tool

• id: 4055
  tools_id: AOAT-004055
  tools_url: https://pieces.app
  tools_name: Pieces for Developers
  publish_date: 2021-02-02
  is_active: 1
  created_at: 2025-07-23T05:58:33.471061
  updated_at: 2025-07-27T08:15:21.895024
  company_domain:
  

---

badges

• tool_id: 4055
  badge_id: 35
  is_active:
  created_at: 2025-08-31T09:51:47.400203
  value: 1
  id: 54306
  updated_at: 2025-08-31T12:56:27.351129
  value_text:
  

---

• tool_id: 4055
  badge_id: 35
  is_active:
  created_at: 2025-08-31T11:09:02.489751
  value: 1
  id: 59104
  updated_at: 2025-08-31T12:56:27.351129
  value_text:
  

---

• tool_id: 4055
  badge_id: 3
  is_active: 1
  created_at: 2025-07-19T09:09:05.686616
  value: 4
  id: 1386
  updated_at: 2025-07-27T08:11:45.309133
  value_text:
  

---

• tool_id: 4055
  badge_id: 17
  is_active: 1
  created_at: 2025-07-21T12:34:50.291939
  value: 1
  id: 6217
  updated_at: 2025-07-27T08:11:45.309133
  value_text:
  

---

• tool_id: 4055
  badge_id: 25
  is_active: 1
  created_at: 2025-08-18T14:22:31.694171
  value: 181323
  id: 32848
  updated_at: 2025-08-18T14:22:31.694171
  value_text:
  

---

• tool_id: 4055
  badge_id: 35
  is_active: 1
  created_at: 2025-08-31T13:48:48.316846
  value: 1
  id: 68170
  updated_at: 2025-08-31T13:48:48.316846
  value_text:
  

---

images

• image_id: 11527
  tool_id: 4055
  image_url: https://ageofai.tools/wp-content/uploads/img/AOAT-004055-img-5468.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: 11528
  tool_id: 4055
  image_url: https://ageofai.tools/wp-content/uploads/img/AOAT-004055-img-5469.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: 67204
  tool_id: 4055
  image_url: https://ageofai.tools/wp-content/uploads/fullsc/fullsc-4055-bZnP1.png
  image_type: homefullsc
  alt_text:
  order:
  is_active: 1
  created_at: 2025-08-11T02:16:42.452237
  updated_at: 2025-08-11T02:16:42.452237
  

---

• image_id: 11525
  tool_id: 4055
  image_url: https://ageofai.tools/wp-content/uploads/logo/AOAT-004055-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: 11526
  tool_id: 4055
  image_url: https://ageofai.tools/wp-content/uploads/sc/AOAT-004055-sc-10661.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: 103982
  tool_id: 4055
  source_id: 3
  score: 4.970369499
  weight:
  comment:
  created_at: 2025-10-21T03:21:57.298561
  is_active: 1
  updated_at: 2025-10-21T03:21:57.298561
  

---

• rating_id: 87543
  tool_id: 4055
  source_id: 3
  score: 4.971096666
  weight:
  comment:
  created_at: 2025-09-17T21:16:52.981186
  is_active: 1
  updated_at: 2025-09-17T21:16:52.981186
  

---

• rating_id: 64922
  tool_id: 4055
  source_id: 3
  score: 4.969779666
  weight:
  comment:
  created_at: 2025-08-11T07:47:58.365826
  is_active: 1
  updated_at: 2025-08-11T07:47:58.365826
  

---

• rating_id: 4055
  tool_id: 4055
  source_id: 3
  score: 4.965817
  weight:
  comment:
  created_at: 2025-06-28T07:49:38.28653
  is_active: 1
  updated_at: 2025-07-27T08:17:24.286376
  

---

seo

• seo_id: 4055
  tool_id: 4055
  title: Pieces for Developers: Your On-Device AI Coding Assistant
  tldr:
  short_description: Boost coding productivity with Pieces™, an AI coding assistant that generates code & answers questions in real-time.
  introduction_title: Generative AI Revolutionizes Coding: Introducing Pieces for Developers
  introduction_body: Generative AI is transforming numerous fields, and software development is no exception. Pieces™ is an on-device AI coding assistant designed to supercharge developer productivity. This innovative tool leverages machine learning and natural language processing to understand your entire development workflow – from code to documentation and even your IDE interactions. With Pieces™, you can ask questions about complex tasks, capture crucial information in real-time, receive clear explanations of concepts or entire repositories, and generate ready-to-use code snippets. By streamlining workflows and providing instant insights, Pieces™ empowers developers to focus on what truly matters: crafting innovative solutions.
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  updated_at: 2025-07-27T08:11:20.221553
  

---

social_media

• tool_id: 4055
  network_id: 8
  social_media_url: https://discord.gg/getpieces
  is_active: 1
  created_at: 2025-07-01T18:37:04.409475
  id: 5209
  updated_at: 2025-07-27T08:14:10.033253
  

---

• tool_id: 4055
  network_id: 9
  social_media_url: https://github.com/pieces-app/documentation/tree/main/docs/index.mdx
  is_active: 1
  created_at: 2025-07-01T18:37:04.409475
  id: 5210
  updated_at: 2025-07-27T08:14:10.033253
  

---

• tool_id: 4055
  network_id: 10
  social_media_url: https://tiktok.com/@getpieces
  is_active: 1
  created_at: 2025-07-01T18:37:04.409475
  id: 5211
  updated_at: 2025-07-27T08:14:10.033253
  

---

• tool_id: 4055
  network_id: 12
  social_media_url: https://linkedin.com/company/getpieces
  is_active: 1
  created_at: 2025-07-01T18:37:04.409475
  id: 5212
  updated_at: 2025-07-27T08:14:10.033253
  

---

• tool_id: 4055
  network_id: 13
  social_media_url: https://instagram.com/getpieces
  is_active: 1
  created_at: 2025-07-01T18:37:04.409475
  id: 5213
  updated_at: 2025-07-27T08:14:10.033253
  

---

• tool_id: 4055
  network_id: 14
  social_media_url: https://twitter.com/getpieces
  is_active: 1
  created_at: 2025-07-01T18:37:04.409475
  id: 5214
  updated_at: 2025-07-27T08:14:10.033253
  

---

• tool_id: 4055
  network_id: 15
  social_media_url: https://facebook.com/getpieces
  is_active: 1
  created_at: 2025-07-01T18:37:04.409475
  id: 5215
  updated_at: 2025-07-27T08:14:10.033253
  

---

• tool_id: 4055
  network_id: 16
  social_media_url: privacy@pieces.app
  is_active: 1
  created_at: 2025-07-01T18:37:04.409475
  id: 5216
  updated_at: 2025-07-27T08:14:10.033253
  

---

tags

• tool_id: 4055
  tag_id: 3
  weight: 1
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 15936
  updated_at: 2025-08-30T18:31:15.746688
  

---

• tool_id: 4055
  tag_id: 23
  weight: 2
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 15937
  updated_at: 2025-08-30T18:31:15.746688
  

---

• tool_id: 4055
  tag_id: 25
  weight: 3
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 15938
  updated_at: 2025-08-30T18:31:15.746688
  

---

• tool_id: 4055
  tag_id: 11
  weight: 4
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 15939
  updated_at: 2025-08-30T18:31:15.746688
  

---

• tool_id: 4055
  tag_id: 18
  weight: 5
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 15940
  updated_at: 2025-08-30T18:31:15.746688
  

---

• tool_id: 4055
  tag_id: 68
  weight: 1
  is_active: 1
  created_at: 2025-08-30T18:31:55.003381
  id: 118081
  updated_at: 2025-08-30T18:31:55.003381
  

---

• tool_id: 4055
  tag_id: 153
  weight: 2
  is_active: 1
  created_at: 2025-08-30T18:31:55.466517
  id: 118082
  updated_at: 2025-08-30T18:31:55.466517
  

---

• tool_id: 4055
  tag_id: 40
  weight: 3
  is_active: 1
  created_at: 2025-08-30T18:31:55.919647
  id: 118083
  updated_at: 2025-08-30T18:31:55.919647
  

---

• tool_id: 4055
  tag_id: 217
  weight: 4
  is_active: 1
  created_at: 2025-08-30T18:31:56.374842
  id: 118084
  updated_at: 2025-08-30T18:31:56.374842
  

---

• tool_id: 4055
  tag_id: 110
  weight: 5
  is_active: 1
  created_at: 2025-08-30T18:31:56.827762
  id: 118085
  updated_at: 2025-08-30T18:31:56.827762
  

---

• tool_id: 4055
  tag_id: 28
  weight: 6
  is_active: 1
  created_at: 2025-08-30T18:31:57.280302
  id: 118086
  updated_at: 2025-08-30T18:31:57.280302
  

---

• tool_id: 4055
  tag_id: 18
  weight: 7
  is_active: 1
  created_at: 2025-08-30T18:31:57.743549
  id: 118087
  updated_at: 2025-08-30T18:31:57.743549
  

---

• tool_id: 4055
  tag_id: 35
  weight: 8
  is_active: 1
  created_at: 2025-08-30T18:31:58.195888
  id: 118088
  updated_at: 2025-08-30T18:31:58.195888
  

---

• tool_id: 4055
  tag_id: 90
  weight: 9
  is_active: 1
  created_at: 2025-08-30T18:31:58.648975
  id: 118089
  updated_at: 2025-08-30T18:31:58.648975
  

---

• tool_id: 4055
  tag_id: 205
  weight: 10
  is_active: 1
  created_at: 2025-08-30T18:31:59.102545
  id: 118090
  updated_at: 2025-08-30T18:31:59.102545
  

---

toolsets

• tool_id: 4055
  toolset_id: 16
  weight: 1
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 41678
  updated_at: 2025-07-27T08:15:00.645841
  

---

• tool_id: 4055
  toolset_id: 39
  weight: 2
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 41679
  updated_at: 2025-07-27T08:15:00.645841
  

---

• tool_id: 4055
  toolset_id: 6
  weight: 3
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 41680
  updated_at: 2025-07-27T08:15:00.645841
  

---

• tool_id: 4055
  toolset_id: 7
  weight: 4
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 41681
  updated_at: 2025-07-27T08:15:00.645841
  

---

• tool_id: 4055
  toolset_id: 23
  weight: 5
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 41682
  updated_at: 2025-07-27T08:15:00.645841
  

---

• tool_id: 4055
  toolset_id: 5
  weight: 6
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 41683
  updated_at: 2025-07-27T08:15:00.645841
  

---

• tool_id: 4055
  toolset_id: 35
  weight: 7
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 41684
  updated_at: 2025-07-27T08:15:00.645841
  

---

• tool_id: 4055
  toolset_id: 31
  weight: 8
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 41685
  updated_at: 2025-07-27T08:15:00.645841
  

---

• tool_id: 4055
  toolset_id: 30
  weight: 9
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 41686
  updated_at: 2025-07-27T08:15:00.645841
  

---

• tool_id: 4055
  toolset_id: 18
  weight: 10
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 41687
  updated_at: 2025-07-27T08:15:00.645841
  

---

jobs

• tool_id: 4055
  job_id: 4
  weight: 1
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 96913
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 4055
  job_id: 6
  weight: 2
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 96914
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 4055
  job_id: 8
  weight: 3
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 96915
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 4055
  job_id: 5
  weight: 4
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 96916
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 4055
  job_id: 18
  weight: 5
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 96917
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 4055
  job_id: 22
  weight: 6
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 96918
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 4055
  job_id: 3
  weight: 7
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 96919
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 4055
  job_id: 21
  weight: 8
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 96920
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 4055
  job_id: 13
  weight: 9
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 96921
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 4055
  job_id: 24
  weight: 10
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 96922
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 4055
  job_id: 15
  weight: 11
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 96923
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 4055
  job_id: 9
  weight: 12
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 96924
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 4055
  job_id: 1
  weight: 13
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 96925
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 4055
  job_id: 11
  weight: 14
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 96926
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 4055
  job_id: 16
  weight: 15
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 96927
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 4055
  job_id: 12
  weight: 16
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 96928
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 4055
  job_id: 17
  weight: 17
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 96929
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 4055
  job_id: 10
  weight: 18
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 96930
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 4055
  job_id: 23
  weight: 19
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 96931
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 4055
  job_id: 14
  weight: 20
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 96932
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 4055
  job_id: 28
  weight: 21
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 96933
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 4055
  job_id: 2
  weight: 22
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 96934
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 4055
  job_id: 41
  weight: 23
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 96935
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 4055
  job_id: 25
  weight: 24
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 96936
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 4055
  job_id: 20
  weight: 25
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 96937
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 4055
  job_id: 7
  weight: 26
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 96938
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 4055
  job_id: 26
  weight: 27
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 96939
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 4055
  job_id: 27
  weight: 28
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 96940
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 4055
  job_id: 33
  weight: 29
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 96941
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 4055
  job_id: 32
  weight: 30
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 96942
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 4055
  job_id: 31
  weight: 31
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 96943
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 4055
  job_id: 29
  weight: 32
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 96944
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 4055
  job_id: 43
  weight: 33
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 96945
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 4055
  job_id: 34
  weight: 34
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 96946
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 4055
  job_id: 35
  weight: 35
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 96947
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 4055
  job_id: 36
  weight: 36
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 96948
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 4055
  job_id: 38
  weight: 37
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 96949
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 4055
  job_id: 37
  weight: 38
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 96950
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 4055
  job_id: 39
  weight: 39
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 96951
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 4055
  job_id: 19
  weight: 40
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 96952
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 4055
  job_id: 40
  weight: 41
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 96953
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 4055
  job_id: 42
  weight: 42
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 96954
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 4055
  job_id: 30
  weight: 43
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 96955
  updated_at: 2025-07-27T08:12:08.543303
  

---

platforms

• tool_id: 4055
  platform_id: 1
  priority: 1
  platform_url: https://pieces.app
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 4053
  updated_at: 2025-08-15T19:34:50.094
  

---

• tool_id: 4055
  platform_id: 1
  priority: 1
  platform_url: https://pieces.app
  is_active: 1
  created_at: 2025-08-15T16:04:51.818341
  id: 33624
  updated_at: 2025-08-15T16:04:51.818341
  

---

score_log

• log_id: 212248
  tool_id: 4055
  final_score: 4.46
  logged_at: 2025-10-21T03:21:57.298561
  change_reason: New rating added | Coverage: 8.6% | Penalty: 0.8982
  triggered_by: System
  source_summary: Similar web Raiting: 4.970369499 (w=58.000) | Base Score: 4.970 | Final: 4.464
  final_score_2: 4.4644007951
  

---

• log_id: 202739
  tool_id: 4055
  final_score: 4.47
  logged_at: 2025-09-17T21:16:52.981186
  change_reason: New rating added | Coverage: 8.6% | Penalty: 0.8982
  triggered_by: System
  source_summary: Similar web Raiting: 4.971096666 (w=58.000) | Base Score: 4.971 | Final: 4.465
  final_score_2: 4.4650539387
  

---

• log_id: 180932
  tool_id: 4055
  final_score: 4.46
  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: 4.969779666 (w=58.000) | Base Score: 4.970 | Final: 4.464
  final_score_2: 4.4638710053
  

---

• log_id: 165387
  tool_id: 4055
  final_score: 4.47
  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: 4.969779666 (w=59.000) | Base Score: 4.970 | Final: 4.472
  final_score_2: 4.472448845
  

---

• log_id: 141722
  tool_id: 4055
  final_score: 4.46
  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: 4.969779666 (w=58.000) | Base Score: 4.970 | Final: 4.464
  final_score_2: 4.4638710053
  

---

• log_id: 128741
  tool_id: 4055
  final_score: 4.47
  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: 4.969779666 (w=49.000) | Base Score: 4.970 | Final: 4.473
  final_score_2: 4.4726376967
  

---

• log_id: 117608
  tool_id: 4055
  final_score: 3.85
  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: 4.969779666 (w=49.000) | Base Score: 4.970 | Final: 3.854
  final_score_2: 3.8541138288
  

---

• log_id: 106475
  tool_id: 4055
  final_score: 2.74
  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: 4.969779666 (w=49.000) | Base Score: 4.970 | Final: 2.738
  final_score_2: 2.7384529613
  

---

• log_id: 95342
  tool_id: 4055
  final_score: 4.97
  logged_at: 2025-08-11T16:16:08.254948
  change_reason: weights updated to defaults
  triggered_by: Manual
  source_summary: Similar web Raiting: 4.969779666 (w=49.000)
  final_score_2: 4.969779666
  

---

• log_id: 68684
  tool_id: 4055
  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: 4.969779666 (w=5.00)
  final_score_2: 0.5071203741
  

---

• log_id: 64177
  tool_id: 4055
  final_score: 4.97
  logged_at: 2025-08-11T08:59:06.780515
  change_reason: full recompute
  triggered_by: Manual
  source_summary: Similar web Raiting: 4.969779666 (w=1.0000)
  final_score_2: 4.969779666
  

---

• log_id: 61901
  tool_id: 4055
  final_score: 4.97
  logged_at: 2025-08-11T07:47:58.365826
  change_reason: New rating added
  triggered_by: System
  source_summary: Similar web Raiting: 4.965817000 (weight: 1.0000), Similar web Raiting: 4.969779666 (weight: 1.0000)
  final_score_2: 4.967798333
  

---

• log_id: 33578
  tool_id: 4055
  final_score: 4.97
  logged_at: 2025-06-28T07:38:11.151992
  change_reason: New rating added
  triggered_by: System
  source_summary: Similar web Raiting: 4.965817000 (weight: 1.0000)
  final_score_2: 4.965817
  

---

last_update

• tool_id: 4055
  last_update: 2025-08-31T13:48:48.316846
  

---