tool

• id: 2101
  tools_id: AOAT-002101
  tools_url: https://descript.com
  tools_name: Descript
  publish_date: 2001-02-01
  is_active: 1
  created_at: 2025-07-23T05:58:33.471061
  updated_at: 2025-07-27T08:15:21.895024
  

---

badges

• tool_id: 2101
  badge_id: 23
  is_active:
  created_at: 2025-08-11T22:00:45.109303
  value: 1
  id: 30897
  updated_at: 2025-08-12T06:09:41.844525
  value_text:
  

---

• tool_id: 2101
  badge_id: 23
  is_active:
  created_at: 2025-08-11T22:14:01.653476
  value: 1
  id: 30909
  updated_at: 2025-08-12T06:09:41.844525
  value_text:
  

---

• tool_id: 2101
  badge_id: 21
  is_active:
  created_at: 2025-08-12T06:20:20.657974
  value: 1
  id: 30930
  updated_at: 2025-08-27T21:22:06.378
  value_text:
  

---

• tool_id: 2101
  badge_id: 23
  is_active:
  created_at: 2025-08-12T06:07:32.973476
  value: 1
  id: 30921
  updated_at: 2025-08-27T22:22:28.302
  value_text:
  

---

• tool_id: 2101
  badge_id: 24
  is_active:
  created_at: 2025-08-12T06:20:57.777076
  value: 1
  id: 30939
  updated_at: 2025-08-27T22:24:20.541
  value_text:
  

---

• tool_id: 2101
  badge_id: 35
  is_active:
  created_at: 2025-08-31T09:41:56.570881
  value: 1
  id: 53722
  updated_at: 2025-08-31T12:56:27.351129
  value_text:
  

---

• tool_id: 2101
  badge_id: 35
  is_active:
  created_at: 2025-08-31T10:37:39.956377
  value: 1
  id: 57150
  updated_at: 2025-08-31T12:56:27.351129
  value_text:
  

---

• tool_id: 2101
  badge_id: 3
  is_active: 1
  created_at: 2025-07-19T09:09:05.686616
  value: 9
  id: 802
  updated_at: 2025-07-27T08:11:45.309133
  value_text:
  

---

• tool_id: 2101
  badge_id: 17
  is_active: 1
  created_at: 2025-07-21T12:34:50.291939
  value: 1
  id: 4263
  updated_at: 2025-07-27T08:11:45.309133
  value_text:
  

---

• tool_id: 2101
  badge_id: 12
  is_active: 1
  created_at: 2025-08-18T09:56:30.603443
  value: 1
  id: 31015
  updated_at: 2025-08-18T09:56:30.603443
  value_text:
  

---

• tool_id: 2101
  badge_id: 25
  is_active: 1
  created_at: 2025-08-18T13:34:14.639851
  value: 13401
  id: 32022
  updated_at: 2025-08-18T13:34:14.639851
  value_text:
  

---

• tool_id: 2101
  badge_id: 35
  is_active: 1
  created_at: 2025-08-31T13:22:32.502529
  value: 1
  id: 66533
  updated_at: 2025-08-31T13:22:32.502529
  value_text:
  

---

images

• image_id: 6470
  tool_id: 2101
  image_url: https://ageofai.tools/wp-content/uploads/img/AOAT-002101-img-3191.png
  image_type: gallery
  alt_text:
  order: 1
  is_active: 1
  created_at: 2025-07-23T06:21:01.537453
  updated_at: 2025-07-27T08:07:15.656641
  

---

• image_id: 6471
  tool_id: 2101
  image_url: https://ageofai.tools/wp-content/uploads/img/AOAT-002101-img-3192.png
  image_type: gallery
  alt_text:
  order: 2
  is_active: 1
  created_at: 2025-07-23T06:21:01.537453
  updated_at: 2025-07-27T08:07:15.656641
  

---

• image_id: 65733
  tool_id: 2101
  image_url: https://ageofai.tools/wp-content/uploads/fullsc/fullsc-2101-ahiIg.png
  image_type: homefullsc
  alt_text:
  order:
  is_active: 1
  created_at: 2025-08-10T09:29:25.391186
  updated_at: 2025-08-10T09:29:25.391186
  

---

• image_id: 6468
  tool_id: 2101
  image_url: https://ageofai.tools/wp-content/uploads/logo/AOAT-002101-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: 6469
  tool_id: 2101
  image_url: https://ageofai.tools/wp-content/uploads/sc/AOAT-002101-sc5-56.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: 86190
  tool_id: 2101
  source_id: 3
  score: 4.997535667
  weight:
  comment:
  created_at: 2025-09-17T17:18:19.830937
  is_active: 1
  updated_at: 2025-09-17T17:18:19.830937
  

---

• rating_id: 63462
  tool_id: 2101
  source_id: 3
  score: 4.997766667
  weight:
  comment:
  created_at: 2025-08-10T15:37:08.304059
  is_active: 1
  updated_at: 2025-08-10T15:37:08.304059
  

---

• rating_id: 2101
  tool_id: 2101
  source_id: 3
  score: 4.995716
  weight:
  comment:
  created_at: 2025-06-28T07:49:38.28653
  is_active: 1
  updated_at: 2025-07-27T08:17:24.286376
  

---

• rating_id: 65895
  tool_id: 2101
  source_id: 6
  score: 5
  weight:
  comment:
  created_at: 2025-08-12T06:20:20.201526
  is_active: 1
  updated_at: 2025-08-12T06:20:20.201526
  

---

• rating_id: 65886
  tool_id: 2101
  source_id: 8
  score: 5
  weight:
  comment:
  created_at: 2025-08-12T06:07:32.518187
  is_active: 1
  updated_at: 2025-08-12T06:07:32.518187
  

---

• rating_id: 65874
  tool_id: 2101
  source_id: 8
  score: 5
  weight:
  comment:
  created_at: 2025-08-11T22:08:44.099493
  is_active: 1
  updated_at: 2025-08-11T22:08:44.099493
  

---

• rating_id: 65904
  tool_id: 2101
  source_id: 9
  score: 5
  weight:
  comment:
  created_at: 2025-08-12T06:20:57.275815
  is_active: 1
  updated_at: 2025-08-12T06:20:57.275815
  

---

seo

• seo_id: 2101
  tool_id: 2101
  title: Descript: Effortless AI Video & Audio Editing for Creators
  tldr:
  short_description: Edit videos and audio like text with Descript's AI. Create podcasts, YouTube videos & more easily.
  introduction_title: Unleash Your Creative Potential with Descript: The AI Video & Audio Editor Revolutionizing Communication
  introduction_body: AI audio generator, AI video generator, AI photo enhancer - these powerful tools are now at your fingertips with Descript. This innovative platform redefines the way we create and edit video and audio content. Descript empowers YouTubers, podcasters, businesses, and anyone seeking to elevate their communication by seamlessly blending intuitive editing with cutting-edge AI technology. Its user-friendly interface allows you to effortlessly manipulate audio and video, transcribe conversations, generate subtitles, and even alter voices – all within a familiar document-like environment. Descript's key benefits include increased efficiency, enhanced creativity, and the ability to produce high-quality content with minimal technical expertise.
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  updated_at: 2025-07-27T08:11:20.221553
  

---

social_media

• tool_id: 2101
  network_id: 8
  social_media_url: https://discord.gg/descript
  is_active: 1
  created_at: 2025-07-01T18:37:04.409475
  id: 2939
  updated_at: 2025-07-27T08:14:10.033253
  

---

• tool_id: 2101
  network_id: 12
  social_media_url: https://linkedin.com/company/descript
  is_active: 1
  created_at: 2025-07-01T18:37:04.409475
  id: 2940
  updated_at: 2025-07-27T08:14:10.033253
  

---

• tool_id: 2101
  network_id: 13
  social_media_url: https://instagram.com/descript_app
  is_active: 1
  created_at: 2025-07-01T18:37:04.409475
  id: 2941
  updated_at: 2025-07-27T08:14:10.033253
  

---

• tool_id: 2101
  network_id: 14
  social_media_url: https://twitter.com/descriptapp
  is_active: 1
  created_at: 2025-07-01T18:37:04.409475
  id: 2942
  updated_at: 2025-07-27T08:14:10.033253
  

---

• tool_id: 2101
  network_id: 15
  social_media_url: https://facebook.com/descriptapp
  is_active: 1
  created_at: 2025-07-01T18:37:04.409475
  id: 2943
  updated_at: 2025-07-27T08:14:10.033253
  

---

• tool_id: 2101
  network_id: 16
  social_media_url: support@descript.com
  is_active: 1
  created_at: 2025-07-01T18:37:04.409475
  id: 2944
  updated_at: 2025-07-27T08:14:10.033253
  

---

tags

• tool_id: 2101
  tag_id: 89
  weight: 1
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 8309
  updated_at: 2025-08-19T09:15:40.622854
  

---

• tool_id: 2101
  tag_id: 7
  weight: 2
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 8310
  updated_at: 2025-08-19T09:15:40.622854
  

---

• tool_id: 2101
  tag_id: 19
  weight: 3
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 8311
  updated_at: 2025-08-19T09:15:40.622854
  

---

• tool_id: 2101
  tag_id: 25
  weight: 4
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 8312
  updated_at: 2025-08-19T09:15:40.622854
  

---

• tool_id: 2101
  tag_id: 37
  weight: 5
  is_active:
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  id: 8313
  updated_at: 2025-08-19T09:15:40.622854
  

---

• tool_id: 2101
  tag_id: 22
  weight: 6
  is_active:
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  id: 8314
  updated_at: 2025-08-19T09:15:40.622854
  

---

• tool_id: 2101
  tag_id: 30
  weight: 1
  is_active: 1
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  updated_at: 2025-08-19T09:16:17.105604
  

---

• tool_id: 2101
  tag_id: 196
  weight: 2
  is_active: 1
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  id: 95767
  updated_at: 2025-08-19T09:16:17.559448
  

---

• tool_id: 2101
  tag_id: 84
  weight: 3
  is_active: 1
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  id: 95768
  updated_at: 2025-08-19T09:16:18.007887
  

---

• tool_id: 2101
  tag_id: 10
  weight: 4
  is_active: 1
  created_at: 2025-08-19T09:16:18.45717
  id: 95769
  updated_at: 2025-08-19T09:16:18.45717
  

---

• tool_id: 2101
  tag_id: 67
  weight: 5
  is_active: 1
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  id: 95770
  updated_at: 2025-08-19T09:16:18.910768
  

---

• tool_id: 2101
  tag_id: 92
  weight: 6
  is_active: 1
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  id: 95771
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---

• tool_id: 2101
  tag_id: 27
  weight: 7
  is_active: 1
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  id: 95772
  updated_at: 2025-08-19T09:16:19.818307
  

---

• tool_id: 2101
  tag_id: 314
  weight: 8
  is_active: 1
  created_at: 2025-08-19T09:16:20.270428
  id: 95773
  updated_at: 2025-08-19T09:16:20.270428
  

---

• tool_id: 2101
  tag_id: 177
  weight: 9
  is_active: 1
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  id: 95774
  updated_at: 2025-08-19T09:16:20.724795
  

---

• tool_id: 2101
  tag_id: 18
  weight: 10
  is_active: 1
  created_at: 2025-08-19T09:16:21.172563
  id: 95775
  updated_at: 2025-08-19T09:16:21.172563
  

---

toolsets

• tool_id: 2101
  toolset_id: 2
  weight: 1
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 21948
  updated_at: 2025-08-11T06:11:57.840402
  

---

• tool_id: 2101
  toolset_id: 6
  weight: 2
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 21949
  updated_at: 2025-08-11T06:11:57.840402
  

---

• tool_id: 2101
  toolset_id: 3
  weight: 3
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 21950
  updated_at: 2025-08-11T06:11:57.840402
  

---

• tool_id: 2101
  toolset_id: 7
  weight: 4
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 21951
  updated_at: 2025-08-11T06:11:57.840402
  

---

• tool_id: 2101
  toolset_id: 9
  weight: 5
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 21952
  updated_at: 2025-08-11T06:11:57.840402
  

---

• tool_id: 2101
  toolset_id: 4
  weight: 6
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 21953
  updated_at: 2025-08-11T06:11:57.840402
  

---

• tool_id: 2101
  toolset_id: 41
  weight: 7
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 21954
  updated_at: 2025-08-11T06:11:57.840402
  

---

• tool_id: 2101
  toolset_id: 1
  weight: 8
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 21955
  updated_at: 2025-08-11T06:11:57.840402
  

---

• tool_id: 2101
  toolset_id: 20
  weight: 9
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 21956
  updated_at: 2025-08-11T06:11:57.840402
  

---

• tool_id: 2101
  toolset_id: 47
  weight: 10
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 21957
  updated_at: 2025-08-11T06:11:57.840402
  

---

• tool_id: 2101
  toolset_id: 26
  weight: 11
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 21958
  updated_at: 2025-08-11T06:11:57.840402
  

---

• tool_id: 2101
  toolset_id: 30
  weight: 12
  is_active:
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  id: 21959
  updated_at: 2025-08-11T06:11:57.840402
  

---

• tool_id: 2101
  toolset_id: 31
  weight: 13
  is_active:
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  id: 21960
  updated_at: 2025-08-11T06:11:57.840402
  

---

• tool_id: 2101
  toolset_id: 48
  weight: 14
  is_active:
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  id: 21961
  updated_at: 2025-08-11T06:11:57.840402
  

---

• tool_id: 2101
  toolset_id: 9
  weight: 1
  is_active: 1
  created_at: 2025-08-11T06:12:10.889537
  id: 140095
  updated_at: 2025-08-11T09:41:50.357
  

---

• tool_id: 2101
  toolset_id: 3
  weight: 2
  is_active: 1
  created_at: 2025-08-11T06:12:11.354142
  id: 140096
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---

• tool_id: 2101
  toolset_id: 41
  weight: 3
  is_active: 1
  created_at: 2025-08-11T06:12:11.810996
  id: 140097
  updated_at: 2025-08-11T09:41:50.357
  

---

jobs

• tool_id: 2101
  job_id: 4
  weight: 1
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 51582
  updated_at: 2025-08-11T04:18:17.291076
  

---

• tool_id: 2101
  job_id: 6
  weight: 2
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 51583
  updated_at: 2025-08-11T04:18:17.291076
  

---

• tool_id: 2101
  job_id: 8
  weight: 3
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 51584
  updated_at: 2025-08-11T04:18:17.291076
  

---

• tool_id: 2101
  job_id: 42
  weight: 4
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 51585
  updated_at: 2025-08-11T04:18:17.291076
  

---

• tool_id: 2101
  job_id: 1
  weight: 5
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 51586
  updated_at: 2025-08-11T04:18:17.291076
  

---

• tool_id: 2101
  job_id: 11
  weight: 6
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 51587
  updated_at: 2025-08-11T04:18:17.291076
  

---

• tool_id: 2101
  job_id: 28
  weight: 7
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 51588
  updated_at: 2025-08-11T04:18:17.291076
  

---

• tool_id: 2101
  job_id: 36
  weight: 8
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 51589
  updated_at: 2025-08-11T04:18:17.291076
  

---

• tool_id: 2101
  job_id: 37
  weight: 9
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 51590
  updated_at: 2025-08-11T04:18:17.291076
  

---

• tool_id: 2101
  job_id: 5
  weight: 10
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 51591
  updated_at: 2025-08-11T04:18:17.291076
  

---

• tool_id: 2101
  job_id: 9
  weight: 11
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 51592
  updated_at: 2025-08-11T04:18:17.291076
  

---

• tool_id: 2101
  job_id: 23
  weight: 12
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 51593
  updated_at: 2025-08-11T04:18:17.291076
  

---

• tool_id: 2101
  job_id: 15
  weight: 13
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 51594
  updated_at: 2025-08-11T04:18:17.291076
  

---

• tool_id: 2101
  job_id: 6
  weight: 1
  is_active: 1
  created_at: 2025-08-11T04:18:34.296455
  id: 273081
  updated_at: 2025-08-11T07:48:15.179
  

---

• tool_id: 2101
  job_id: 15
  weight: 2
  is_active: 1
  created_at: 2025-08-11T04:18:34.745982
  id: 273082
  updated_at: 2025-08-11T07:48:15.179
  

---

platforms

• tool_id: 2101
  platform_id: 1
  priority: 1
  platform_url: https://descript.com
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 2100
  updated_at: 2025-08-15T03:28:12.267
  

---

• tool_id: 2101
  platform_id: 1
  priority: 1
  platform_url: https://descript.com
  is_active: 1
  created_at: 2025-08-14T23:58:14.054248
  id: 31670
  updated_at: 2025-08-14T23:58:14.054248
  

---

score_log

• log_id: 201949
  tool_id: 2101
  final_score: 4.76
  logged_at: 2025-09-17T17:18:19.830937
  change_reason: New rating added | Coverage: 56.9% | Penalty: 0.9520
  triggered_by: System
  source_summary: Similar web Raiting: 4.997535667 (w=8.788), Claude Raiting: 5.000000000 (w=17.576), Grok Raiting: 5.000000000 (w=15.818), Gemini Rating: 5.000000000 (w=15.818) | Base Score: 5.000 | Final: 4.760
  final_score_2: 4.759559545
  

---

• log_id: 179858
  tool_id: 2101
  final_score: 4.76
  logged_at: 2025-08-19T16:20:53.067949
  change_reason: rating_sources changed | Coverage: 56.9% | Penalty: 0.9520
  triggered_by: System
  source_summary: Similar web Raiting: 4.997766667 (w=8.788), Claude Raiting: 5.000000000 (w=17.576), Grok Raiting: 5.000000000 (w=15.818), Gemini Rating: 5.000000000 (w=15.818) | Base Score: 5.000 | Final: 4.760
  final_score_2: 4.7595928644
  

---

• log_id: 164313
  tool_id: 2101
  final_score: 4.76
  logged_at: 2025-08-19T16:20:25.813463
  change_reason: rating_sources changed | Coverage: 57.6% | Penalty: 0.9528
  triggered_by: System
  source_summary: Similar web Raiting: 4.997766667 (w=10.412), Claude Raiting: 5.000000000 (w=17.353), Grok Raiting: 5.000000000 (w=15.618), Gemini Rating: 5.000000000 (w=15.618) | Base Score: 5.000 | Final: 4.764
  final_score_2: 4.7636094859
  

---

• log_id: 149033
  tool_id: 2101
  final_score: 4.76
  logged_at: 2025-08-12T06:20:57.275815
  change_reason: New rating added | Coverage: 56.9% | Penalty: 0.9520
  triggered_by: System
  source_summary: Similar web Raiting: 4.997766667 (w=8.788), Claude Raiting: 5.000000000 (w=17.576), Grok Raiting: 5.000000000 (w=15.818), Gemini Rating: 5.000000000 (w=15.818) | Base Score: 5.000 | Final: 4.760
  final_score_2: 4.7595928644
  

---

• log_id: 149025
  tool_id: 2101
  final_score: 4.67
  logged_at: 2025-08-12T06:20:20.201526
  change_reason: New rating added | Coverage: 41.4% | Penalty: 0.9347
  triggered_by: System
  source_summary: Similar web Raiting: 4.997766667 (w=12.083), Claude Raiting: 5.000000000 (w=24.167), Grok Raiting: 5.000000000 (w=21.750) | Base Score: 5.000 | Final: 4.673
  final_score_2: 4.6730501063
  

---

• log_id: 139825
  tool_id: 2101
  final_score: 4.58
  logged_at: 2025-08-12T06:15:25.263278
  change_reason: Rating source weights updated | Coverage: 24.1% | Penalty: 0.9155
  triggered_by: System
  source_summary: Similar web Raiting: 4.997766667 (w=20.714), Grok Raiting: 5.000000000 (w=37.286) | Base Score: 4.999 | Final: 4.577
  final_score_2: 4.5767197879
  

---

• log_id: 137881
  tool_id: 2101
  final_score: 4.6
  logged_at: 2025-08-11T22:08:44.099493
  change_reason: New rating added | Coverage: 28.6% | Penalty: 0.9204
  triggered_by: System
  source_summary: Similar web Raiting: 4.997766667 (w=17.500), Grok Raiting: 5.000000000 (w=31.500) | Base Score: 4.999 | Final: 4.601
  final_score_2: 4.6014108484
  

---

• log_id: 127826
  tool_id: 2101
  final_score: 4.5
  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: 4.997766667 (w=49.000) | Base Score: 4.998 | Final: 4.498
  final_score_2: 4.497825074
  

---

• log_id: 116693
  tool_id: 2101
  final_score: 3.88
  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: 4.997766667 (w=49.000) | Base Score: 4.998 | Final: 3.876
  final_score_2: 3.8758180279
  

---

• log_id: 105560
  tool_id: 2101
  final_score: 2.75
  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: 4.997766667 (w=49.000) | Base Score: 4.998 | Final: 2.754
  final_score_2: 2.7538743866
  

---

• log_id: 94427
  tool_id: 2101
  final_score: 5
  logged_at: 2025-08-11T16:16:08.254948
  change_reason: weights updated to defaults
  triggered_by: Manual
  source_summary: Similar web Raiting: 4.997766667 (w=49.000)
  final_score_2: 4.997766667
  

---

• log_id: 66730
  tool_id: 2101
  final_score: 0.51
  logged_at: 2025-08-11T16:10:08.878468
  change_reason: weights updated to defaults
  triggered_by: Manual
  source_summary: Similar web Raiting: 4.997766667 (w=5.00)
  final_score_2: 0.5099761905
  

---

• log_id: 63165
  tool_id: 2101
  final_score: 5
  logged_at: 2025-08-11T08:59:06.780515
  change_reason: full recompute
  triggered_by: Manual
  source_summary: Similar web Raiting: 4.997766667 (w=1.0000)
  final_score_2: 4.997766667
  

---

• log_id: 60907
  tool_id: 2101
  final_score: 5
  logged_at: 2025-08-10T15:37:08.304059
  change_reason: New rating added
  triggered_by: System
  source_summary: Similar web Raiting: 4.995716000 (weight: 1.0000), Similar web Raiting: 4.997766667 (weight: 1.0000)
  final_score_2: 4.9967413335
  

---

• log_id: 31624
  tool_id: 2101
  final_score: 5
  logged_at: 2025-06-28T07:38:11.151992
  change_reason: New rating added
  triggered_by: System
  source_summary: Similar web Raiting: 4.995716000 (weight: 1.0000)
  final_score_2: 4.995716
  

---

last_update

• tool_id: 2101
  last_update: 2025-08-31T13:22:32.502529
  

---