Loading ToolBench
41 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 | mcp-server-parquet markmhendrickson/mcp-server-parquet |
| 16 |
| 2026-07-28+ |
| 49/100 |
| F |
| 3 | 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 |
| 4 | multipass tinosingh/multipass check_whisper_healthlist_whisper_modelstranscribe_audio | 3 | 2026-07-28+ | 48/100 | F |
| 5 | 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 |
| 6 | academia_mcp IlyaGusev/academia_mcp anthology_searcharxiv_downloadarxiv_search+25 | 28 | 2026-07-28+ | 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 | mcp-server-rhoai-workbenches ada333/mcp-server-rhoai-workbenches CreateCustomImageCreateHardwareProfileCreatePVC+15 | 18 | 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 | ai-engineering-hub patchy631/ai-engineering-hub analyze_documentassemblyai_transcriptionbrightdata_analysis+17 | 20 | 2026-07-28+ | 45/100 | F |
| 11 | dataagents HotTechStack/dataagents checkN8nHealthdebugEnvironmentresetConversation+12 | 15 | 2026-07-28+ | 45/100 | F |
| 12 | kubeflow-mcp abhijeet-dhumal/kubeflow-mcp adapt_training_scriptanalyze_training_failurebuild_runtime_spec+30 | 33 | 2026-07-28+ | 44/100 | F |
| 13 | mcp-news eluc1a/mcp-news add-notesummarize_news | 2 | <=2025-11-25 | 44/100 | F |
| 14 | 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 |
| 15 | hipocampo carrasquelalex1/hipocampo add_memorybire_searchcheckpoint_hipocampo+19 | 22 | <=2025-11-25 | 43/100 | F |
| 16 | python-mcp-server Hawaiideveloper/python-mcp-server ai_chat_toolanalyze_code_intelligence_toolanalyze_image_tool+18 | 21 | <=2025-11-25 | 43/100 | F |
| 17 | milvus-mcp-server TerrysPOV/milvus-mcp-server create_collectioncreate_collection_with_doc_idcreate_index+11 | 14 | <=2025-11-25 | 42/100 | F |
| 18 | litcoin-mcp hyi/litcoin-mcp get_edges_betweenget_nodeget_node_edges+2 | 5 | 2026-07-28+ | 40/100 | F |
| 19 | pixelmemory pixeltable/pixelmemory manage_tasks | 1 | <=2025-11-25 | 40/100 | F |
| 20 | mcp-server aekanun2020/mcp-server add_directoryadd_documentationexecute_query+5 | 8 | <=2025-11-25 | 38/100 | F |
| 21 | precis-mcp retospect/precis-mcp deleteeditget+5 | 8 | 2026-07-28+ | 38/100 | F |
| 22 | Agentic-AI dunky-star/Agentic-AI chatdownload_and_extract_repoenv_content+5 | 8 | 2026-07-28+ | 36/100 | F |
| 23 | mcp-server wangle201210/mcp-server dify_retrieverdt_decryptdt_time+1 | 4 | 2026-07-28+ | 36/100 | F |
| 24 | postman-labs arun-gupta/postman-labs BuildGraphGetContextStreamHealthCheck+4 | 7 | 2026-07-28+ | 36/100 | F |
| 25 | mcpserversdemo paulsam-works/mcpserversdemo add_numbers | 1 | 2026-07-28+ | 35/100 | 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 | sciagent princeomar9009/sciagent auto_tracklog_metadatalog_metric+5 | 8 | 2026-07-28+ | 32/100 | F |
| 28 | meridian meridian-io/meridian AddCatalogToolCreateClusterToolDeleteClusterTool+16 | 19 | 2026-07-28+ | 31/100 | F |
| 29 | MCP-Server donphi/MCP-Server get_contextproject_structureread_md_files+2 | 5 | 2026-07-28+ | 26/100 | F |
| 30 | gfs Guepard-Corp/gfs checkoutcommitcompute+4 | 7 | 2026-07-28+ | 23/100 | F |
| 31 | jupyter-ai-agents datalayer/jupyter-ai-agents addcount_wordsdivide+7 | 10 | <=2025-11-25 | 23/100 | F |
| 32 | McpEfReportServer aviCapgemini215/McpEfReportServer AdaptiveAgentService.RunAsyncAdaptiveAgentService.RunWithSqlAsyncDynamicQueryTool.ExecuteAsync+4 | 7 | 2026-07-28+ | 22/100 | F |
| 33 | vast-admin-mcp vast-data/vast-admin-mcp create_clonecreate_quotacreate_snapshot+13 | 16 | 2025-06-18+ | 15/100 | F |
| 34 | LLM-Benchmarking-with-MCP Saswatsusmoy/LLM-Benchmarking-with-MCP | 0 | 2026-07-28+ | 13/100 | F |
| 35 | 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 |
| 36 | CognivAgent costiash/CognivAgent approve_mergeask_about_graphbootstrap_kg_project+14 | 17 | 2026-07-28+ | 11/100 | F |
| 37 | agentic-astra smatiolids/agentic-astra findlist_collections | 2 | 2025-06-18+ | 11/100 | F |
| 38 | 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 |
| 39 | MCP-Practice PocachipMind/MCP-Practice csv_analystfile_list | 2 | 2026-07-28+ | 7/100 | F |
| 40 | 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 |
| 41 | mcp-paperqa-server benediktweishaupt/mcp-paperqa-server add_documentcheck_indexing_statusget_contexts+7 | 10 | <=2025-11-25 | 0/100 | F |