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48 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 | mcp-ols |
| 7 |
| 2026-07-28+ |
| 49/100 |
| F |
| 3 | Telegram-AI-MCP-Assistant-Bot shettysaish20/Telegram-AI-MCP-Assistant-Bot addadd_columnsadd_rows+33 | 36 | <=2025-11-25 | 47/100 | F |
| 4 | neuron-mcp neurondb/neuron-mcp batch_embeddinggenerate_embeddinggpu_info+22 | 25 | 2025-06-18+ | 47/100 | F |
| 5 | openbridge-mcp openbridge/openbridge-mcp cancel_subscriptioncreate_jobcreate_subscription+25 | 28 | 2026-07-28+ | 47/100 | F |
| 6 | CensusChat hollandkevint/CensusChat calculate_medicare_eligibilityexecute_drill_down_queryexecute_query+7 | 10 | <=2025-11-25 | 46/100 | F |
| 7 | LangAlpha ginlix-ai/LangAlpha Read | 1 | 2026-07-28+ | 46/100 | F |
| 8 | c2sagent C2SAgent/c2sagent answer_with_server_code_streamingask_agentcall_tool+14 | 17 | 2026-07-28+ | 46/100 | F |
| 9 | mcp-research-server hanzdi/mcp-research-server compare_documentsextract_citationsget_document_metadata+6 | 9 | <=2025-11-25 | 46/100 | F |
| 10 | Omni-Scrape-AI Muhammad-Raisul-Maharub/Omni-Scrape-AI extract_social_linksextract_structured_dataextract_web_animations+8 | 11 | <=2025-11-25 | 45/100 | F |
| 11 | arxiv-research-mcp borderlessboy/arxiv-research-mcp arxiv_cache_managementarxiv_researchclear_cache+2 | 5 | <=2025-11-25 | 45/100 | F |
| 12 | mcp-context-forge IBM/mcp-context-forge add_edgeadd_nodeanalyze_data+8 | 11 | 2026-07-28+ | 45/100 | F |
| 13 | mcp-local-analyst fabiothiroki/mcp-local-analyst query_database | 1 | 2026-07-28+ | 45/100 | F |
| 14 | MCP-LOCAL-SERVER Jorge162017/MCP-LOCAL-SERVER data_profilellm_chatnotes_add+8 | 11 | <=2025-11-25 | 44/100 | F |
| 15 | marmot marmotdata/marmot | 0 | 2026-07-28+ | 44/100 | F |
| 16 | mcp-featurestore slavadubrov/mcp-featurestore get_featurelist_featuresstore_feature | 3 | 2026-07-28+ | 44/100 | F |
| 17 | oauth2-authorization-server musabbozkurt/oauth2-authorization-server generateScriptsmigrateweather | 3 | 2026-07-28+ | 44/100 | F |
| 18 | opengenes-mcp longevity-genie/opengenes-mcp opengenes_db_queryopengenes_example_queriesopengenes_get_schema_info | 3 | <=2025-11-25 | 43/100 | F |
| 19 | DataMaster-MCP szqshan/DataMaster-MCP analyze_dataapi_data_previewconnect_data_source+11 | 14 | <=2025-11-25 | 41/100 | F |
| 20 | deepsql DeepSQLAI/deepsql analyze_connection_patternsanalyze_query_patternsanalyze_query_plans+22 | 25 | 2026-07-28+ | 41/100 | F |
| 21 | MCP-servers Ankit0200/MCP-servers generate_chartread_tableread_table+2 | 5 | 2026-07-28+ | 40/100 | F |
| 22 | trifle-cli trifle-io/trifle-cli auth_loginauth_meauth_signup+17 | 20 | 2026-07-28+ | 39/100 | F |
| 23 | pipelane-server shiveshnavin/pipelane-server PipelanePipelaneExecutionPipetask+12 | 15 | 2026-07-28+ | 38/100 | F |
| 24 | atlas picselliahq/atlas get_annotation_metadata_dataframeget_dataset_dataframeretrieve_dataset_analysis_dictionnary_tool | 3 | 2026-07-28+ | 37/100 | F |
| 25 | chicory chicoryai/chicory query_bigqueryquery_databricksquery_postgresql+1 | 4 | 2026-07-28+ | 37/100 | F |
| 26 | mcp-kafka RichardDally/mcp-kafka count_actionget_usage_metrics | 2 | <=2025-11-25 | 34/100 | F |
| 27 | MCP_servers_and_a2a_utils anjijava16/MCP_servers_and_a2a_utils entity_extraction_and_graph_creation | 1 | 2026-07-28+ | 33/100 | F |
| 28 | 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 |
| 29 | open-news-mcp rv64m/open-news-mcp list_categorieslist_filter_metadatalist_source_names+5 | 8 | <=2025-11-25 | 32/100 | F |
| 30 | Local-AI-home-assistant-with-MCP-server-and-UI-UX-Home-Assistant-integration- Herman940306/Local-AI-home-assistant-with-MCP-server-and-UI-UX-Home-Assistant-integration- ai_integrationarchitecture_analysiscompliance_validation+17 | 20 | 2026-07-28+ | 31/100 | F |
| 31 | mcpseverdbs milan9527/mcpseverdbs aurora_data_api_insert_test_datacreate_rds_mysql_instancecreate_rds_mysql_instance_china+3 | 6 | 2026-07-28+ | 29/100 | F |
| 32 | dm-mcp-server Sid-Li/dm-mcp-server health_check | 1 | 2026-07-28+ | 27/100 | F |
| 33 | agentic-ai-nano fwornle/agentic-ai-nano | 0 | 2026-07-28+ | 25/100 | F |
| 34 | tabletalk wtbates99/tabletalk | 0 | 2026-07-28+ | 25/100 | F |
| 35 | scitex-hub scitex-ai/scitex-hub audiocaptureclew+14 | 17 | 2026-07-28+ | 23/100 | F |
| 36 | gateway centralmind/gateway discover_datalist_tablesprepare_query+1 | 4 | <=2025-11-25 | 20/100 | F |
| 37 | mcp-servers rohitiquest/mcp-servers | 0 | 2026-07-28+ | 16/100 | F |
| 38 | synapse-mcp Sage-Bionetworks/synapse-mcp get_entityget_entity_aclget_entity_annotations+3 | 6 | 2026-07-28+ | 16/100 | F |
| 39 | RaceSimQA alxliv/RaceSimQA compare_batchesfind_batches_for_scenarioget_batch_details+10 | 13 | 2026-07-28+ | 12/100 | F |
| 40 | NeuronIP neurondb/NeuronIP createIngestionJobcreateMetricgetAuditLogs+5 | 8 | 2026-07-28+ | 11/100 | F |
| 41 | celery_root christianhpoe/celery_root db_catalogdb_queryfetch_schema+9 | 12 | <=2025-11-25 | 10/100 | F |
| 42 | mcp-server-metrics hzhangse-ai-agent/mcp-server-metrics log_metric_designlog_thought_contentquery_api_services_tool+2 | 5 | 2026-07-28+ | 9/100 | F |
| 43 | catalyst_mcp billebel/catalyst_mcp current_usersearch_splunk | 2 | <=2025-11-25 | 8/100 | F |
| 44 | sqllite-mcp-server xlisp/sqllite-mcp-server add_field_lineageanalyze_query_lineageconnect_database+6 | 9 | 2026-07-28+ | 7/100 | F |
| 45 | tennis-mcp Ajit-KBehera/tennis-mcp get_database_schemarun_sql_query | 2 | 2026-07-28+ | 6/100 | F |
| 46 | DataChat Samar-Bons/DataChat auth_health_checkget_current_user_infoget_profile+7 | 10 | 2026-07-28+ | 0/100 | F |
| 47 | octa thorstenfoltz/octa anonymizecheck_referencescheck_rules+46 | 49 | 2026-07-28+ | 0/100 | F |
| 48 | project-concord limcheekin/project-concord build_query_from_descriptionecho_messageexpand_abbreviations+2 | 5 | 2026-07-28+ | 0/100 | F |