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88 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 51 | ai-engineering-hub patchy631/ai-engineering-hub analyze_documentassemblyai_transcriptionbrightdata_analysis+17 | 20 | 2026-07-28+ | 45/100 | F |
| 52 | connect-server Danejw/connect-server |
| 7 |
| <=2025-11-25 |
| 45/100 |
| F |
| 53 | dataagents HotTechStack/dataagents checkN8nHealthdebugEnvironmentresetConversation+12 | 15 | 2026-07-28+ | 45/100 | F |
| 54 | mcp-news eluc1a/mcp-news add-notesummarize_news | 2 | <=2025-11-25 | 44/100 | F |
| 55 | travel-mcp-server arjanvandermeer/travel-mcp-server add_favoriteget_statsget_user_preferences+14 | 17 | 2026-07-28+ | 44/100 | F |
| 56 | 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 |
| 57 | hipocampo carrasquelalex1/hipocampo add_memorybire_searchcheckpoint_hipocampo+19 | 22 | <=2025-11-25 | 43/100 | F |
| 58 | image-generator-mcp jacobcy/image-generator-mcp create_imagedescribe_imagelist_concepts+4 | 7 | <=2025-11-25 | 43/100 | F |
| 59 | python-mcp-server Hawaiideveloper/python-mcp-server ai_chat_toolanalyze_code_intelligence_toolanalyze_image_tool+18 | 21 | <=2025-11-25 | 43/100 | F |
| 60 | milvus-mcp-server TerrysPOV/milvus-mcp-server create_collectioncreate_collection_with_doc_idcreate_index+11 | 14 | <=2025-11-25 | 42/100 | F |
| 61 | litcoin-mcp hyi/litcoin-mcp get_edges_betweenget_nodeget_node_edges+2 | 5 | 2026-07-28+ | 40/100 | F |
| 62 | pixelmemory pixeltable/pixelmemory manage_tasks | 1 | <=2025-11-25 | 40/100 | F |
| 63 | mcp-server aekanun2020/mcp-server add_directoryadd_documentationexecute_query+5 | 8 | <=2025-11-25 | 38/100 | F |
| 64 | precis-mcp retospect/precis-mcp deleteeditget+5 | 8 | 2026-07-28+ | 38/100 | F |
| 65 | ai-agent-cs Parham-dev/ai-agent-cs getCustomerMemoriesgetProductDetailssaveCustomerMemory+2 | 5 | <=2025-11-25 | 37/100 | F |
| 66 | Agentic-AI dunky-star/Agentic-AI chatdownload_and_extract_repoenv_content+5 | 8 | 2026-07-28+ | 36/100 | F |
| 67 | mcp-server wangle201210/mcp-server dify_retrieverdt_decryptdt_time+1 | 4 | 2026-07-28+ | 36/100 | F |
| 68 | postman-labs arun-gupta/postman-labs BuildGraphGetContextStreamHealthCheck+4 | 7 | 2026-07-28+ | 36/100 | F |
| 69 | mcpserversdemo paulsam-works/mcpserversdemo add_numbers | 1 | 2026-07-28+ | 35/100 | F |
| 70 | 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 |
| 71 | sciagent princeomar9009/sciagent auto_tracklog_metadatalog_metric+5 | 8 | 2026-07-28+ | 32/100 | F |
| 72 | spring-ai-mcp bhaumikymehta/spring-ai-mcp getAiResponsegetSimpleAiResponsehandleQuery+1 | 4 | 2026-07-28+ | 32/100 | F |
| 73 | NFTIAI Axarb/NFTIAI chat | 1 | 2026-07-28+ | 27/100 | F |
| 74 | MCP-Server donphi/MCP-Server get_contextproject_structureread_md_files+2 | 5 | 2026-07-28+ | 26/100 | F |
| 75 | commerce-ai-agent vinsblack/commerce-ai-agent | 0 | 2026-07-28+ | 24/100 | F |
| 76 | MeiGen-AI-Design-MCP jau123/MeiGen-AI-Design-MCP check_generationcomfyui_workflowenhance_prompt+11 | 14 | 2025-06-18+ | 23/100 | F |
| 77 | jupyter-ai-agents datalayer/jupyter-ai-agents addcount_wordsdivide+7 | 10 | <=2025-11-25 | 23/100 | F |
| 78 | spring-ai-recipe-finder-mcp timosalm/spring-ai-recipe-finder-mcp fetchFavoriteRecipesfetchIngredientsAvailableInFridge | 2 | 2026-07-28+ | 23/100 | F |
| 79 | McpEfReportServer aviCapgemini215/McpEfReportServer AdaptiveAgentService.RunAsyncAdaptiveAgentService.RunWithSqlAsyncDynamicQueryTool.ExecuteAsync+4 | 7 | 2026-07-28+ | 22/100 | F |
| 80 | LLM-Benchmarking-with-MCP Saswatsusmoy/LLM-Benchmarking-with-MCP | 0 | 2026-07-28+ | 13/100 | F |
| 81 | 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 |
| 82 | strapi-mcp-server dugleelabs/strapi-mcp-server create_content_from_researchcreate_entrydelete_entry+7 | 10 | 2025-06-18+ | 12/100 | F |
| 83 | CognivAgent costiash/CognivAgent approve_mergeask_about_graphbootstrap_kg_project+14 | 17 | 2026-07-28+ | 11/100 | F |
| 84 | agentic-astra smatiolids/agentic-astra findlist_collections | 2 | 2025-06-18+ | 11/100 | F |
| 85 | ai-news-mcp-server Paras1Chauhan/ai-news-mcp-server ai_news_get_arxiv_papersai_news_get_devto_articlesai_news_get_hackernews+2 | 5 | 2026-07-28+ | 8/100 | F |
| 86 | MCP-Practice PocachipMind/MCP-Practice csv_analystfile_list | 2 | 2026-07-28+ | 7/100 | F |
| 87 | Data-Analyst-Agent-Using-MCP-Server dorav7/Data-Analyst-Agent-Using-MCP-Server analyze_with_aiget_data_schemarun_sql_query | 3 | 2026-07-28+ | 6/100 | F |
| 88 | mcp-paperqa-server benediktweishaupt/mcp-paperqa-server add_documentcheck_indexing_statusget_contexts+7 | 10 | <=2025-11-25 | 0/100 | F |