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34 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 1 | lance-mcp adiom-data/lance-mcp all_chunks_searchcatalog_searchchunks_search | 3 | 2026-07-28+ | 48/100 | F |
| 2 |
| 15 |
| <=2025-11-25 |
| 47/100 |
| F |
| 3 | Ollqd leomarviegas/Ollqd delete_collectionindex_codebaseindex_documents+2 | 5 | 2026-07-28+ | 47/100 | F |
| 4 | Telegram-AI-MCP-Assistant-Bot shettysaish20/Telegram-AI-MCP-Assistant-Bot addadd_columnsadd_rows+33 | 36 | <=2025-11-25 | 47/100 | F |
| 5 | Youtube-MCP IA-Programming/Youtube-MCP get-transcriptsearch-transcriptssearch-youtube+1 | 4 | <=2025-11-25 | 47/100 | F |
| 6 | asset-aware-mcp u9401066/asset-aware-mcp get_docx_contentget_job_statusingest_docx+1 | 4 | <=2025-11-25 | 46/100 | F |
| 7 | Omni-Scrape-AI Muhammad-Raisul-Maharub/Omni-Scrape-AI extract_social_linksextract_structured_dataextract_web_animations+8 | 11 | <=2025-11-25 | 45/100 | F |
| 8 | dataagents HotTechStack/dataagents checkN8nHealthdebugEnvironmentresetConversation+12 | 15 | 2026-07-28+ | 45/100 | F |
| 9 | excel-master-mcp Lipdog/excel-master-mcp create_workbookprocess_financial_problemread_worksheet+1 | 4 | 2026-07-28+ | 45/100 | F |
| 10 | mcp-llamaIndex atharvabhakane/mcp-llamaIndex addcount_pagescreate_agent_and_extract+8 | 11 | 2026-07-28+ | 45/100 | F |
| 11 | MCP-server-data-exploration vjk-2k5/MCP-server-data-exploration load_csvrun_script | 2 | <=2025-11-25 | 43/100 | F |
| 12 | hipocampo carrasquelalex1/hipocampo add_memorybire_searchcheckpoint_hipocampo+19 | 22 | <=2025-11-25 | 43/100 | F |
| 13 | jarvis-mcp aumsathwara/jarvis-mcp append_pkgconfigure_pkgcreate_pipeline+23 | 26 | 2026-07-28+ | 43/100 | F |
| 14 | SciAgent-toolkit tony-zhelonkin/SciAgent-toolkit apply_primary_rescue_filtercalculate_adaptive_thresholdscheck_ports+7 | 10 | 2026-07-28+ | 41/100 | F |
| 15 | csv-info-mcp mikytron123/csv-info-mcp count_csv_columnscount_csv_rowsget_csv_schema+1 | 4 | 2025-06-18+ | 40/100 | F |
| 16 | local-ai-mcp-servers setheerwagen/local-ai-mcp-servers cancel_trainingcheck_isolationcheck_training_env+16 | 19 | 2026-07-28+ | 39/100 | F |
| 17 | mcp-server aekanun2020/mcp-server add_directoryadd_documentationexecute_query+5 | 8 | <=2025-11-25 | 38/100 | F |
| 18 | mcp-sql DefaultVal-X/mcp-sql connectdeletedisconnect+3 | 6 | <=2025-11-25 | 38/100 | F |
| 19 | Agentic-AI dunky-star/Agentic-AI chatdownload_and_extract_repoenv_content+5 | 8 | 2026-07-28+ | 36/100 | F |
| 20 | AgenticLakehouse vinay-ram1999/AgenticLakehouse databricks_mcp_toolsretrieve_docstavily_search | 3 | 2026-07-28+ | 36/100 | F |
| 21 | Kaepsele ProfEngel/Kaepsele run_all_benchmarksrun_benchmark | 2 | 2026-07-28+ | 36/100 | F |
| 22 | mcp-jupyter-server Kiwi-520/mcp-jupyter-server create_cell | 1 | 2026-07-28+ | 35/100 | F |
| 23 | ics6-Java-mcp-csv-server RozeQz/ics6-Java-mcp-csv-server process-file | 1 | 2026-07-28+ | 34/100 | F |
| 24 | spring-mcp-csv-server StepByStepler/spring-mcp-csv-server processFile | 1 | 2026-07-28+ | 34/100 | F |
| 25 | fastmtcp-gemini-csv halovina/fastmtcp-gemini-csv get_csv_data | 1 | 2026-07-28+ | 33/100 | F |
| 26 | 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 |
| 27 | mcp-ollama-postgres rajeevchandra/mcp-ollama-postgres sql://query | 1 | 2026-07-28+ | 31/100 | F |
| 28 | Agentic-AI-AGNO Anshul261/Agentic-AI-AGNO anthropic_claude_inferenceazure_openai_inferencecerebras_inference+20 | 23 | 2026-07-28+ | 29/100 | F |
| 29 | Tunisia-AI-Uni-Tour-2026-Agentic-AI-Workflows-on-Google-Vertex-AI-Workshops-Series MortadhaMannai/Tunisia-AI-Uni-Tour-2026-Agentic-AI-Workflows-on-Google-Vertex-AI-Workshops-Series call_llmcreate_planexecute_action+6 | 9 | 2026-07-28+ | 28/100 | F |
| 30 | mcp-csv-server thaiha123/mcp-csv-server process-filetest | 2 | <=2025-11-25 | 23/100 | F |
| 31 | LLM-RAG-Agent-Tutorial mac999/LLM-RAG-Agent-Tutorial python_repl_toolsearch_news | 2 | 2026-07-28+ | 21/100 | F |
| 32 | dnc-data-mcp thomaslsimpson/dnc-data-mcp describe_tablefrequent_yer_partnerspartner_source_tags+6 | 9 | 2026-07-28+ | 7/100 | F |
| 33 | fastapi-example-simple-mcp halovina/fastapi-example-simple-mcp analyze_salesget_sales_data | 2 | 2026-07-28+ | 7/100 | F |
| 34 | DataChat Samar-Bons/DataChat auth_health_checkget_current_user_infoget_profile+7 | 10 | 2026-07-28+ | 0/100 | F |