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39 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 |
| guardrail tpdox/guardrail guardrail_checksguardrail_model_contextguardrail_review+2 |
| 5 |
| 2026-07-28+ |
| 68/100 |
| C |
| 3 | ai-furniture-hub ONE8943/ai-furniture-hub calc_room_layoutcompare_productscoordinate_storage+15 | 18 | <=2025-11-25 | 64/100 | C |
| 4 | holoviz-mcp marcskovmadsen/holoviz-mcp gethvplot_gethvplot_list+12 | 15 | <=2025-11-25 | 63/100 | C |
| 5 | kf-mcp-servers ShadowWalker2014/kf-mcp-servers cms_activate_versioncms_delete_filecms_discard_draft+14 | 17 | 2026-07-28+ | 63/100 | C |
| 6 | albumentations-mcp Ramsi-K/albumentations-mcp augment_imageaugmentation_parseravailable_transforms_examples+15 | 18 | <=2025-11-25 | 60/100 | C |
| 7 | hpc-mcp converged-computing/hpc-mcp database_createdatabase_insertdatabase_list_schemas+19 | 22 | 2026-07-28+ | 60/100 | C |
| 8 | biocypher-mcp biocypher/biocypher-mcp check_project_existsget_adapter_creation_workflowget_available_workflows+7 | 10 | 2026-07-28+ | 58/100 | D |
| 9 | Salesforce-Agent-Chatbot-with-MCP-Architecture sybachpunk/Salesforce-Agent-Chatbot-with-MCP-Architecture commit_code_changesget_salesforce_case_detailslog_and_assign_task+7 | 10 | 2026-07-28+ | 54/100 | D |
| 10 | data-planning-agent opendedup/data-planning-agent continue_conversationgenerate_data_prpstart_planning_session | 3 | <=2025-11-25 | 54/100 | D |
| 11 | adk-mcp-multimodal alphinside/adk-mcp-multimodal edit_product_assetgenerate_video_with_image | 2 | <=2025-11-25 | 53/100 | D |
| 12 | Continuous-Claude-v3 parcadei/Continuous-Claude-v3 git__git_branchgit__git_loggit__git_status+1 | 4 | 2026-07-28+ | 52/100 | D |
| 13 | Omnichannel-MCP FenrirDWolf/Omnichannel-MCP distribute_deal | 1 | 2026-07-28+ | 51/100 | D |
| 14 | sibyl vivien-jourde/sibyl analyze_modelfind_patternsget_model_info+1 | 4 | 2025-06-18+ | 51/100 | D |
| 15 | astra-mcp skamble7/astra-mcp cobol.repo.parse.startcobol.repo.parse.statusdata_pipeline.arch.guidance.start+12 | 15 | <=2025-11-25 | 50/100 | D |
| 16 | Youtube-MCP IA-Programming/Youtube-MCP get-transcriptsearch-transcriptssearch-youtube+1 | 4 | <=2025-11-25 | 47/100 | F |
| 17 | mcp-voice-app mkg5599/mcp-voice-app list_productsrag_querysearch_products+1 | 4 | 2026-07-28+ | 47/100 | F |
| 18 | mcp-servers neutree-ai/mcp-servers convert-hf-model-to-cataloggenerate-controllergenerate-resource-type-file+2 | 5 | <=2025-11-25 | 46/100 | F |
| 19 | excel-master-mcp Lipdog/excel-master-mcp create_workbookprocess_financial_problemread_worksheet+1 | 4 | 2026-07-28+ | 45/100 | F |
| 20 | mcp-llamaIndex atharvabhakane/mcp-llamaIndex addcount_pagescreate_agent_and_extract+8 | 11 | 2026-07-28+ | 45/100 | F |
| 21 | MCP-server-data-exploration vjk-2k5/MCP-server-data-exploration load_csvrun_script | 2 | <=2025-11-25 | 43/100 | F |
| 22 | jarvis-mcp aumsathwara/jarvis-mcp append_pkgconfigure_pkgcreate_pipeline+23 | 26 | 2026-07-28+ | 43/100 | F |
| 23 | RecipesMessengerAuto c-azb/RecipesMessengerAuto creative_searchget_recipe | 2 | 2026-07-28+ | 42/100 | F |
| 24 | Zippy SHREESH2004/Zippy addAddressaddProductaddToCart+22 | 25 | 2026-07-28+ | 42/100 | F |
| 25 | mcp-langgraph shaheerzaman/mcp-langgraph dataflow_create_new_projectdataflow_load_datadataflow_query_data+2 | 5 | 2026-07-28+ | 42/100 | F |
| 26 | mindual-mcp Mindual-AI/mindual-mcp answer_querylookup_troublepropose_next_action+1 | 4 | 2026-07-28+ | 42/100 | F |
| 27 | SciAgent-toolkit tony-zhelonkin/SciAgent-toolkit apply_primary_rescue_filtercalculate_adaptive_thresholdscheck_ports+7 | 10 | 2026-07-28+ | 41/100 | F |
| 28 | mcp-toolbox sithu/mcp-toolbox analyze_invoicecreate-invoicegenerate_invoice+2 | 5 | 2026-07-28+ | 39/100 | F |
| 29 | Agentic-AI dunky-star/Agentic-AI chatdownload_and_extract_repoenv_content+5 | 8 | 2026-07-28+ | 36/100 | F |
| 30 | AgenticLakehouse vinay-ram1999/AgenticLakehouse databricks_mcp_toolsretrieve_docstavily_search | 3 | 2026-07-28+ | 36/100 | F |
| 31 | Market_Oracle-a2a-mcp budprat/Market_Oracle-a2a-mcp find_agentquery_places_dataquery_travel_data | 3 | <=2025-11-25 | 35/100 | F |
| 32 | fastmtcp-gemini-csv halovina/fastmtcp-gemini-csv get_csv_data | 1 | 2026-07-28+ | 33/100 | F |
| 33 | 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 |
| 34 | Varon-AI 201Harsh/Varon-AI ArcStrikeUnitBlackFireAIBlackReplit+10 | 13 | 2025-06-18+ | 31/100 | F |
| 35 | 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 |
| 36 | strapi-mcp-server dugleelabs/strapi-mcp-server create_content_from_researchcreate_entrydelete_entry+7 | 10 | 2025-06-18+ | 12/100 | F |
| 37 | catalyst_mcp billebel/catalyst_mcp current_usersearch_splunk | 2 | <=2025-11-25 | 8/100 | F |
| 38 | fastapi-example-simple-mcp halovina/fastapi-example-simple-mcp analyze_salesget_sales_data | 2 | 2026-07-28+ | 7/100 | F |
| 39 | DataChat Samar-Bons/DataChat auth_health_checkget_current_user_infoget_profile+7 | 10 | 2026-07-28+ | 0/100 | F |