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61 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 | ghostpatch |
| 8 |
| 2026-07-28+ |
| 49/100 |
| F |
| 3 | mcp-server-parquet markmhendrickson/mcp-server-parquet aggregatecreate_snapshotdelete_rows+13 | 16 | 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 | academia_mcp IlyaGusev/academia_mcp anthology_searcharxiv_downloadarxiv_search+25 | 28 | 2026-07-28+ | 46/100 | F |
| 8 | asset-aware-mcp u9401066/asset-aware-mcp get_docx_contentget_job_statusingest_docx+1 | 4 | <=2025-11-25 | 46/100 | F |
| 9 | drd-vpc-agent DrDroidLab/drd-vpc-agent debug_taskfetch_connector_connections_testsfetch_playbook_execution_tasks+3 | 6 | 2026-07-28+ | 46/100 | F |
| 10 | mcp-the-force lukacf/mcp-the-force search_mcp_debug_logs | 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-news eluc1a/mcp-news add-notesummarize_news | 2 | <=2025-11-25 | 44/100 | F |
| 15 | 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 |
| 16 | hipocampo carrasquelalex1/hipocampo add_memorybire_searchcheckpoint_hipocampo+19 | 22 | <=2025-11-25 | 43/100 | F |
| 17 | mcp-github-project-manager kunwarVivek/mcp-github-project-manager agent_manageagent_workai_analyze+12 | 15 | 2025-06-18+ | 43/100 | F |
| 18 | python-mcp-server Hawaiideveloper/python-mcp-server ai_chat_toolanalyze_code_intelligence_toolanalyze_image_tool+18 | 21 | <=2025-11-25 | 43/100 | F |
| 19 | milvus-mcp-server TerrysPOV/milvus-mcp-server create_collectioncreate_collection_with_doc_idcreate_index+11 | 14 | <=2025-11-25 | 42/100 | F |
| 20 | jmp-MCP-server bkhizgiy/jmp-MCP-server analyze_change_impactbatch_update_tasksget_agent_state+3 | 6 | 2026-07-28+ | 41/100 | F |
| 21 | litcoin-mcp hyi/litcoin-mcp get_edges_betweenget_nodeget_node_edges+2 | 5 | 2026-07-28+ | 40/100 | F |
| 22 | mcp-status-observer imprvhub/mcp-status-observer status | 1 | 2026-07-28+ | 40/100 | F |
| 23 | pixelmemory pixeltable/pixelmemory manage_tasks | 1 | <=2025-11-25 | 40/100 | F |
| 24 | node-red-dev-copilot supcon-international/node-red-dev-copilot backup-flowscreate-flowdelete-flow+15 | 18 | 2026-07-28+ | 39/100 | F |
| 25 | starReport hu-qi/starReport ai_analysisgenerate_daily_reportgenerate_weekly_report+2 | 5 | 2026-07-28+ | 39/100 | F |
| 26 | IntelliConnect ruanrongman/IntelliConnect addProductToolBanagentaiControl+15 | 18 | 2026-07-28+ | 38/100 | F |
| 27 | mcp-server aekanun2020/mcp-server add_directoryadd_documentationexecute_query+5 | 8 | <=2025-11-25 | 38/100 | F |
| 28 | mcp_server_project sdirishguy/mcp_server_project execute_shell_command_toolfile_system_create_directory_toolfile_system_list_directory_tool+4 | 7 | <=2025-11-25 | 38/100 | F |
| 29 | precis-mcp retospect/precis-mcp deleteeditget+5 | 8 | 2026-07-28+ | 38/100 | F |
| 30 | chaosblade-mcp KeKe-Li/chaosblade-mcp batch_generate_yamlgenerate_yamlget_file_content+4 | 7 | 2026-07-28+ | 37/100 | F |
| 31 | Agentic-AI dunky-star/Agentic-AI chatdownload_and_extract_repoenv_content+5 | 8 | 2026-07-28+ | 36/100 | F |
| 32 | mcp-server wangle201210/mcp-server dify_retrieverdt_decryptdt_time+1 | 4 | 2026-07-28+ | 36/100 | F |
| 33 | postman-labs arun-gupta/postman-labs BuildGraphGetContextStreamHealthCheck+4 | 7 | 2026-07-28+ | 36/100 | F |
| 34 | delinea-mcp DelineaXPM/delinea-mcp | 0 | 2026-07-28+ | 35/100 | F |
| 35 | mcpserversdemo paulsam-works/mcpserversdemo add_numbers | 1 | 2026-07-28+ | 35/100 | F |
| 36 | nexus-agents williamzujkowski/nexus-agents cancel_jobci_health_checkcompare_data_feeds+44 | 47 | 2025-06-18+ | 35/100 | F |
| 37 | node-code-sandbox-mcp ssdeanx/node-code-sandbox-mcp ai_generateget_dependency_typesrun_js+4 | 7 | <=2025-11-25 | 35/100 | F |
| 38 | mcp-ai-code-review mennansevim/mcp-ai-code-review review_diff | 1 | 2026-07-28+ | 33/100 | F |
| 39 | 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 |
| 40 | sciagent princeomar9009/sciagent auto_tracklog_metadatalog_metric+5 | 8 | 2026-07-28+ | 32/100 | F |
| 41 | mneme-ai patsa2561-art/mneme-ai mneme.antivirus.scanmneme.audit.sessionmneme.capabilities+17 | 20 | 2026-07-28+ | 31/100 | F |
| 42 | FastMCP-shell-runner ranimandepudi/FastMCP-shell-runner execute_tutorial_script | 1 | <=2025-11-25 | 30/100 | F |
| 43 | MCP-Server donphi/MCP-Server get_contextproject_structureread_md_files+2 | 5 | 2026-07-28+ | 26/100 | F |
| 44 | cost-management-mcp knishioka/cost-management-mcp checkBalanceToolcompareProvidersToolgetAWSCostsTool+7 | 10 | <=2025-11-25 | 26/100 | F |
| 45 | jupyter-ai-agents datalayer/jupyter-ai-agents addcount_wordsdivide+7 | 10 | <=2025-11-25 | 23/100 | F |
| 46 | McpEfReportServer aviCapgemini215/McpEfReportServer AdaptiveAgentService.RunAsyncAdaptiveAgentService.RunWithSqlAsyncDynamicQueryTool.ExecuteAsync+4 | 7 | 2026-07-28+ | 22/100 | F |
| 47 | AgenticLedger ShekharBhardwaj/AgenticLedger handle_mcp | 1 | 2026-07-28+ | 16/100 | F |
| 48 | LLM-Benchmarking-with-MCP Saswatsusmoy/LLM-Benchmarking-with-MCP | 0 | 2026-07-28+ | 13/100 | F |
| 49 | voice-mcp-agent den-vasyliev/voice-mcp-agent dynamic_mcp_tools | 1 | <=2025-11-25 | 13/100 | F |
| 50 | 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 |