tool

• id: 18278
  tools_id: AOAT-018278
  tools_url: https://metaflow.org
  tools_name: Metaflow.Org
  publish_date: 2001-07-23
  is_active: 1
  created_at: 2025-07-23T05:58:33.471061
  updated_at: 2025-07-27T08:15:21.895024
  company_domain:
  

---

badges

• tool_id: 18278
  badge_id: 17
  is_active: 1
  created_at: 2025-07-21T12:34:53.136634
  value: 1
  id: 20440
  updated_at: 2025-07-27T08:11:45.309133
  value_text:
  

---

• tool_id: 18278
  badge_id: 25
  is_active: 1
  created_at: 2025-08-18T19:26:57.76808
  value: 1037061
  id: 38073
  updated_at: 2025-08-18T19:26:57.76808
  value_text:
  

---

images

• image_id: 43812
  tool_id: 18278
  image_url: https://ageofai.tools/wp-content/uploads/logo/AOAT-018278-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: 43813
  tool_id: 18278
  image_url: https://ageofai.tools/wp-content/uploads/sc/AOAT-018278-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: 111472
  tool_id: 18278
  source_id: 3
  score: 4.852822828
  weight:
  comment:
  created_at: 2025-10-22T00:23:34.646802
  is_active: 1
  updated_at: 2025-10-22T00:23:34.646802
  

---

• rating_id: 96438
  tool_id: 18278
  source_id: 3
  score: 4.852984828
  weight:
  comment:
  created_at: 2025-09-18T23:38:51.407713
  is_active: 1
  updated_at: 2025-09-18T23:38:51.407713
  

---

• rating_id: 69753
  tool_id: 18278
  source_id: 3
  score: 4.827156661
  weight:
  comment:
  created_at: 2025-08-15T00:37:11.957129
  is_active: 1
  updated_at: 2025-08-15T00:37:11.957129
  

---

• rating_id: 18278
  tool_id: 18278
  source_id: 3
  score: 4.747859
  weight:
  comment:
  created_at: 2025-06-28T07:52:53.270177
  is_active: 1
  updated_at: 2025-07-27T08:17:24.286376
  

---

seo

• seo_id: 18278
  tool_id: 18278
  title: Metaflow.Org: Real-world ML, AI & Data Science Framework
  tldr:
  short_description: Build and deploy AI workflows with ease using Metaflow's open-source platform. Manage data science projects, automate version tracking, and scale your ML deployments.
  introduction_title: AI in Data Analysis: Streamline Your Machine Learning Workflows with Metaflow.Org
  introduction_body: AI in data analysis is transforming industries, but managing complex machine learning (ML) projects can be a challenge. Metaflow.Org emerges as a powerful open-source solution designed to simplify this process. This intuitive framework empowers developers and data scientists to build, deploy, and track ML workflows efficiently using Python libraries. Metaflow's robust features include local development and debugging, automated version tracking for seamless experiment management, and the ability to orchestrate complex workflows leveraging cloud resources like GPUs and multi-core processing for scalable computation. With streamlined data access across various warehouses and built-in collaboration tools, Metaflow enables teams to manage projects securely, adhering to existing infrastructure and data governance policies. Whether you're working on AI-powered applications or tackling intricate data science challenges, Metaflow provides the tools you need to accelerate your ML initiatives.
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  updated_at: 2025-07-27T08:11:20.221553
  

---

social_media

• tool_id: 18278
  network_id: 9
  social_media_url: https://github.com/Netflix/metaflow
  is_active: 1
  created_at: 2025-07-01T18:37:25.744573
  id: 27845
  updated_at: 2025-07-27T08:14:10.033253
  

---

tags

• tool_id: 18278
  tag_id: 81
  weight: 1
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 63027
  updated_at: 2025-07-27T08:14:35.369098
  

---

• tool_id: 18278
  tag_id: 298
  weight: 2
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 63028
  updated_at: 2025-07-27T08:14:35.369098
  

---

• tool_id: 18278
  tag_id: 110
  weight: 3
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 63029
  updated_at: 2025-07-27T08:14:35.369098
  

---

• tool_id: 18278
  tag_id: 11
  weight: 4
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 63030
  updated_at: 2025-07-27T08:14:35.369098
  

---

toolsets

• tool_id: 18278
  toolset_id: 13
  weight: 1
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 103415
  updated_at: 2025-07-27T08:15:00.645841
  

---

• tool_id: 18278
  toolset_id: 11
  weight: 2
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 103416
  updated_at: 2025-07-27T08:15:00.645841
  

---

• tool_id: 18278
  toolset_id: 40
  weight: 3
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 103417
  updated_at: 2025-07-27T08:15:00.645841
  

---

• tool_id: 18278
  toolset_id: 22
  weight: 4
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 103418
  updated_at: 2025-07-27T08:15:00.645841
  

---

• tool_id: 18278
  toolset_id: 49
  weight: 5
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 103419
  updated_at: 2025-07-27T08:15:00.645841
  

---

jobs

• tool_id: 18278
  job_id: 13
  weight: 1
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 220198
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 18278
  job_id: 16
  weight: 2
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 220199
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 18278
  job_id: 12
  weight: 3
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 220200
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 18278
  job_id: 20
  weight: 4
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 220201
  updated_at: 2025-07-27T08:12:08.543303
  

---

platforms

• tool_id: 18278
  platform_id: 1
  priority: 1
  platform_url: https://metaflow.org
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 18276
  updated_at: 2025-08-20T04:12:34.932
  

---

• tool_id: 18278
  platform_id: 1
  priority: 1
  platform_url: https://metaflow.org
  is_active: 1
  created_at: 2025-08-20T00:42:36.655759
  id: 47152
  updated_at: 2025-08-20T00:42:36.655759
  

---

• tool_id: 18278
  platform_id: 16
  priority:
  platform_url: https://github.com/Netflix/metaflow
  is_active: 1
  created_at: 2025-09-17T16:10:42.411527
  id: 65782
  updated_at: 2025-09-17T16:10:42.411527
  

---

• tool_id: 18278
  platform_id: 17
  priority:
  platform_url: http://chat.metaflow.org/
  is_active: 1
  created_at: 2025-09-17T16:10:43.127897
  id: 65783
  updated_at: 2025-09-17T16:10:43.127897
  

---

score_log

• log_id: 216506
  tool_id: 18278
  final_score: 4.36
  logged_at: 2025-10-22T00:23:34.646802
  change_reason: New rating added | Coverage: 8.6% | Penalty: 0.8982
  triggered_by: System
  source_summary: Similar web Raiting: 4.852822828 (w=58.000) | Base Score: 4.853 | Final: 4.359
  final_score_2: 4.3588200226
  

---

• log_id: 207608
  tool_id: 18278
  final_score: 4.36
  logged_at: 2025-09-18T23:38:51.407713
  change_reason: New rating added | Coverage: 8.6% | Penalty: 0.8982
  triggered_by: System
  source_summary: Similar web Raiting: 4.852984828 (w=58.000) | Base Score: 4.853 | Final: 4.359
  final_score_2: 4.3589655315
  

---

• log_id: 187990
  tool_id: 18278
  final_score: 4.34
  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: 4.827156661 (w=58.000) | Base Score: 4.827 | Final: 4.336
  final_score_2: 4.3357665944
  

---

• log_id: 172445
  tool_id: 18278
  final_score: 4.34
  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: 4.827156661 (w=59.000) | Base Score: 4.827 | Final: 4.344
  final_score_2: 4.3440982668
  

---

• log_id: 152064
  tool_id: 18278
  final_score: 4.34
  logged_at: 2025-08-15T00:37:11.957129
  change_reason: New rating added | Coverage: 8.6% | Penalty: 0.8982
  triggered_by: System
  source_summary: Similar web Raiting: 4.827156661 (w=58.000) | Base Score: 4.827 | Final: 4.336
  final_score_2: 4.3357665944
  

---

• log_id: 137957
  tool_id: 18278
  final_score: 4.26
  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: 4.747859000 (w=58.000) | Base Score: 4.748 | Final: 4.265
  final_score_2: 4.2645411974
  

---

• log_id: 134615
  tool_id: 18278
  final_score: 4.27
  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: 4.747859000 (w=49.000) | Base Score: 4.748 | Final: 4.273
  final_score_2: 4.2729164207
  

---

• log_id: 123482
  tool_id: 18278
  final_score: 3.68
  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: 4.747859000 (w=49.000) | Base Score: 4.748 | Final: 3.682
  final_score_2: 3.6820121331
  

---

• log_id: 112349
  tool_id: 18278
  final_score: 2.62
  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: 4.747859000 (w=49.000) | Base Score: 4.748 | Final: 2.616
  final_score_2: 2.616170014
  

---

• log_id: 101216
  tool_id: 18278
  final_score: 4.75
  logged_at: 2025-08-11T16:16:08.254948
  change_reason: weights updated to defaults
  triggered_by: Manual
  source_summary: Similar web Raiting: 4.747859000 (w=49.000)
  final_score_2: 4.747859
  

---

• log_id: 82907
  tool_id: 18278
  final_score: 0.48
  logged_at: 2025-08-11T16:10:08.878468
  change_reason: weights updated to defaults
  triggered_by: Manual
  source_summary: Similar web Raiting: 4.747859000 (w=5.00)
  final_score_2: 0.4844754082
  

---

• log_id: 47801
  tool_id: 18278
  final_score: 4.75
  logged_at: 2025-06-28T07:39:14.274193
  change_reason: New rating added
  triggered_by: System
  source_summary: Similar web Raiting: 4.747859000 (weight: 1.0000)
  final_score_2: 4.747859
  

---

last_update

• tool_id: 18278
  last_update: 2025-08-18T19:26:57.76808
  

---