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27 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 | kf-mcp-servers ShadowWalker2014/kf-mcp-servers |
| 17 |
| 2026-07-28+ |
| 63/100 |
| C |
| 3 | albumentations-mcp Ramsi-K/albumentations-mcp augment_imageaugmentation_parseravailable_transforms_examples+15 | 18 | <=2025-11-25 | 60/100 | C |
| 4 | MCP-TEST-Agent Harsha-Kumar-06/MCP-TEST-Agent check_pto_balancecheck_system_statuscreate_support_ticket+12 | 15 | 2026-07-28+ | 56/100 | D |
| 5 | data-planning-agent opendedup/data-planning-agent continue_conversationgenerate_data_prpstart_planning_session | 3 | <=2025-11-25 | 54/100 | D |
| 6 | astra-mcp skamble7/astra-mcp cobol.repo.parse.startcobol.repo.parse.statusdata_pipeline.arch.guidance.start+12 | 15 | <=2025-11-25 | 50/100 | D |
| 7 | Expenses-Tracker---MCP-Server-_Client Surya-KF/Expenses-Tracker---MCP-Server-_Client add_expenseanalyze_expenses_with_aidelete_expense+2 | 5 | 2026-07-28+ | 49/100 | F |
| 8 | Youtube-MCP IA-Programming/Youtube-MCP get-transcriptsearch-transcriptssearch-youtube+1 | 4 | <=2025-11-25 | 47/100 | F |
| 9 | finAgent gazitanbhir/finAgent add_manual_transactioncategorize_expensecreate_invoice+11 | 14 | 2026-07-28+ | 46/100 | F |
| 10 | excel-master-mcp Lipdog/excel-master-mcp create_workbookprocess_financial_problemread_worksheet+1 | 4 | 2026-07-28+ | 45/100 | F |
| 11 | mcp-llamaIndex atharvabhakane/mcp-llamaIndex addcount_pagescreate_agent_and_extract+8 | 11 | 2026-07-28+ | 45/100 | F |
| 12 | DocuExtract mhosigiri/DocuExtract delete_documentget_documentget_extracted_data+6 | 9 | 2026-07-28+ | 44/100 | F |
| 13 | Document-Review-AI-Assistant LaurentVeyssier/Document-Review-AI-Assistant _log_run_web_search_implget_document_ui+2 | 5 | <=2025-11-25 | 43/100 | F |
| 14 | MCP-server-data-exploration vjk-2k5/MCP-server-data-exploration load_csvrun_script | 2 | <=2025-11-25 | 43/100 | F |
| 15 | jarvis-mcp aumsathwara/jarvis-mcp append_pkgconfigure_pkgcreate_pipeline+23 | 26 | 2026-07-28+ | 43/100 | F |
| 16 | SciAgent-toolkit tony-zhelonkin/SciAgent-toolkit apply_primary_rescue_filtercalculate_adaptive_thresholdscheck_ports+7 | 10 | 2026-07-28+ | 41/100 | F |
| 17 | mcp-toolbox sithu/mcp-toolbox analyze_invoicecreate-invoicegenerate_invoice+2 | 5 | 2026-07-28+ | 39/100 | F |
| 18 | go-mcp victorvbello/go-mcp generate-wealthy-plan | 1 | 2025-06-18+ | 38/100 | F |
| 19 | high-mcp vatsamanoj/high-mcp apply_patchesauto_fix_configblock_provider+17 | 20 | <=2025-11-25 | 37/100 | F |
| 20 | Agentic-AI dunky-star/Agentic-AI chatdownload_and_extract_repoenv_content+5 | 8 | 2026-07-28+ | 36/100 | F |
| 21 | AgenticLakehouse vinay-ram1999/AgenticLakehouse databricks_mcp_toolsretrieve_docstavily_search | 3 | 2026-07-28+ | 36/100 | F |
| 22 | fastmtcp-gemini-csv halovina/fastmtcp-gemini-csv get_csv_data | 1 | 2026-07-28+ | 33/100 | F |
| 23 | 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 |
| 24 | KenyaRe_Hackathon derak-isaack/KenyaRe_Hackathon | 0 | 2026-07-28+ | 16/100 | F |
| 25 | fastapi-example-simple-mcp halovina/fastapi-example-simple-mcp analyze_salesget_sales_data | 2 | 2026-07-28+ | 7/100 | F |
| 26 | DataChat Samar-Bons/DataChat auth_health_checkget_current_user_infoget_profile+7 | 10 | 2026-07-28+ | 0/100 | F |
| 27 | monitoring-mcp nestorzamili/monitoring-mcp | 0 | 2026-07-28+ | 0/100 | F |