_handlesget_messages_from_chat+3 | 6 | 2026-07-28+ | 68/100 | C |
| 3 | juglans juglans-ai/juglans edit_fileread_filewrite_file | 3 | <=2025-11-25 | 68/100 | C |
| 4 | mcp-server sunilkumar1996/mcp-server download_mediaget_chatget_contact_chats+9 | 12 | 2026-07-28+ | 68/100 | C |
| 5 | mock-mcp-servers message-extensions/mock-mcp-servers create_taskfetchfetch_latest_slack_message+10 | 13 | 2026-07-28+ | 67/100 | C |
| 6 | fluxmail churichard/fluxmail create_draftdelete_draftdownload_attachment+12 | 15 | <=2025-11-25 | 66/100 | C |
| 7 | parse-dmarc dmarcguardhq/parse-dmarc get_dkim_statsget_domain_statsget_org_stats+6 | 9 | <=2025-11-25 | 65/100 | C |
| 8 | rmcp-mailer AlvinHon/rmcp-mailer add_email_recordadd_eventadd_event_attendee+26 | 29 | <=2025-11-25 | 65/100 | C |
| 9 | alphafold-sovereign-mcp smaniches/alphafold-sovereign-mcp export_research_datasetfind_drug_gene_networkget_knowledge_graph_stats+2 | 5 | <=2025-11-25 | 64/100 | C |
| 10 | mle_kit_mcp IlyaGusev/mle_kit_mcp bashinstall_with_aptllm_proxy_local+7 | 10 | 2026-07-28+ | 64/100 | C |
| 11 | skypilot-code-sandbox alex000kim/skypilot-code-sandbox close_sessioncreate_sessionexecute_code+3 | 6 | <=2025-11-25 | 64/100 | C |
| 12 | whatsapp-mcp-secure miclivne/whatsapp-mcp-secure download_mediaget_chatget_contact_chats+6 | 9 | 2026-07-28+ | 64/100 | C |
| 13 | docs-mcp cometchat/docs-mcp fetch_pageget_bundlelist_bundles+2 | 5 | 2026-07-28+ | 63/100 | C |
| 14 | kusto-mcp johnib/kusto-mcp execute-queryinitialize-connectionreport-issue+4 | 7 | 2026-07-28+ | 63/100 | C |
| 15 | nlsql-mcp-server-npm tushar-badhwar/nlsql-mcp-server-npm analyze_schemaconnectconnect_database+14 | 17 | <=2025-11-25 | 63/100 | C |
| 16 | schemabrain Arun-kc/schemabrain describe_columndescribe_entitydescribe_table+9 | 12 | 2026-07-28+ | 63/100 | C |
| 17 | contextkit Quiet-Victory-Labs/contextkit db_describe_tabledb_list_schemasdb_list_tables+11 | 14 | 2026-07-28+ | 62/100 | C |
| 18 | jsboige-mcp-servers jsboige/jsboige-mcp-servers access_jina_resourceadd_cellcleanup_all_kernels+17 | 20 | <=2025-11-25 | 62/100 | C |
| 19 | rms-mail-public max-ramas/rms-mail-public fetch_emails | 1 | 2026-07-28+ | 62/100 | C |
| 20 | Contextcore lucifer-ux/Contextcore fetch_contentget_codebase_contextget_codebase_index+9 | 12 | 2026-07-28+ | 61/100 | C |
| 21 | indexing-co-mcp indexing-co/indexing-co-mcp backfillchartclear_events+11 | 14 | 2026-07-28+ | 61/100 | C |
| 22 | jupyter-mcp-server datalayer/jupyter-mcp-server launch_sandboxlist_sandboxesterminate_sandbox+1 | 4 | <=2025-11-25 | 61/100 | C |
| 23 | mac_messages_mcp carterlasalle/mac_messages_mcp tool_check_addressbooktool_check_contactstool_check_db_access+3 | 6 | <=2025-11-25 | 61/100 | C |
| 24 | mcp-spark-documentation martoc/mcp-spark-documentation read_documentationsearch_documentation | 2 | 2026-07-28+ | 61/100 | C |
| 25 | nothumanallowed adoslabsproject-gif/nothumanallowed calendar_createcalendar_datecalendar_delete+29 | 32 | 2026-07-28+ | 61/100 | C |
| 26 | openstax-mcp-server pythpythpython/openstax-mcp-server generate_jupyter_notebookgenerate_practice_problemsget_module_content+4 | 7 | 2026-07-28+ | 61/100 | C |
| 27 | cgc anthonylee991/cgc cgc_add_sourcecgc_chunkcgc_discover+9 | 12 | 2026-07-28+ | 60/100 | C |
| 28 | forge initializ/forge browser_clickbrowser_extractbrowser_fill+7 | 10 | 2026-07-28+ | 60/100 | C |
| 29 | hpc-mcp converged-computing/hpc-mcp database_createdatabase_insertdatabase_list_schemas+19 | 22 | 2026-07-28+ | 60/100 | C |
| 30 | jdatamunch-mcp jgravelle/jdatamunch-mcp aggregateanalyze_perfcheck_column_drop_safe+34 | 37 | 2026-07-28+ | 60/100 | C |
| 31 | mcp-statcan Aryan-Jhaveri/mcp-statcan fetch_vectors_to_databaseget_all_cubes_listget_all_cubes_list_lite+8 | 11 | 2026-07-28+ | 60/100 | C |
| 32 | yacli NextStat/yacli yacli.account.currentyacli.account.listyacli.app.snapshot+28 | 31 | <=2025-11-25 | 60/100 | C |
| 33 | imessage-query-fastmcp-mcp-server hannesrudolph/imessage-query-fastmcp-mcp-server get_chat_transcript | 1 | <=2025-11-25 | 49/100 | F |
| 34 | mcp-monitoring-agent abubakar61170/mcp-monitoring-agent consult_runbookcreate_dynamic_alertexecute_remediation_action+4 | 7 | 2026-07-28+ | 49/100 | F |
| 35 | mcp-ols mathpn/mcp-ols create_analysis_sessioncreate_residual_plotsdescribe_data+4 | 7 | 2026-07-28+ | 49/100 | F |
| 36 | zero-shot-ai-agents talhabinjaved/zero-shot-ai-agents approve_plancreate_issuecreate_repo+12 | 15 | <=2025-11-25 | 49/100 | F |
| 37 | WhatsApp-MCP elsy77/WhatsApp-MCP connect_whatsappget_whatsapp_chatsget_whatsapp_contacts+5 | 8 | <=2025-11-25 | 48/100 | F |
| 38 | macos-imessage-mcp-server CodexLiu/macos-imessage-mcp-server get_chat_messageslist_chatssearch_contacts+2 | 5 | 2026-07-28+ | 48/100 | F |
| 39 | multi-platform-mcp-kb j584lee98/multi-platform-mcp-kb get_channel_historyget_file_contentget_thread_replies+12 | 15 | 2026-07-28+ | 48/100 | F |
| 40 | omcp_py fastomop/omcp_py Get_information_SchemaSelect_Queryanalyze_omop_data+11 | 14 | <=2025-11-25 | 48/100 | F |
| 41 | platform-engineering codetocloudorg/platform-engineering CreatePrSuggestionFixMyTestsAgentGetPrMetadata+11 | 14 | 2026-07-28+ | 48/100 | F |
| 42 | rlang-mcp-python saidsurucu/rlang-mcp-python create_ggplotexecute_r_codeexecute_r_file+4 | 7 | 2026-07-28+ | 48/100 | F |
| 43 | search-mcp CaptainCrouton89/search-mcp ask-perplexityget-markdowngithub-search-code+5 | 8 | 2026-07-28+ | 48/100 | F |
| 44 | Telegram-AI-MCP-Assistant-Bot shettysaish20/Telegram-AI-MCP-Assistant-Bot addadd_columnsadd_rows+33 | 36 | <=2025-11-25 | 47/100 | F |
| 45 | Trend-News-Notifier nguyennampfiev/Trend-News-Notifier search_hot_news | 1 | 2026-07-28+ | 47/100 | F |
| 46 | code-sandbox-mcp philschmid/code-sandbox-mcp run_javascript_coderun_python_code | 2 | 2026-07-28+ | 47/100 | F |
| 47 | multichatmpc johnnysilvercoast/multichatmpc get_chatget_contact_chatsget_direct_chat_by_contact+6 | 9 | <=2025-11-25 | 47/100 | F |
| 48 | wechat-db-decrypt-macos mohamed125198/wechat-db-decrypt-macos get_chat_historyget_contactsget_recent_sessions+2 | 5 | 2026-07-28+ | 47/100 | F |
| 49 | LangAlpha ginlix-ai/LangAlpha Read | 1 | 2026-07-28+ | 46/100 | F |
| 50 | devboy-tools meteora-pro/devboy-tools clickup_get_taskclickup_list_tasksconfluence_get_page+24 | 27 | 2026-07-28+ | 46/100 | F |