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16 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 1 | Medium-Agent N1KH1LT0X1N/Medium-Agent medium_batchmedium_castmedium_export+4 | 7 | 2026-07-28+ | 71/100 | B |
| 2 | albumentations-mcp Ramsi-K/albumentations-mcp |
| 18 |
| <=2025-11-25 |
| 60/100 |
| C |
| 3 | data-planning-agent opendedup/data-planning-agent continue_conversationgenerate_data_prpstart_planning_session | 3 | <=2025-11-25 | 54/100 | D |
| 4 | astra-mcp skamble7/astra-mcp cobol.repo.parse.startcobol.repo.parse.statusdata_pipeline.arch.guidance.start+12 | 15 | <=2025-11-25 | 50/100 | D |
| 5 | Youtube-MCP IA-Programming/Youtube-MCP get-transcriptsearch-transcriptssearch-youtube+1 | 4 | <=2025-11-25 | 47/100 | F |
| 6 | excel-master-mcp Lipdog/excel-master-mcp create_workbookprocess_financial_problemread_worksheet+1 | 4 | 2026-07-28+ | 45/100 | F |
| 7 | mcp-llamaIndex atharvabhakane/mcp-llamaIndex addcount_pagescreate_agent_and_extract+8 | 11 | 2026-07-28+ | 45/100 | F |
| 8 | MCP-server-data-exploration vjk-2k5/MCP-server-data-exploration load_csvrun_script | 2 | <=2025-11-25 | 43/100 | F |
| 9 | jarvis-mcp aumsathwara/jarvis-mcp append_pkgconfigure_pkgcreate_pipeline+23 | 26 | 2026-07-28+ | 43/100 | F |
| 10 | SciAgent-toolkit tony-zhelonkin/SciAgent-toolkit apply_primary_rescue_filtercalculate_adaptive_thresholdscheck_ports+7 | 10 | 2026-07-28+ | 41/100 | F |
| 11 | Agentic-AI dunky-star/Agentic-AI chatdownload_and_extract_repoenv_content+5 | 8 | 2026-07-28+ | 36/100 | F |
| 12 | AgenticLakehouse vinay-ram1999/AgenticLakehouse databricks_mcp_toolsretrieve_docstavily_search | 3 | 2026-07-28+ | 36/100 | F |
| 13 | fastmtcp-gemini-csv halovina/fastmtcp-gemini-csv get_csv_data | 1 | 2026-07-28+ | 33/100 | F |
| 14 | 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 |
| 15 | fastapi-example-simple-mcp halovina/fastapi-example-simple-mcp analyze_salesget_sales_data | 2 | 2026-07-28+ | 7/100 | F |
| 16 | DataChat Samar-Bons/DataChat auth_health_checkget_current_user_infoget_profile+7 | 10 | 2026-07-28+ | 0/100 | F |