Loading ToolBench
117 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 1 | Medium-Agent N1KH1LT0X1N/Medium-Agent medium_batchmedium_castmedium_export+4 | 7 | 2026-07-28+ | 71/100 | B |
| 2 | mcp-server |
| 9 |
| 2026-07-28+ |
| 71/100 |
| B |
| 3 | neoimage looptech-ai/neoimage generate_image_geminigenerate_image_openai | 2 | 2026-07-28+ | 71/100 | B |
| 4 | RagScore HZYAI/RagScore evaluate_raggenerate_qa_dataset | 2 | 2026-07-28+ | 68/100 | C |
| 5 | mle_kit_mcp IlyaGusev/mle_kit_mcp bashinstall_with_aptllm_proxy_local+7 | 10 | 2026-07-28+ | 64/100 | C |
| 6 | nlp2sql luiscarbonel1991/nlp2sql ask_databaseexplain_sqlexplore_schema+2 | 5 | <=2025-11-25 | 64/100 | C |
| 7 | skypilot-code-sandbox alex000kim/skypilot-code-sandbox close_sessioncreate_sessionexecute_code+3 | 6 | <=2025-11-25 | 64/100 | C |
| 8 | nlsql-mcp-server-npm tushar-badhwar/nlsql-mcp-server-npm analyze_schemaconnectconnect_database+14 | 17 | <=2025-11-25 | 63/100 | C |
| 9 | envector-mcp-server CryptoLabInc/envector-mcp-server create_indexdeletedelete_index+9 | 12 | <=2025-11-25 | 62/100 | C |
| 10 | rolldev-mcp-server dockergiant/rolldev-mcp-server rolldev_composerrolldev_db_queryrolldev_list_environments+7 | 10 | 2026-07-28+ | 62/100 | C |
| 11 | jupyter-mcp-server datalayer/jupyter-mcp-server launch_sandboxlist_sandboxesterminate_sandbox+1 | 4 | <=2025-11-25 | 61/100 | C |
| 12 | Horizon Thysrael/Horizon hz_enrich_itemshz_fetch_itemshz_filter_items+8 | 11 | 2026-07-28+ | 60/100 | C |
| 13 | mcp-server-example inbarajaldrin/mcp-server-example add_inventory_itemget_inventoryget_item_by_id+9 | 12 | 2026-07-28+ | 60/100 | C |
| 14 | HyperRAG adakco/HyperRAG evaluator.ragas.mcpretriever.mcp | 2 | <=2025-11-25 | 59/100 | D |
| 15 | Medium-Agent nikhilpravinpise/Medium-Agent medium_batchmedium_castmedium_export+5 | 8 | 2026-07-28+ | 59/100 | D |
| 16 | mcp-server-mariadb-vector DavidRamosSal/mcp-server-mariadb-vector mariadb_create_vector_storemariadb_delete_vector_storemariadb_insert_documents+2 | 5 | 2026-07-28+ | 59/100 | D |
| 17 | mcp_server_client muralianand12345/mcp_server_client describe_tablefind_relationshipsget_foreign_keys+9 | 12 | 2025-06-18+ | 58/100 | D |
| 18 | outerspace-apizr Alien6-Studio/outerspace-apizr analyze_fileconvert_notebookgenerate_dockerfile+4 | 7 | 2026-07-28+ | 58/100 | D |
| 19 | tecton-mcp tecton-ai/tecton-mcp get_full_tecton_sdk_reference_toolquery_documentation_index_toolquery_example_code_snippet_index_tool+3 | 6 | <=2025-11-25 | 58/100 | D |
| 20 | Agent-Ecosystem-Salesperson-and-Payment biabeogo147/Agent-Ecosystem-Salesperson-and-Payment calc_shippingcreate_orderfind_product+4 | 7 | 2026-07-28+ | 57/100 | D |
| 21 | gpt-image-1-mcp naporin0624/gpt-image-1-mcp batch-editedit-imagegenerate-image | 3 | 2026-07-28+ | 57/100 | D |
| 22 | foundry-apim-mcp-server karpikpl/foundry-apim-mcp-server chatconnectcreate_agent+4 | 7 | 2026-07-28+ | 56/100 | D |
| 23 | imagegen-mcp spartanz51/imagegen-mcp image-to-imagetext-to-image | 2 | 2026-07-28+ | 56/100 | D |
| 24 | python-paymcp-server-demo PayMCP/python-paymcp-server-demo generate | 1 | <=2025-11-25 | 56/100 | D |
| 25 | thoughtbox Kastalien-Research/thoughtbox thoughtbox_executethoughtbox_notebookthoughtbox_peer_notebook+1 | 4 | 2026-07-28+ | 56/100 | D |
| 26 | Company-MCP nstjuliana/Company-MCP describe_tabledescribe_table_detailedexecute_query+7 | 10 | 2026-07-28+ | 55/100 | D |
| 27 | sushi-rag-mcp-server sbecker11/sushi-rag-mcp-server sushi_rag_querysushi_semantic_search | 2 | 2026-07-28+ | 55/100 | D |
| 28 | ddg-agent-payable-services daedalusdevelopmentgroup/ddg-agent-payable-services ddg_agent_distribution_targetsddg_agent_readiness_scorecardddg_agent_status+28 | 31 | 2025-06-18+ | 54/100 | D |
| 29 | mongodb-mcp-server mongodb-js/mongodb-mcp-server | 0 | <=2025-11-25 | 54/100 | D |
| 30 | pixeltable-mcp-server pixeltable/pixeltable-mcp-server add_computed_columncreate_querycreate_table+19 | 22 | <=2025-11-25 | 54/100 | D |
| 31 | arxiver w00jay/arxiver get_paper_detailsget_recent_papersimport_paper+6 | 9 | <=2025-11-25 | 53/100 | D |
| 32 | spica-mcp-server Mozan0/spica-mcp-server answer_questionbucket-createbucket-data-create+39 | 42 | 2026-07-28+ | 53/100 | D |
| 33 | chatbot_Shopify Mobeen-Dev/chatbot_Shopify add_cartline_itemscreate_new_cart_with_itemsfile_search+6 | 9 | <=2025-11-25 | 52/100 | D |
| 34 | codebox-ai tomconte/codebox-ai execute_code | 1 | <=2025-11-25 | 52/100 | D |
| 35 | ekitchen-ingestion ramizarif/ekitchen-ingestion detailed_health_checkget_analytics_healthget_cost_analytics+14 | 17 | <=2025-11-25 | 52/100 | D |
| 36 | hey SamuelGong/hey ask_question_about_audiodownload_papersfunction_risk+15 | 18 | 2026-07-28+ | 52/100 | D |
| 37 | knowlyr-gym liuxiaotong/knowlyr-gym build_preferencescalibrate_rewardconvert_logs+21 | 24 | 2026-07-28+ | 52/100 | D |
| 38 | pnda-mcp rodcar/pnda-mcp dataset_detailsdataset_search | 2 | <=2025-11-25 | 52/100 | D |
| 39 | agent-zot Claudiusvs/agent-zot fetchsearchzot_daemon_status+6 | 9 | 2026-07-28+ | 51/100 | D |
| 40 | ai-tools samctur/ai-tools generate_imagestore_image_metadata | 2 | 2026-07-28+ | 51/100 | D |
| 41 | local-ydb-toolkit astandrik/local-ydb-toolkit local_ydb_add_dynamic_nodeslocal_ydb_apply_schemalocal_ydb_auth_check+17 | 20 | 2026-07-28+ | 51/100 | D |
| 42 | sample-dlc-mcp-server aws-samples/sample-dlc-mcp-server build_custom_dlc_imagecheck_aws_configurationcheck_docker_availability+20 | 23 | <=2025-11-25 | 51/100 | D |
| 43 | warden-mcp-server run-as-root/warden-mcp-server warden_composerwarden_db_querywarden_init_project+8 | 11 | 2026-07-28+ | 51/100 | D |
| 44 | Fabric-SQL-Assistant sulaiman013/Fabric-SQL-Assistant ask_databaseconfigure_databasediscover_schema+3 | 6 | 2026-07-28+ | 50/100 | D |
| 45 | Snaplicator bhpark1013/Snaplicator add_table_to_publicationchoose_publicationcompare_schemas+25 | 28 | 2026-07-28+ | 50/100 | D |
| 46 | astra-mcp skamble7/astra-mcp cobol.repo.parse.startcobol.repo.parse.statusdata_pipeline.arch.guidance.start+12 | 15 | <=2025-11-25 | 50/100 | D |
| 47 | mcp-server profullstack/mcp-server aggregate_newscheck_domain_availabilitycheck_email_validity+16 | 19 | 2026-07-28+ | 50/100 | D |
| 48 | memvid_mcp_server angrysky56/memvid_mcp_server add_chunksadd_pdfadd_text+4 | 7 | <=2025-11-25 | 50/100 | D |
| 49 | ml-mcp PushPullCommitPush/ml-mcp creds_addcreds_create_vaultcreds_list+10 | 13 | 2026-07-28+ | 50/100 | D |
| 50 | mouse-mcp cameronsjo/mouse-mcp discoverget_attractionsget_destinations+4 | 7 | <=2025-11-25 | 50/100 | D |