tool

• id: 11065
  tools_id: AOAT-011065
  tools_url: https://monai.io
  tools_name: Monai.Io
  publish_date: 2020-04-23
  is_active: 1
  created_at: 2025-07-23T05:58:33.471061
  updated_at: 2025-07-27T08:15:21.895024
  

---

badges

• tool_id: 11065
  badge_id: 17
  is_active: 1
  created_at: 2025-07-21T12:34:53.136634
  value: 1
  id: 13227
  updated_at: 2025-07-27T08:11:45.309133
  value_text:
  

---

• tool_id: 11065
  badge_id: 25
  is_active: 1
  created_at: 2025-08-18T16:54:17.637259
  value: 297170
  id: 35444
  updated_at: 2025-08-18T16:54:17.637259
  value_text:
  

---

images

• image_id: 32095
  tool_id: 11065
  image_url: https://ageofai.tools/wp-content/uploads/logo/AOAT-011065-logo.png
  image_type: logo
  alt_text:
  order:
  is_active: 1
  created_at: 2025-07-23T06:21:01.537453
  updated_at: 2025-07-27T08:07:15.656641
  

---

• image_id: 32096
  tool_id: 11065
  image_url: https://ageofai.tools/wp-content/uploads/sc/AOAT-011065-sc02.png
  image_type: screenshot
  alt_text:
  order:
  is_active: 1
  created_at: 2025-07-23T06:21:01.537453
  updated_at: 2025-07-27T08:07:15.656641
  

---

all_pricing_models

• pricing_model_id: 9
  pricing_model_name: Hybrid Models
  is_active:
  sort: 0
  

---

• pricing_model_id: 10
  pricing_model_name: Deprecated/Legacy
  is_active:
  sort: 0
  

---

• pricing_model_id: 1
  pricing_model_name: Free
  is_active: 1
  sort: 1
  

---

• pricing_model_id: 2
  pricing_model_name: Freemium
  is_active: 1
  sort: 2
  

---

• pricing_model_id: 12
  pricing_model_name: Free Trial
  is_active: 1
  sort: 3
  

---

• pricing_model_id: 3
  pricing_model_name: Subscription
  is_active: 1
  sort: 6
  

---

• pricing_model_id: 4
  pricing_model_name: Pay-As-You-Go (PAYG)
  is_active: 1
  sort: 4
  

---

• pricing_model_id: 5
  pricing_model_name: One-Time Purchase
  is_active: 1
  sort: 7
  

---

• pricing_model_id: 6
  pricing_model_name: Credit or Token-Based
  is_active: 1
  sort: 5
  

---

• pricing_model_id: 7
  pricing_model_name: Custom Pricing
  is_active: 1
  sort: 8
  

---

• pricing_model_id: 8
  pricing_model_name: Performance-Based
  is_active: 1
  sort: 9
  

---

• pricing_model_id: 11
  pricing_model_name: Miscellaneous
  is_active: 1
  sort: 10
  

---

active_pricing_model_names

ratings

• rating_id: 91690
  tool_id: 11065
  source_id: 3
  score: 4.937669665
  weight:
  comment:
  created_at: 2025-09-18T09:25:38.889064
  is_active: 1
  updated_at: 2025-09-18T09:25:38.889064
  

---

• rating_id: 68655
  tool_id: 11065
  source_id: 3
  score: 4.950471832
  weight:
  comment:
  created_at: 2025-08-14T21:09:25.648281
  is_active: 1
  updated_at: 2025-08-14T21:09:25.648281
  

---

• rating_id: 11065
  tool_id: 11065
  source_id: 3
  score: 4.897256
  weight:
  comment:
  created_at: 2025-06-28T07:52:01.316784
  is_active: 1
  updated_at: 2025-07-27T08:17:24.286376
  

---

seo

• seo_id: 11065
  tool_id: 11065
  title: Monai.Io: A Healthcare Imaging Framework Built on PyTorch
  tldr:
  short_description: Accelerate medical imaging research with MONAI's open-source AI framework. Build, train, and deploy AI models for 3D segmentation, image annotation, and more.
  introduction_title: AI Agents Revolutionize Medical Imaging: Meet Monai.Io
  introduction_body: AI agents are transforming healthcare, and Monai.Io is at the forefront of this revolution. This open-source framework, built on PyTorch, empowers researchers and clinicians to accelerate innovation in medical imaging through artificial intelligence. With over 3.2 million downloads, Monai.Io provides a comprehensive suite of tools covering the entire medical AI lifecycle, from model development and training to deployment in clinical settings. Its core library boasts domain-specific functionalities like advanced 3D segmentation algorithms and medical image transforms. Monai Label simplifies intelligent image annotation, while Monai Deploy ensures seamless packaging, testing, and execution of medical AI applications in real-world scenarios. Through its user-friendly interface and emphasis on reproducibility, Monai.Io fosters collaboration and facilitates the development of cutting-edge solutions for improving patient care.
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  updated_at: 2025-07-27T08:11:20.221553
  

---

social_media

• tool_id: 11065
  network_id: 9
  social_media_url: https://github.com/Project-MONAI
  is_active: 1
  created_at: 2025-07-01T18:37:15.488167
  id: 15501
  updated_at: 2025-07-27T08:14:10.033253
  

---

• tool_id: 11065
  network_id: 14
  social_media_url: https://twitter.com/ProjectMONAI
  is_active: 1
  created_at: 2025-07-01T18:37:15.488167
  id: 15502
  updated_at: 2025-07-27T08:14:10.033253
  

---

tags

• tool_id: 11065
  tag_id: 2
  weight: 1
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 42188
  updated_at: 2025-08-20T21:58:49.258555
  

---

• tool_id: 11065
  tag_id: 21
  weight: 2
  is_active:
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  id: 42189
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---

• tool_id: 11065
  tag_id: 19
  weight: 3
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  id: 42190
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---

• tool_id: 11065
  tag_id: 11
  weight: 4
  is_active:
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---

• tool_id: 11065
  tag_id: 154
  weight: 1
  is_active: 1
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  updated_at: 2025-08-20T21:59:38.036254
  

---

• tool_id: 11065
  tag_id: 143
  weight: 2
  is_active: 1
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  updated_at: 2025-08-20T21:59:38.495727
  

---

• tool_id: 11065
  tag_id: 11
  weight: 3
  is_active: 1
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  updated_at: 2025-08-20T21:59:38.949683
  

---

• tool_id: 11065
  tag_id: 106
  weight: 4
  is_active: 1
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  id: 102813
  updated_at: 2025-08-20T21:59:39.401373
  

---

• tool_id: 11065
  tag_id: 83
  weight: 5
  is_active: 1
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  updated_at: 2025-08-20T21:59:39.854269
  

---

• tool_id: 11065
  tag_id: 26
  weight: 6
  is_active: 1
  created_at: 2025-08-20T21:59:40.309697
  id: 102815
  updated_at: 2025-08-20T21:59:40.309697
  

---

• tool_id: 11065
  tag_id: 294
  weight: 7
  is_active: 1
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  updated_at: 2025-08-20T21:59:40.762427
  

---

• tool_id: 11065
  tag_id: 62
  weight: 8
  is_active: 1
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  id: 102817
  updated_at: 2025-08-20T21:59:41.215711
  

---

• tool_id: 11065
  tag_id: 110
  weight: 9
  is_active: 1
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  updated_at: 2025-08-20T21:59:41.667468
  

---

• tool_id: 11065
  tag_id: 101
  weight: 10
  is_active: 1
  created_at: 2025-08-20T21:59:42.121417
  id: 102819
  updated_at: 2025-08-20T21:59:42.121417
  

---

toolsets

• tool_id: 11065
  toolset_id: 8
  weight: 1
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 83267
  updated_at: 2025-08-19T15:31:17.85924
  

---

• tool_id: 11065
  toolset_id: 6
  weight: 2
  is_active:
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  id: 83268
  updated_at: 2025-08-19T15:31:17.85924
  

---

• tool_id: 11065
  toolset_id: 21
  weight: 3
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 83269
  updated_at: 2025-08-19T15:31:17.85924
  

---

• tool_id: 11065
  toolset_id: 29
  weight: 4
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 83270
  updated_at: 2025-08-19T15:31:17.85924
  

---

• tool_id: 11065
  toolset_id: 47
  weight: 5
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 83271
  updated_at: 2025-08-19T15:31:17.85924
  

---

• tool_id: 11065
  toolset_id: 20
  weight: 1
  is_active: 1
  created_at: 2025-08-19T15:31:34.559727
  id: 143806
  updated_at: 2025-08-19T19:01:14.859
  

---

• tool_id: 11065
  toolset_id: 13
  weight: 2
  is_active: 1
  created_at: 2025-08-19T15:31:35.025825
  id: 143807
  updated_at: 2025-08-19T19:01:14.859
  

---

• tool_id: 11065
  toolset_id: 18
  weight: 3
  is_active: 1
  created_at: 2025-08-19T15:31:35.489941
  id: 143808
  updated_at: 2025-08-19T19:01:14.859
  

---

jobs

• tool_id: 11065
  job_id: 42
  weight: 1
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 192095
  updated_at: 2025-08-19T10:07:59.207389
  

---

• tool_id: 11065
  job_id: 20
  weight: 1
  is_active: 1
  created_at: 2025-08-19T10:08:15.724595
  id: 278393
  updated_at: 2025-08-19T13:37:57.364
  

---

• tool_id: 11065
  job_id: 7
  weight: 2
  is_active: 1
  created_at: 2025-08-19T10:08:16.167127
  id: 278394
  updated_at: 2025-08-19T13:37:57.364
  

---

• tool_id: 11065
  job_id: 12
  weight: 3
  is_active: 1
  created_at: 2025-08-19T10:08:16.606452
  id: 278395
  updated_at: 2025-08-19T13:37:57.364
  

---

• tool_id: 11065
  job_id: 27
  weight: 4
  is_active: 1
  created_at: 2025-08-19T10:08:17.048237
  id: 278396
  updated_at: 2025-08-19T13:37:57.364
  

---

platforms

• tool_id: 11065
  platform_id: 1
  priority: 1
  platform_url: https://monai.io
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 11063
  updated_at: 2025-08-19T13:03:34.806
  

---

• tool_id: 11065
  platform_id: 1
  priority: 1
  platform_url: https://monai.io
  is_active: 1
  created_at: 2025-08-19T09:33:36.438004
  id: 39939
  updated_at: 2025-08-19T09:33:36.438004
  

---

• tool_id: 11065
  platform_id: 16
  priority:
  platform_url: https://github.com/Project-MONAI
  is_active: 1
  created_at: 2025-09-17T14:39:59.991639
  id: 64645
  updated_at: 2025-09-17T14:39:59.991639
  

---

• tool_id: 11065
  platform_id: 8
  priority:
  platform_url: https://join.slack.com/t/projectmonai/shared_invite/zt-2t7z8e9tu-xE5SPw0TC8LUxyPVpl2WVQ
  is_active: 1
  created_at: 2025-09-17T14:40:00.700802
  id: 64646
  updated_at: 2025-09-17T14:40:00.700802
  

---

videos

• video_id: 1263
  tool_id: 11065
  platform_id: 1
  type: Channel
  title:
  url: https://youtube.com/c/project-monai
  duration:
  sort_order:
  is_active:
  created_at: 2025-06-18T12:00:31.517952
  viewCount:
  likes:
  language:
  id: 1261
  thumbnail_url:
  video_info:
  updated_at: 2025-08-05T18:28:08.413048
  

---

score_log

• log_id: 205236
  tool_id: 11065
  final_score: 4.44
  logged_at: 2025-09-18T09:25:38.889064
  change_reason: New rating added | Coverage: 8.6% | Penalty: 0.8982
  triggered_by: System
  source_summary: Similar web Raiting: 4.937669665 (w=58.000) | Base Score: 4.938 | Final: 4.435
  final_score_2: 4.4350297061
  

---

• log_id: 184323
  tool_id: 11065
  final_score: 4.45
  logged_at: 2025-08-19T16:20:53.067949
  change_reason: rating_sources changed | Coverage: 8.6% | Penalty: 0.8982
  triggered_by: System
  source_summary: Similar web Raiting: 4.950471832 (w=58.000) | Base Score: 4.950 | Final: 4.447
  final_score_2: 4.4465286509
  

---

• log_id: 168778
  tool_id: 11065
  final_score: 4.46
  logged_at: 2025-08-19T16:20:25.813463
  change_reason: rating_sources changed | Coverage: 10.2% | Penalty: 0.8999
  triggered_by: System
  source_summary: Similar web Raiting: 4.950471832 (w=59.000) | Base Score: 4.950 | Final: 4.455
  final_score_2: 4.4550731653
  

---

• log_id: 150966
  tool_id: 11065
  final_score: 4.45
  logged_at: 2025-08-14T21:09:25.648281
  change_reason: New rating added | Coverage: 8.6% | Penalty: 0.8982
  triggered_by: System
  source_summary: Similar web Raiting: 4.950471832 (w=58.000) | Base Score: 4.950 | Final: 4.447
  final_score_2: 4.4465286509
  

---

• log_id: 143774
  tool_id: 11065
  final_score: 4.4
  logged_at: 2025-08-12T06:15:25.263278
  change_reason: Rating source weights updated | Coverage: 8.6% | Penalty: 0.8982
  triggered_by: System
  source_summary: Similar web Raiting: 4.897256000 (w=58.000) | Base Score: 4.897 | Final: 4.399
  final_score_2: 4.398730031
  

---

• log_id: 131660
  tool_id: 11065
  final_score: 4.41
  logged_at: 2025-08-11T16:36:22.187859
  change_reason: Applied precise penalty formula - Similar Web = 4.5 | Coverage: 10.2% | Penalty: 0.9000
  triggered_by: Manual Refresh
  source_summary: Similar web Raiting: 4.897256000 (w=49.000) | Base Score: 4.897 | Final: 4.407
  final_score_2: 4.4073687906
  

---

• log_id: 120527
  tool_id: 11065
  final_score: 3.8
  logged_at: 2025-08-11T16:32:06.680827
  change_reason: Applied milder penalty formula - v2 | Coverage: 10.2% | Penalty: 0.776
  triggered_by: Manual Refresh
  source_summary: Similar web Raiting: 4.897256000 (w=49.000) | Base Score: 4.897 | Final: 3.798
  final_score_2: 3.7978710006
  

---

• log_id: 109394
  tool_id: 11065
  final_score: 2.7
  logged_at: 2025-08-11T16:28:07.06408
  change_reason: Applied new fair penalty system | Coverage: 10.2% | Penalty: 0.551
  triggered_by: Manual Refresh
  source_summary: Similar web Raiting: 4.897256000 (w=49.000) | Base Score: 4.897 | Final: 2.698
  final_score_2: 2.6984908984
  

---

• log_id: 98261
  tool_id: 11065
  final_score: 4.9
  logged_at: 2025-08-11T16:16:08.254948
  change_reason: weights updated to defaults
  triggered_by: Manual
  source_summary: Similar web Raiting: 4.897256000 (w=49.000)
  final_score_2: 4.897256
  

---

• log_id: 75694
  tool_id: 11065
  final_score: 0.5
  logged_at: 2025-08-11T16:10:08.878468
  change_reason: weights updated to defaults
  triggered_by: Manual
  source_summary: Similar web Raiting: 4.897256000 (w=5.00)
  final_score_2: 0.49972
  

---

• log_id: 40588
  tool_id: 11065
  final_score: 4.9
  logged_at: 2025-06-28T07:38:34.661785
  change_reason: New rating added
  triggered_by: System
  source_summary: Similar web Raiting: 4.897256000 (weight: 1.0000)
  final_score_2: 4.897256
  

---

last_update

• tool_id: 11065
  last_update: 2025-08-18T16:54:17.637259
  

---