Loading ToolBench
62 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 1 | aws-open-data-mcp domdomegg/aws-open-data-mcp get_dataset |
| 2 |
| 2025-06-18+ |
| 78/100 |
| B |
| 2 | dartwork-mpl dartworklabs/dartwork-mpl fetch_github_documentget_color_valuemix_colors | 3 | 2026-07-28+ | 74/100 | B |
| 3 | claude-skills-mcp K-Dense-AI/claude-skills-mcp find_helpful_skillslist_skillsread_skill_document | 3 | <=2025-11-25 | 73/100 | B |
| 4 | guardrail tpdox/guardrail guardrail_checksguardrail_model_contextguardrail_review+2 | 5 | 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 | docs-mcp cometchat/docs-mcp fetch_pageget_bundlelist_bundles+2 | 5 | 2026-07-28+ | 63/100 | C |
| 7 | holoviz-mcp marcskovmadsen/holoviz-mcp gethvplot_gethvplot_list+12 | 15 | <=2025-11-25 | 63/100 | C |
| 8 | kusto-mcp johnib/kusto-mcp execute-queryinitialize-connectionreport-issue+4 | 7 | 2026-07-28+ | 63/100 | C |
| 9 | mcp-spark-documentation martoc/mcp-spark-documentation read_documentationsearch_documentation | 2 | 2026-07-28+ | 61/100 | C |
| 10 | nothumanallowed adoslabsproject-gif/nothumanallowed calendar_createcalendar_datecalendar_delete+29 | 32 | 2026-07-28+ | 61/100 | C |
| 11 | openstax-mcp-server pythpythpython/openstax-mcp-server generate_jupyter_notebookgenerate_practice_problemsget_module_content+4 | 7 | 2026-07-28+ | 61/100 | C |
| 12 | hpc-mcp converged-computing/hpc-mcp database_createdatabase_insertdatabase_list_schemas+19 | 22 | 2026-07-28+ | 60/100 | C |
| 13 | jdatamunch-mcp jgravelle/jdatamunch-mcp aggregateanalyze_perfcheck_column_drop_safe+34 | 37 | 2026-07-28+ | 60/100 | C |
| 14 | yacli NextStat/yacli yacli.account.currentyacli.account.listyacli.app.snapshot+28 | 31 | <=2025-11-25 | 60/100 | C |
| 15 | zero-shot-ai-agents talhabinjaved/zero-shot-ai-agents approve_plancreate_issuecreate_repo+12 | 15 | <=2025-11-25 | 49/100 | F |
| 16 | multi-platform-mcp-kb j584lee98/multi-platform-mcp-kb get_channel_historyget_file_contentget_thread_replies+12 | 15 | 2026-07-28+ | 48/100 | F |
| 17 | platform-engineering codetocloudorg/platform-engineering CreatePrSuggestionFixMyTestsAgentGetPrMetadata+11 | 14 | 2026-07-28+ | 48/100 | F |
| 18 | search-mcp CaptainCrouton89/search-mcp ask-perplexityget-markdowngithub-search-code+5 | 8 | 2026-07-28+ | 48/100 | F |
| 19 | devboy-tools meteora-pro/devboy-tools clickup_get_taskclickup_list_tasksconfluence_get_page+24 | 27 | 2026-07-28+ | 46/100 | F |
| 20 | mcp-servers neutree-ai/mcp-servers convert-hf-model-to-cataloggenerate-controllergenerate-resource-type-file+2 | 5 | <=2025-11-25 | 46/100 | F |
| 21 | preflight-mcp jonnyhoo/preflight-mcp arxiv_searchpreflight_checkpreflight_create_bundle+11 | 14 | 2025-06-18+ | 46/100 | F |
| 22 | spoon-awesome-skill XSpoonAi/spoon-awesome-skill github_toolgrok_researchpolymarket+1 | 4 | 2026-07-28+ | 46/100 | F |
| 23 | harbor oSEAItic/harbor coingecko.coincoingecko.pricescoingecko.trending+13 | 16 | 2026-07-28+ | 45/100 | F |
| 24 | 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 |
| 25 | mcp-bot jmanhype/mcp-bot add_mcp_serverget_dspy_docslist_mcp_servers+1 | 4 | 2026-07-28+ | 43/100 | F |
| 26 | vibe-mcp VibeCodingInc/vibe-mcp vibe_admin_inboxvibe_artifact_viewvibe_bye+34 | 37 | 2026-07-28+ | 43/100 | F |
| 27 | MCP-Testing daniyalk1/MCP-Testing create_confluence_pagecreate_github_issuecreate_jira_issue+14 | 17 | <=2025-11-25 | 42/100 | F |
| 28 | mcp-langgraph shaheerzaman/mcp-langgraph dataflow_create_new_projectdataflow_load_datadataflow_query_data+2 | 5 | 2026-07-28+ | 42/100 | F |
| 29 | tidymodels-mcp JavOrraca/tidymodels-mcp generate_r_codeget_file_contentget_repository_content+4 | 7 | 2026-07-28+ | 42/100 | F |
| 30 | p2pclaw-mcp-server Agnuxo1/p2pclaw-mcp-server extractCodeBlocksgenerateExecutionHashrunPythonTool+1 | 4 | 2026-07-28+ | 41/100 | F |
| 31 | skills aahl/skills detailsearchtranscribe | 3 | <=2025-11-25 | 41/100 | F |
| 32 | OmniGlass goshtasb/OmniGlass create_github_issuemy_toolsend_to_slack | 3 | 2026-07-28+ | 38/100 | F |
| 33 | precis-mcp retospect/precis-mcp deleteeditget+5 | 8 | 2026-07-28+ | 38/100 | F |
| 34 | Agentify Adidem23/Agentify FetchAllEmailsSendaMailadd_issue_comment+21 | 24 | 2026-07-28+ | 37/100 | F |
| 35 | mcp-llm Absubramani/mcp-llm add_issue_to_projectcreate_branchcreate_issue+23 | 26 | <=2025-11-25 | 37/100 | F |
| 36 | Agentic-AI dunky-star/Agentic-AI chatdownload_and_extract_repoenv_content+5 | 8 | 2026-07-28+ | 36/100 | F |
| 37 | dataops_mcp_server rohithay/dataops_mcp_server AnalyzeQueryCostToolCreateOptimizationPRToolDetectCostAnomalies+2 | 5 | <=2025-11-25 | 34/100 | F |
| 38 | agentDesk uzair110/agentDesk githubSummarizergroqChathttp+1 | 4 | 2026-07-28+ | 33/100 | F |
| 39 | world-intel-mcp marc-shade/world-intel-mcp | 0 | 2026-07-28+ | 33/100 | F |
| 40 | anish-projects anishtallapureddy/anish-projects Azure Cosmos DBAzure SQLDatabricks+21 | 24 | 2026-07-28+ | 32/100 | F |
| 41 | codeanalyst_agent baner29/codeanalyst_agent get_file_contentssearch_code | 2 | 2026-07-28+ | 32/100 | F |
| 42 | go-mcps kwakuoseikwakye/go-mcps ConnectListContextsReceiveMessage+1 | 4 | 2026-07-28+ | 32/100 | F |
| 43 | AI tryAGI/AI | 0 | <=2025-11-25 | 31/100 | F |
| 44 | scopegate alifanov/scopegate ahrefs_get_dataairtable_create_recordairtable_list_records+42 | 45 | 2026-07-28+ | 31/100 | F |
| 45 | mcp-hub blaxel-ai/mcp-hub | 0 | 2026-07-28+ | 29/100 | F |
| 46 | openbb-widgets-json-mcp DidierRLopes/openbb-widgets-json-mcp ai-agents_ai-agentsapps_appsdata-integration+33 | 36 | 2026-07-28+ | 23/100 | F |
| 47 | ResearchGravity Dicoangelo/ResearchGravity auto_delegate_monitorcoherence_arcscoherence_moments+21 | 24 | <=2025-11-25 | 12/100 | F |
| 48 | 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 |
| 49 | researchtwin martinfrasch/researchtwin discoverget_contextget_datasets+5 | 8 | <=2025-11-25 | 11/100 | F |
| 50 | catalyst_mcp billebel/catalyst_mcp current_usersearch_splunk | 2 | <=2025-11-25 | 8/100 | F |