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51 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 1 | localdata-mcp ChrisGVE/localdata-mcp analyze_networkexecute_enhanced_queryget_database_status+12 | 15 | <=2025-11-25 | 49/100 | F |
| 2 | lance-mcp |
| 3 |
| 2026-07-28+ |
| 48/100 |
| F |
| 3 | MCP_Tool_Code_Interpreter_Generator SwetaAIS2024/MCP_Tool_Code_Interpreter_Generator analyze_json_schema_from_samplesapply_child_outputbuild_child_input+12 | 15 | <=2025-11-25 | 47/100 | F |
| 4 | Ollqd leomarviegas/Ollqd delete_collectionindex_codebaseindex_documents+2 | 5 | 2026-07-28+ | 47/100 | F |
| 5 | Telegram-AI-MCP-Assistant-Bot shettysaish20/Telegram-AI-MCP-Assistant-Bot addadd_columnsadd_rows+33 | 36 | <=2025-11-25 | 47/100 | F |
| 6 | MCP-nlp2sql TimelesClock/MCP-nlp2sql create_chartdescribe_tablelist_charts+4 | 7 | <=2025-11-25 | 46/100 | F |
| 7 | asset-aware-mcp u9401066/asset-aware-mcp get_docx_contentget_job_statusingest_docx+1 | 4 | <=2025-11-25 | 46/100 | F |
| 8 | spoon-awesome-skill XSpoonAi/spoon-awesome-skill github_toolgrok_researchpolymarket+1 | 4 | 2026-07-28+ | 46/100 | F |
| 9 | Omni-Scrape-AI Muhammad-Raisul-Maharub/Omni-Scrape-AI extract_social_linksextract_structured_dataextract_web_animations+8 | 11 | <=2025-11-25 | 45/100 | F |
| 10 | dataagents HotTechStack/dataagents checkN8nHealthdebugEnvironmentresetConversation+12 | 15 | 2026-07-28+ | 45/100 | F |
| 11 | zaj-MySQL-MCP zajTools/zaj-MySQL-MCP add_insightdescribe_tablelist_insights+3 | 6 | 2026-07-28+ | 45/100 | F |
| 12 | marmot marmotdata/marmot | 0 | 2026-07-28+ | 44/100 | F |
| 13 | hipocampo carrasquelalex1/hipocampo add_memorybire_searchcheckpoint_hipocampo+19 | 22 | <=2025-11-25 | 43/100 | F |
| 14 | DataMaster-MCP szqshan/DataMaster-MCP analyze_dataapi_data_previewconnect_data_source+11 | 14 | <=2025-11-25 | 41/100 | F |
| 15 | celp-mcp CelpAI/celp-mcp query-databasequery-database-turbo | 2 | 2026-07-28+ | 41/100 | F |
| 16 | deepsql DeepSQLAI/deepsql analyze_connection_patternsanalyze_query_patternsanalyze_query_plans+22 | 25 | 2026-07-28+ | 41/100 | F |
| 17 | metabase-ai-assistant enessari/metabase-ai-assistant ai_dashboard_build_fullai_relationships_suggestai_sql_execute_and_heal+28 | 31 | 2025-06-18+ | 41/100 | F |
| 18 | csv-info-mcp mikytron123/csv-info-mcp count_csv_columnscount_csv_rowsget_csv_schema+1 | 4 | 2025-06-18+ | 40/100 | F |
| 19 | local-ai-mcp-servers setheerwagen/local-ai-mcp-servers cancel_trainingcheck_isolationcheck_training_env+16 | 19 | 2026-07-28+ | 39/100 | F |
| 20 | trifle-cli trifle-io/trifle-cli auth_loginauth_meauth_signup+17 | 20 | 2026-07-28+ | 39/100 | F |
| 21 | mcp-server aekanun2020/mcp-server add_directoryadd_documentationexecute_query+5 | 8 | <=2025-11-25 | 38/100 | F |
| 22 | mcp-sql DefaultVal-X/mcp-sql connectdeletedisconnect+3 | 6 | <=2025-11-25 | 38/100 | F |
| 23 | pipelane-server shiveshnavin/pipelane-server PipelanePipelaneExecutionPipetask+12 | 15 | 2026-07-28+ | 38/100 | F |
| 24 | Agentic-AI dunky-star/Agentic-AI chatdownload_and_extract_repoenv_content+5 | 8 | 2026-07-28+ | 36/100 | F |
| 25 | Kaepsele ProfEngel/Kaepsele run_all_benchmarksrun_benchmark | 2 | 2026-07-28+ | 36/100 | F |
| 26 | mcp-server wangle201210/mcp-server dify_retrieverdt_decryptdt_time+1 | 4 | 2026-07-28+ | 36/100 | F |
| 27 | sajhamcpserver ajsinha/sajhamcpserver alpha_vantage_stock_datacoingecko_crypto_dataduckdb_query+9 | 12 | 2026-07-28+ | 36/100 | F |
| 28 | mcp-jupyter-server Kiwi-520/mcp-jupyter-server create_cell | 1 | 2026-07-28+ | 35/100 | F |
| 29 | ics6-Java-mcp-csv-server RozeQz/ics6-Java-mcp-csv-server process-file | 1 | 2026-07-28+ | 34/100 | F |
| 30 | spring-mcp-csv-server StepByStepler/spring-mcp-csv-server processFile | 1 | 2026-07-28+ | 34/100 | F |
| 31 | MCP_servers_and_a2a_utils anjijava16/MCP_servers_and_a2a_utils entity_extraction_and_graph_creation | 1 | 2026-07-28+ | 33/100 | F |
| 32 | 4D-ARE ybeven/4D-ARE connectconnectdisconnect+27 | 30 | 2026-07-28+ | 32/100 | 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 | mcp-chat-insight crazyyanchao/mcp-chat-insight list_tablesqueryreport | 3 | 2026-07-28+ | 32/100 | F |
| 35 | mcp-ollama-postgres rajeevchandra/mcp-ollama-postgres sql://query | 1 | 2026-07-28+ | 31/100 | F |
| 36 | Agentic-AI-AGNO Anshul261/Agentic-AI-AGNO anthropic_claude_inferenceazure_openai_inferencecerebras_inference+20 | 23 | 2026-07-28+ | 29/100 | F |
| 37 | mcpseverdbs milan9527/mcpseverdbs aurora_data_api_insert_test_datacreate_rds_mysql_instancecreate_rds_mysql_instance_china+3 | 6 | 2026-07-28+ | 29/100 | F |
| 38 | 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 |
| 39 | tabletalk wtbates99/tabletalk | 0 | 2026-07-28+ | 25/100 | F |
| 40 | mcp-csv-server thaiha123/mcp-csv-server process-filetest | 2 | <=2025-11-25 | 23/100 | F |
| 41 | LLM-RAG-Agent-Tutorial mac999/LLM-RAG-Agent-Tutorial python_repl_toolsearch_news | 2 | 2026-07-28+ | 21/100 | F |
| 42 | gateway centralmind/gateway discover_datalist_tablesprepare_query+1 | 4 | <=2025-11-25 | 20/100 | F |
| 43 | mcp-servers rohitiquest/mcp-servers | 0 | 2026-07-28+ | 16/100 | F |
| 44 | orionbelt-semantic-layer ralforion/orionbelt-semantic-layer Compile Advanced QueryCompile QueryDescribe Model+27 | 30 | 2026-07-28+ | 16/100 | F |
| 45 | nlqueries nlqueries/nlqueries get_agent_schemaget_cache_statsget_query_history+6 | 9 | 2026-07-28+ | 12/100 | F |
| 46 | NeuronIP neurondb/NeuronIP createIngestionJobcreateMetricgetAuditLogs+5 | 8 | 2026-07-28+ | 11/100 | F |
| 47 | mcp-run-sql-connectorx gigamori/mcp-run-sql-connectorx run_sql | 1 | 2026-07-28+ | 10/100 | F |
| 48 | catalyst_mcp billebel/catalyst_mcp current_usersearch_splunk | 2 | <=2025-11-25 | 8/100 | F |
| 49 | dnc-data-mcp thomaslsimpson/dnc-data-mcp describe_tablefrequent_yer_partnerspartner_source_tags+6 | 9 | 2026-07-28+ | 7/100 | F |
| 50 | AI-Agents sentient-io/AI-Agents add_documentcreate_indexdelete_document+10 | 13 | 2026-07-28+ | 0/100 | F |