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65 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 1 | chatbi-mcp-server Steven-Luo/chatbi-mcp-server analyze_dataget_preview_data | 2 | 2025-06-18+ | 49/100 | F |
| 2 | localdata-mcp ChrisGVE/localdata-mcp |
| 15 |
| <=2025-11-25 |
| 49/100 |
| F |
| 3 | mcp-server-parquet markmhendrickson/mcp-server-parquet aggregatecreate_snapshotdelete_rows+13 | 16 | 2026-07-28+ | 49/100 | F |
| 4 | mcp-pymilvus-code-generate-helper brcarry/mcp-pymilvus-code-generate-helper milvus-code-translate-helpermilvus-orm-client-code-convert-helpermilvus-pypmilvus-code-generate-helper | 3 | <=2025-11-25 | 48/100 | F |
| 5 | multipass tinosingh/multipass check_whisper_healthlist_whisper_modelstranscribe_audio | 3 | 2026-07-28+ | 48/100 | F |
| 6 | 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 |
| 7 | neuron-mcp neurondb/neuron-mcp batch_embeddinggenerate_embeddinggpu_info+22 | 25 | 2025-06-18+ | 47/100 | F |
| 8 | openbridge-mcp openbridge/openbridge-mcp cancel_subscriptioncreate_jobcreate_subscription+25 | 28 | 2026-07-28+ | 47/100 | F |
| 9 | CensusChat hollandkevint/CensusChat calculate_medicare_eligibilityexecute_drill_down_queryexecute_query+7 | 10 | <=2025-11-25 | 46/100 | F |
| 10 | LangAlpha ginlix-ai/LangAlpha Read | 1 | 2026-07-28+ | 46/100 | F |
| 11 | academia_mcp IlyaGusev/academia_mcp anthology_searcharxiv_downloadarxiv_search+25 | 28 | 2026-07-28+ | 46/100 | F |
| 12 | asset-aware-mcp u9401066/asset-aware-mcp get_docx_contentget_job_statusingest_docx+1 | 4 | <=2025-11-25 | 46/100 | F |
| 13 | c2sagent C2SAgent/c2sagent answer_with_server_code_streamingask_agentcall_tool+14 | 17 | 2026-07-28+ | 46/100 | F |
| 14 | mcp-research-server hanzdi/mcp-research-server compare_documentsextract_citationsget_document_metadata+6 | 9 | <=2025-11-25 | 46/100 | F |
| 15 | Omni-Scrape-AI Muhammad-Raisul-Maharub/Omni-Scrape-AI extract_social_linksextract_structured_dataextract_web_animations+8 | 11 | <=2025-11-25 | 45/100 | F |
| 16 | ai-engineering-hub patchy631/ai-engineering-hub analyze_documentassemblyai_transcriptionbrightdata_analysis+17 | 20 | 2026-07-28+ | 45/100 | F |
| 17 | arxiv-research-mcp borderlessboy/arxiv-research-mcp arxiv_cache_managementarxiv_researchclear_cache+2 | 5 | <=2025-11-25 | 45/100 | F |
| 18 | dataagents HotTechStack/dataagents checkN8nHealthdebugEnvironmentresetConversation+12 | 15 | 2026-07-28+ | 45/100 | F |
| 19 | mcp-context-forge IBM/mcp-context-forge add_edgeadd_nodeanalyze_data+8 | 11 | 2026-07-28+ | 45/100 | F |
| 20 | marmot marmotdata/marmot | 0 | 2026-07-28+ | 44/100 | F |
| 21 | mcp-news eluc1a/mcp-news add-notesummarize_news | 2 | <=2025-11-25 | 44/100 | F |
| 22 | oauth2-authorization-server musabbozkurt/oauth2-authorization-server generateScriptsmigrateweather | 3 | 2026-07-28+ | 44/100 | F |
| 23 | 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 |
| 24 | hipocampo carrasquelalex1/hipocampo add_memorybire_searchcheckpoint_hipocampo+19 | 22 | <=2025-11-25 | 43/100 | F |
| 25 | python-mcp-server Hawaiideveloper/python-mcp-server ai_chat_toolanalyze_code_intelligence_toolanalyze_image_tool+18 | 21 | <=2025-11-25 | 43/100 | F |
| 26 | milvus-mcp-server TerrysPOV/milvus-mcp-server create_collectioncreate_collection_with_doc_idcreate_index+11 | 14 | <=2025-11-25 | 42/100 | F |
| 27 | deepsql DeepSQLAI/deepsql analyze_connection_patternsanalyze_query_patternsanalyze_query_plans+22 | 25 | 2026-07-28+ | 41/100 | F |
| 28 | litcoin-mcp hyi/litcoin-mcp get_edges_betweenget_nodeget_node_edges+2 | 5 | 2026-07-28+ | 40/100 | F |
| 29 | pixelmemory pixeltable/pixelmemory manage_tasks | 1 | <=2025-11-25 | 40/100 | F |
| 30 | trifle-cli trifle-io/trifle-cli auth_loginauth_meauth_signup+17 | 20 | 2026-07-28+ | 39/100 | F |
| 31 | mcp-server aekanun2020/mcp-server add_directoryadd_documentationexecute_query+5 | 8 | <=2025-11-25 | 38/100 | F |
| 32 | precis-mcp retospect/precis-mcp deleteeditget+5 | 8 | 2026-07-28+ | 38/100 | F |
| 33 | atlas picselliahq/atlas get_annotation_metadata_dataframeget_dataset_dataframeretrieve_dataset_analysis_dictionnary_tool | 3 | 2026-07-28+ | 37/100 | F |
| 34 | chicory chicoryai/chicory query_bigqueryquery_databricksquery_postgresql+1 | 4 | 2026-07-28+ | 37/100 | F |
| 35 | Agentic-AI dunky-star/Agentic-AI chatdownload_and_extract_repoenv_content+5 | 8 | 2026-07-28+ | 36/100 | F |
| 36 | mcp-server wangle201210/mcp-server dify_retrieverdt_decryptdt_time+1 | 4 | 2026-07-28+ | 36/100 | F |
| 37 | postman-labs arun-gupta/postman-labs BuildGraphGetContextStreamHealthCheck+4 | 7 | 2026-07-28+ | 36/100 | F |
| 38 | mcpserversdemo paulsam-works/mcpserversdemo add_numbers | 1 | 2026-07-28+ | 35/100 | F |
| 39 | mcp-kafka RichardDally/mcp-kafka count_actionget_usage_metrics | 2 | <=2025-11-25 | 34/100 | F |
| 40 | MCP_servers_and_a2a_utils anjijava16/MCP_servers_and_a2a_utils entity_extraction_and_graph_creation | 1 | 2026-07-28+ | 33/100 | F |
| 41 | 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 |
| 42 | sciagent princeomar9009/sciagent auto_tracklog_metadatalog_metric+5 | 8 | 2026-07-28+ | 32/100 | F |
| 43 | 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 |
| 44 | mcpseverdbs milan9527/mcpseverdbs aurora_data_api_insert_test_datacreate_rds_mysql_instancecreate_rds_mysql_instance_china+3 | 6 | 2026-07-28+ | 29/100 | F |
| 45 | dm-mcp-server Sid-Li/dm-mcp-server health_check | 1 | 2026-07-28+ | 27/100 | F |
| 46 | MCP-Server donphi/MCP-Server get_contextproject_structureread_md_files+2 | 5 | 2026-07-28+ | 26/100 | F |
| 47 | jupyter-ai-agents datalayer/jupyter-ai-agents addcount_wordsdivide+7 | 10 | <=2025-11-25 | 23/100 | F |
| 48 | scitex-hub scitex-ai/scitex-hub audiocaptureclew+14 | 17 | 2026-07-28+ | 23/100 | F |
| 49 | McpEfReportServer aviCapgemini215/McpEfReportServer AdaptiveAgentService.RunAsyncAdaptiveAgentService.RunWithSqlAsyncDynamicQueryTool.ExecuteAsync+4 | 7 | 2026-07-28+ | 22/100 | F |
| 50 | mcp-servers rohitiquest/mcp-servers | 0 | 2026-07-28+ | 16/100 | F |