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62 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 1 | chatbi-mcp-server Steven-Luo/chatbi-mcp-server analyze_dataget_preview_data | 2 | 2025-06-18+ | 49/100 | F |
| 2 | mcp-server-parquet markmhendrickson/mcp-server-parquet |
| 16 |
| 2026-07-28+ |
| 49/100 |
| F |
| 3 | my-mcp-server khanhcaotrung1-crypto/my-mcp-server add_sangli_small_eventadd_stickerpushplus_notify+5 | 8 | 2026-07-28+ | 49/100 | F |
| 4 | 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 |
| 5 | multipass tinosingh/multipass check_whisper_healthlist_whisper_modelstranscribe_audio | 3 | 2026-07-28+ | 48/100 | F |
| 6 | 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 |
| 7 | mcp-teams-test aech-ai/mcp-teams-test delete_contentget_content_countget_messages+8 | 11 | <=2025-11-25 | 47/100 | F |
| 8 | academia_mcp IlyaGusev/academia_mcp anthology_searcharxiv_downloadarxiv_search+25 | 28 | 2026-07-28+ | 46/100 | F |
| 9 | asset-aware-mcp u9401066/asset-aware-mcp get_docx_contentget_job_statusingest_docx+1 | 4 | <=2025-11-25 | 46/100 | F |
| 10 | voice-call-mcp-server popcornspace/voice-call-mcp-server trigger-call | 1 | 2026-07-28+ | 46/100 | F |
| 11 | Omni-Scrape-AI Muhammad-Raisul-Maharub/Omni-Scrape-AI extract_social_linksextract_structured_dataextract_web_animations+8 | 11 | <=2025-11-25 | 45/100 | F |
| 12 | ai-engineering-hub patchy631/ai-engineering-hub analyze_documentassemblyai_transcriptionbrightdata_analysis+17 | 20 | 2026-07-28+ | 45/100 | F |
| 13 | dataagents HotTechStack/dataagents checkN8nHealthdebugEnvironmentresetConversation+12 | 15 | 2026-07-28+ | 45/100 | F |
| 14 | mcp-email-server momo0222/mcp-email-server gmail_list_messagesgmail_read_emailgmail_search_messages+2 | 5 | 2026-07-28+ | 45/100 | F |
| 15 | whatsapp-chatgpt-bot-csharp wassengerhq/whatsapp-chatgpt-bot-csharp bookSalesMeetingcurrentDateAndTimegetPlanPrices+2 | 5 | <=2025-11-25 | 45/100 | F |
| 16 | gmail-mcp-server rajesh-chettiar/gmail-mcp-server authorizecompose_emailcompose_email_with_ai+5 | 8 | 2026-07-28+ | 44/100 | F |
| 17 | mcp-news eluc1a/mcp-news add-notesummarize_news | 2 | <=2025-11-25 | 44/100 | F |
| 18 | mcp-teams imoon/mcp-teams delete_contentget_content_countget_messages+8 | 11 | <=2025-11-25 | 44/100 | F |
| 19 | Glyphoxa MrWong99/Glyphoxa appearances_ofdicefind_node+2 | 5 | 2026-07-28+ | 43/100 | F |
| 20 | 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 |
| 21 | 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 |
| 22 | hipocampo carrasquelalex1/hipocampo add_memorybire_searchcheckpoint_hipocampo+19 | 22 | <=2025-11-25 | 43/100 | F |
| 23 | python-mcp-server Hawaiideveloper/python-mcp-server ai_chat_toolanalyze_code_intelligence_toolanalyze_image_tool+18 | 21 | <=2025-11-25 | 43/100 | F |
| 24 | Polymind Remy2404/Polymind DELETE /webapp/chat/sessions/{session_id}GET /healthGET /webapp/chat/sessions+14 | 17 | 2026-07-28+ | 42/100 | F |
| 25 | fraude-mcp comeca-ai/fraude-mcp analisar_fraude | 1 | 2026-07-28+ | 42/100 | F |
| 26 | milvus-mcp-server TerrysPOV/milvus-mcp-server create_collectioncreate_collection_with_doc_idcreate_index+11 | 14 | <=2025-11-25 | 42/100 | F |
| 27 | gmail-mcp-server rajesh-chettiar-insightgen/gmail-mcp-server analyze_threadcreate_draftget_attachment+4 | 7 | 2026-07-28+ | 40/100 | F |
| 28 | litcoin-mcp hyi/litcoin-mcp get_edges_betweenget_nodeget_node_edges+2 | 5 | 2026-07-28+ | 40/100 | F |
| 29 | pixelmemory pixeltable/pixelmemory manage_tasks | 1 | <=2025-11-25 | 40/100 | F |
| 30 | Nenyax Nenyax-AI/Nenyax ResembleTTS.synthesizedownload_agent_filesfetch_agent_config+10 | 13 | 2026-07-28+ | 38/100 | F |
| 31 | mcp-server aekanun2020/mcp-server add_directoryadd_documentationexecute_query+5 | 8 | <=2025-11-25 | 38/100 | F |
| 32 | precis-mcp retospect/precis-mcp deleteeditget+5 | 8 | 2026-07-28+ | 38/100 | F |
| 33 | agentproject AgentProject-AI/agentproject analyze_emailcheck_spam_scoreget_gmail_service+3 | 6 | <=2025-11-25 | 37/100 | F |
| 34 | echokit_server second-state/echokit_server | 0 | <=2025-11-25 | 37/100 | F |
| 35 | supabase-vector-gmailkb-rag BjornMelin/supabase-vector-gmailkb-rag crawl_linksingest_gmail | 2 | 2026-07-28+ | 37/100 | F |
| 36 | Agentic-AI dunky-star/Agentic-AI chatdownload_and_extract_repoenv_content+5 | 8 | 2026-07-28+ | 36/100 | F |
| 37 | cruso 0xnyn/cruso handleAddUserEmailhandleCreatePreferenceshandleCreateWorkingHours+16 | 19 | 2026-07-28+ | 36/100 | F |
| 38 | mcp-server wangle201210/mcp-server dify_retrieverdt_decryptdt_time+1 | 4 | 2026-07-28+ | 36/100 | F |
| 39 | postman-labs arun-gupta/postman-labs BuildGraphGetContextStreamHealthCheck+4 | 7 | 2026-07-28+ | 36/100 | F |
| 40 | mcpserversdemo paulsam-works/mcpserversdemo add_numbers | 1 | 2026-07-28+ | 35/100 | F |
| 41 | Full_Stack_AI_with_Python SAKET-SK/Full_Stack_AI_with_Python get_weathertranslate_to_frenchtranslate_to_spanish | 3 | 2026-07-28+ | 32/100 | F |
| 42 | mcp-whatsapp-server brontvain/mcp-whatsapp-server clear-historyget-settingstest-env+2 | 5 | 2026-07-28+ | 32/100 | F |
| 43 | sciagent princeomar9009/sciagent auto_tracklog_metadatalog_metric+5 | 8 | 2026-07-28+ | 32/100 | F |
| 44 | lifeink amlei/lifeink bindchange-passwordchat_batch_delete+22 | 25 | 2026-07-28+ | 30/100 | F |
| 45 | MCP-Server donphi/MCP-Server get_contextproject_structureread_md_files+2 | 5 | 2026-07-28+ | 26/100 | F |
| 46 | whatsapp-chatgpt-bot-php wassengerhq/whatsapp-chatgpt-bot-php bookSalesMeetingcurrentDateAndTimegetPlanPrices+2 | 5 | <=2025-11-25 | 24/100 | F |
| 47 | jupyter-ai-agents datalayer/jupyter-ai-agents addcount_wordsdivide+7 | 10 | <=2025-11-25 | 23/100 | F |
| 48 | McpEfReportServer aviCapgemini215/McpEfReportServer AdaptiveAgentService.RunAsyncAdaptiveAgentService.RunWithSqlAsyncDynamicQueryTool.ExecuteAsync+4 | 7 | 2026-07-28+ | 22/100 | F |
| 49 | LLM-Benchmarking-with-MCP Saswatsusmoy/LLM-Benchmarking-with-MCP | 0 | 2026-07-28+ | 13/100 | F |
| 50 | voice-mcp-agent den-vasyliev/voice-mcp-agent dynamic_mcp_tools | 1 | <=2025-11-25 | 13/100 | F |