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151 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_datasetsearch_datasets |
| 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 | Medium-Agent N1KH1LT0X1N/Medium-Agent medium_batchmedium_castmedium_export+4 | 7 | 2026-07-28+ | 71/100 | B |
| 5 | chatbi-mcp-server Steven-Luo/chatbi-mcp-server analyze_dataget_preview_data | 2 | 2025-06-18+ | 49/100 | F |
| 6 | imessage-query-fastmcp-mcp-server hannesrudolph/imessage-query-fastmcp-mcp-server get_chat_transcript | 1 | <=2025-11-25 | 49/100 | F |
| 7 | mcp-ols mathpn/mcp-ols create_analysis_sessioncreate_residual_plotsdescribe_data+4 | 7 | 2026-07-28+ | 49/100 | F |
| 8 | mcp-server-parquet markmhendrickson/mcp-server-parquet aggregatecreate_snapshotdelete_rows+13 | 16 | 2026-07-28+ | 49/100 | F |
| 9 | my-mcp-server khanhcaotrung1-crypto/my-mcp-server add_sangli_small_eventadd_stickerpushplus_notify+5 | 8 | 2026-07-28+ | 49/100 | F |
| 10 | zero-shot-ai-agents talhabinjaved/zero-shot-ai-agents approve_plancreate_issuecreate_repo+12 | 15 | <=2025-11-25 | 49/100 | F |
| 11 | WhatsApp-MCP elsy77/WhatsApp-MCP connect_whatsappget_whatsapp_chatsget_whatsapp_contacts+5 | 8 | <=2025-11-25 | 48/100 | F |
| 12 | macos-imessage-mcp-server CodexLiu/macos-imessage-mcp-server get_chat_messageslist_chatssearch_contacts+2 | 5 | 2026-07-28+ | 48/100 | F |
| 13 | mcp-pymilvus-code-generate-helper brcarry/mcp-pymilvus-code-generate-helper milvus-code-translate-helpermilvus-orm-client-code-convert-helpermilvus-pypmilvus-code-generate-helper | 3 | <=2025-11-25 | 48/100 | F |
| 14 | multi-platform-mcp-kb j584lee98/multi-platform-mcp-kb get_channel_historyget_file_contentget_thread_replies+12 | 15 | 2026-07-28+ | 48/100 | F |
| 15 | multipass tinosingh/multipass check_whisper_healthlist_whisper_modelstranscribe_audio | 3 | 2026-07-28+ | 48/100 | F |
| 16 | platform-engineering codetocloudorg/platform-engineering CreatePrSuggestionFixMyTestsAgentGetPrMetadata+11 | 14 | 2026-07-28+ | 48/100 | F |
| 17 | search-mcp CaptainCrouton89/search-mcp ask-perplexityget-markdowngithub-search-code+5 | 8 | 2026-07-28+ | 48/100 | F |
| 18 | MCP_Tool_Code_Interpreter_Generator SwetaAIS2024/MCP_Tool_Code_Interpreter_Generator analyze_json_schema_from_samplesapply_child_outputbuild_child_input+12 | 15 | <=2025-11-25 | 47/100 | F |
| 19 | Telegram-AI-MCP-Assistant-Bot shettysaish20/Telegram-AI-MCP-Assistant-Bot addadd_columnsadd_rows+33 | 36 | <=2025-11-25 | 47/100 | F |
| 20 | Trend-News-Notifier nguyennampfiev/Trend-News-Notifier search_hot_news | 1 | 2026-07-28+ | 47/100 | F |
| 21 | mcp-teams-test aech-ai/mcp-teams-test delete_contentget_content_countget_messages+8 | 11 | <=2025-11-25 | 47/100 | F |
| 22 | multichatmpc johnnysilvercoast/multichatmpc get_chatget_contact_chatsget_direct_chat_by_contact+6 | 9 | <=2025-11-25 | 47/100 | F |
| 23 | wechat-db-decrypt-macos mohamed125198/wechat-db-decrypt-macos get_chat_historyget_contactsget_recent_sessions+2 | 5 | 2026-07-28+ | 47/100 | F |
| 24 | academia_mcp IlyaGusev/academia_mcp anthology_searcharxiv_downloadarxiv_search+25 | 28 | 2026-07-28+ | 46/100 | F |
| 25 | asset-aware-mcp u9401066/asset-aware-mcp get_docx_contentget_job_statusingest_docx+1 | 4 | <=2025-11-25 | 46/100 | F |
| 26 | devboy-tools meteora-pro/devboy-tools clickup_get_taskclickup_list_tasksconfluence_get_page+24 | 27 | 2026-07-28+ | 46/100 | F |
| 27 | mcp-servers neutree-ai/mcp-servers convert-hf-model-to-cataloggenerate-controllergenerate-resource-type-file+2 | 5 | <=2025-11-25 | 46/100 | F |
| 28 | mcp_servers ajot/mcp_servers add_usercreate_appdeploy_function+7 | 10 | 2026-07-28+ | 46/100 | F |
| 29 | preflight-mcp jonnyhoo/preflight-mcp arxiv_searchpreflight_checkpreflight_create_bundle+11 | 14 | 2025-06-18+ | 46/100 | F |
| 30 | spoon-awesome-skill XSpoonAi/spoon-awesome-skill github_toolgrok_researchpolymarket+1 | 4 | 2026-07-28+ | 46/100 | F |
| 31 | voice-call-mcp-server popcornspace/voice-call-mcp-server trigger-call | 1 | 2026-07-28+ | 46/100 | F |
| 32 | Omni-Scrape-AI Muhammad-Raisul-Maharub/Omni-Scrape-AI extract_social_linksextract_structured_dataextract_web_animations+8 | 11 | <=2025-11-25 | 45/100 | F |
| 33 | ai-engineering-hub patchy631/ai-engineering-hub analyze_documentassemblyai_transcriptionbrightdata_analysis+17 | 20 | 2026-07-28+ | 45/100 | F |
| 34 | bbs-mcp harperreed/bbs-mcp archive_topiccreate_threadcreate_topic+6 | 9 | <=2025-11-25 | 45/100 | F |
| 35 | dataagents HotTechStack/dataagents checkN8nHealthdebugEnvironmentresetConversation+12 | 15 | 2026-07-28+ | 45/100 | F |
| 36 | harbor oSEAItic/harbor coingecko.coincoingecko.pricescoingecko.trending+13 | 16 | 2026-07-28+ | 45/100 | F |
| 37 | mcp-email-server momo0222/mcp-email-server gmail_list_messagesgmail_read_emailgmail_search_messages+2 | 5 | 2026-07-28+ | 45/100 | F |
| 38 | mcp-local-analyst fabiothiroki/mcp-local-analyst query_database | 1 | 2026-07-28+ | 45/100 | F |
| 39 | whatsapp-chatgpt-bot-csharp wassengerhq/whatsapp-chatgpt-bot-csharp bookSalesMeetingcurrentDateAndTimegetPlanPrices+2 | 5 | <=2025-11-25 | 45/100 | F |
| 40 | MCP-LOCAL-SERVER Jorge162017/MCP-LOCAL-SERVER data_profilellm_chatnotes_add+8 | 11 | <=2025-11-25 | 44/100 | F |
| 41 | TheMCP-server aravind-tronix/TheMCP-server aws-server.access-keys.create_access_keyaws-server.access-keys.delete_access_keyaws-server.access-keys.list_access_keys+32 | 35 | <=2025-11-25 | 44/100 | F |
| 42 | gmail-mcp-server rajesh-chettiar/gmail-mcp-server authorizecompose_emailcompose_email_with_ai+5 | 8 | 2026-07-28+ | 44/100 | F |
| 43 | mcp-featurestore slavadubrov/mcp-featurestore get_featurelist_featuresstore_feature | 3 | 2026-07-28+ | 44/100 | F |
| 44 | mcp-news eluc1a/mcp-news add-notesummarize_news | 2 | <=2025-11-25 | 44/100 | F |
| 45 | mcp-teams imoon/mcp-teams delete_contentget_content_countget_messages+8 | 11 | <=2025-11-25 | 44/100 | F |
| 46 | telegram-mcp Muhammad18557/telegram-mcp get_chatget_contact_chatsget_direct_chat_by_contact+6 | 9 | 2026-07-28+ | 44/100 | F |
| 47 | Glyphoxa MrWong99/Glyphoxa appearances_ofdicefind_node+2 | 5 | 2026-07-28+ | 43/100 | F |
| 48 | 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 |
| 49 | Slack-Gitlab-Test-Model-Context-Protocol-Server chaodonghu/Slack-Gitlab-Test-Model-Context-Protocol-Server gitlab_get_commentsgitlab_get_merge_requestsslack_get_user_activity+2 | 5 | 2026-07-28+ | 43/100 | F |
| 50 | hipocampo carrasquelalex1/hipocampo add_memorybire_searchcheckpoint_hipocampo+19 | 22 | <=2025-11-25 | 43/100 | F |