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repowiseassafelovic/gpt-researcher

Commits

Every commit scored for change-risk against this repo's own history, so 'elevated' means elevated here rather than on some global curve.

Needs review

804of 2,389 scored

804 commits sit in this repo's top risk tercile, which is 34% of the 2,389scored. The cut is drawn against this codebase's own history rather than a global curve, so a quiet repo still fills its top band, and here it starts at 4.6 out of 10. What pushes a commit up is size and spread together: a large change confined to one area scores below a smaller one scattered across a dozen files.

Fix commits27512%Commits whose subject reads as a bug fix rather than new work.Written by an agent351%Read from commit trailers, so it counts what was declared.Change diffusion0.52bitsShannon entropy of a commit's churn across its files. Zero is a single file, and every extra bit is a doubling of how widely the change spread.Review threshold4.6out of 10Score a commit has to clear to land in this repo's top tercile.

How the work changed shape

Commit categories over time, read off the subject line. Fixes carry the accent because that is the series this chart exists to show.

Began other-led, now leaning fix.

Feature17%
Fix16%
Refactor3%
Docs16%
Test2%
Deps3%
Chore3%
Other41%
2%of indexed commits are agent-attributed(35 of 2389)
claude (17) · copilot (8) · cursor (7)

Review-priority queue

Ranked by change-risk, highest first. Priority is a tercile of this repo's own distribution, so a quiet repo still fills its top band.

Commit review-priority queue
#CommitAuthorWhenLinesRiskTop driver
1
41dd73a0feat(evals): Add SimpleQA evaluation framework and initial results
Kelly Abbott
1y ago+162.2K -0
100%Elevated
more lines added than baseline
2
8d57e690chore(multi_agents): nest AG2 variant under multi_agents/ag2
Assaf Elovicclaudeassisted
4w ago+15.0K -11
100%Elevated
more lines added than baseline
3
08fd99baadded boilerplate for new design
Assaf Elovic
10mo ago+7.2K -2.1K
100%Elevated
more lines added than baseline
4
17f51a75- Enhance frontend UI with new navigation buttons, WebSocket status panel, and improved research form. - Added Font Awesome icons, auto-resizing textarea, and updated styles for better user experience. - Implemented conversation history panel with import/export functionality and refined report generation features. - Add 'chat with ai about this research', inspired by the nextjs frontend
Benjamin Auquite
1y ago+4.4K -115
100%Elevated
more lines added than baseline
5
45a0aa54add frontend functionalities
khoangothe
1y ago+14.4K -13
100%Elevated
more lines added than baseline
6
9465f1a4langgraph-examples for playground
ElishaKay
2y ago+5.4K -0
100%Elevated
more lines added than baseline
7
74f0d1defile uploaded via frontend makes api request to backend - backend route catches file - now needs to save correctly
ElishaKay
2y ago+12.2K -5.4K
100%Elevated
more lines added than baseline
8
db59fd93react frontend
ElishaKay
2y ago+13.1K -0
100%Elevated
more lines added than baseline
9
6d0cf55aTrack benchmark run artifacts and swap FRAMES for the report head-to-head
Assaf Eloviccursorassisted
1mo ago+2.1K -13
100%Elevated
more lines added than baseline
10
01c39767refactored skills to fit best standards
Assaf Elovic
6mo ago+2.0K -1.7K
100%Elevated
more lines added than baseline
11
fae95f5dVirtual Environ and Poetry Setup
Muhammad Allah Rakha
2y ago+2.9K -9
100%Elevated
more lines added than baseline
12
f72f8e3aadded docusaurus doc site
assafelovic
2y ago+10.2K -121
100%Elevated
more lines added than baseline
13
4892c32adocs: Add RFC for social media data acquisition strategy
Claudeclaudeautonomous
6mo ago+1.5K -0
99%Elevated
more lines added than baseline
14
75eb6b6eadded skills for further development of gptr
Assaf Elovic
6mo ago+2.0K -0
99%Elevated
more lines added than baseline
15
7abebdd6merge
khoangothe
1y ago+4.1K -2.4K
99%Elevated
more lines added than baseline
16
62b68deaUndo delete
Tan, Kok Meng
1y ago+1.3K -0
99%Elevated
more lines added than baseline
17
cbec7745nextjs service - builds successfully
ElishaKay
2y ago+1.8K -12
99%Elevated
more lines added than baseline
18
46c14380docs: Add local server deployment planning guide in Chinese
Claudeclaudeautonomous
6mo ago+901 -0
99%Elevated
more lines added than baseline
19
db7f17eerefactor: Implement ECR and GitHub Actions Terraform setup with necessary configurations and outputs
huytran-gg
7mo ago+1.2K -0
99%Elevated
more lines added than baseline
20
eb4697e9feat: Add comprehensive MCP integration with two-stage intelligent approach - complete implementation with core changes, documentation, and tests
Assaf Elovic
1y ago+2.4K -69
99%Elevated
more lines added than baseline
21
e6758f12actions: refactor actions for modularity and readability
Omer
1y ago+844 -597
99%Elevated
more lines added than baseline
22
148d9cc6udpated git ignore with redundant output files
Assaf Elovic
1y ago+1.7K -1.6K
99%Elevated
more lines added than baseline
23
3828f455temporarily pushing langgraph-sdk npm package into branch - so that AI can recommend how to leverage it to replicate the python langgraph module
ElishaKay
2y ago+1.3K -0
99%Elevated
more lines added than baseline
24
11606863docs: Translate RFC documents to Chinese
Claudeclaudeautonomous
6mo ago+597 -602
99%Elevated
more lines added than baseline
25
495b8afadocs: Add RFC for high-quality content and image scraping architecture
Claudeclaudeautonomous
6mo ago+768 -0
99%Elevated
more lines added than baseline
26
beee6479docs: Add RFC for adaptive deep research with quality-driven recursion
Claudeclaudeautonomous
6mo ago+711 -0
99%Elevated
more lines added than baseline
27
b12aad56fixed and improved performance and mcp support
Assaf Elovic
10mo ago+1.2K -276
99%Elevated
more lines added than baseline
28
e488ae75refactored mcp to be more modular and best practice
Assaf Elovic
1y ago+1.1K -1.1K
99%Elevated
more lines added than baseline
29
35630b20Add initial implementation of GPT Researcher MCP Server with dependencies, configuration, and utility functions
th3w1zard1
1y ago+684 -0
99%Elevated
more lines added than baseline
30
60443c8dfeat: Add structured logging system
Kelly Abbott
1y ago+970 -177
99%Elevated
more lines added than baseline
31
133b407eagent_refactor
Omer
1y ago+1.1K -73
99%Elevated
more lines added than baseline
32
b956ab6bUpdated modules
Priyadarshi Roy
2y ago+816 -805
99%Elevated
more lines added than baseline
33
30c25415Updated modules
Priyadarshi Roy
2y ago+816 -805
99%Elevated
more lines added than baseline
34
247170f1added basic documentation for now
assafelovic
2y ago+769 -0
99%Elevated
more lines added than baseline
35
a3f983a3fix(deep_research): parse LLM output with json_repair + regex fallback
RomainROCHcopilotassisted
2mo ago+592 -120
98%Elevated
more lines added than baseline
36
433857acadded image generation with nano banana
Assaf Elovic
6mo ago+1.5K -15
98%Elevated
more lines added than baseline
37
a3b9b3bddocs: add comprehensive docstrings to improve coverage
Claudeclaudeautonomous
7mo ago+622 -85
98%Elevated
more lines added than baseline
38
994245eafix(security): resolve critical path traversal vulnerability in file operations
Your Name
1y ago+541 -17
98%Elevated
more lines added than baseline
39
d1ece30eadded mcp support to client
Assaf Elovic
1y ago+1.0K -7
98%Elevated
more lines added than baseline
40
dfab5006Fix source_urls and add add_additional_sources
Makesh Srinivasan
1y ago+577 -0
98%Elevated
more lines added than baseline
41
7ad5c404cloned multi_agents folder into backend folder for easier import into backend folder
ElishaKay
2y ago+892 -1
98%Elevated
more lines added than baseline
42
9545e8f0Add tone selection feature to research report
Iman Reihanian
2y ago+662 -406
98%Elevated
more lines added than baseline
43
653e1ca1added all base files
assafelovic
3y ago+989 -0
98%Elevated
more lines added than baseline
44
8ef91defAdd hallucination evaluation.
Julia Neagu
1y ago+437 -0
98%Elevated
more lines added than baseline
45
bd8be662added mcp support for frontend
Assaf Elovic
1y ago+765 -38
98%Elevated
more lines added than baseline
46
a5c7db06added level of complexity for using mcps
Assaf Elovic
1y ago+726 -328
98%Elevated
more lines added than baseline
47
658c8b99react npm setup
ElishaKay
1y ago+533 -21
98%Elevated
more lines added than baseline
48
9eae25e4finalized MCP
Assaf Elovic
1y ago+664 -23
98%Elevated
more lines added than baseline
49
e2edb744added base files and mcp server
Assaf Elovic
1y ago+616 -0
98%Elevated
more lines added than baseline
50
f33fb65bAdd evaluation module with metrics
Kelly Abbott
1y ago+507 -0
98%Elevated
more lines added than baseline
  • 41dd73a0feat(evals): Add SimpleQA evaluation framework and initial results
    Author
    Kelly Abbott
    When
    1y ago
    Lines
    +162.2K -0
    Risk
    100%Elevated
  • 8d57e690chore(multi_agents): nest AG2 variant under multi_agents/ag2
    Author
    Assaf Elovic
    When
    4w ago
    Lines
    +15.0K -11
    Risk
    100%Elevated
  • 08fd99baadded boilerplate for new design
    Author
    Assaf Elovic
    When
    10mo ago
    Lines
    +7.2K -2.1K
    Risk
    100%Elevated
  • 17f51a75- Enhance frontend UI with new navigation buttons, WebSocket status panel, and improved research form. - Added Font Awesome icons, auto-resizing textarea, and updated styles for better user experience. - Implemented conversation history panel with import/export functionality and refined report generation features. - Add 'chat with ai about this research', inspired by the nextjs frontend
    Author
    Benjamin Auquite
    When
    1y ago
    Lines
    +4.4K -115
    Risk
    100%Elevated
  • 45a0aa54add frontend functionalities
    Author
    khoangothe
    When
    1y ago
    Lines
    +14.4K -13
    Risk
    100%Elevated
  • 9465f1a4langgraph-examples for playground
    Author
    ElishaKay
    When
    2y ago
    Lines
    +5.4K -0
    Risk
    100%Elevated
  • 74f0d1defile uploaded via frontend makes api request to backend - backend route catches file - now needs to save correctly
    Author
    ElishaKay
    When
    2y ago
    Lines
    +12.2K -5.4K
    Risk
    100%Elevated
  • db59fd93react frontend
    Author
    ElishaKay
    When
    2y ago
    Lines
    +13.1K -0
    Risk
    100%Elevated
  • 6d0cf55aTrack benchmark run artifacts and swap FRAMES for the report head-to-head
    Author
    Assaf Elovic
    When
    1mo ago
    Lines
    +2.1K -13
    Risk
    100%Elevated
  • 01c39767refactored skills to fit best standards
    Author
    Assaf Elovic
    When
    6mo ago
    Lines
    +2.0K -1.7K
    Risk
    100%Elevated
  • fae95f5dVirtual Environ and Poetry Setup
    Author
    Muhammad Allah Rakha
    When
    2y ago
    Lines
    +2.9K -9
    Risk
    100%Elevated
  • f72f8e3aadded docusaurus doc site
    Author
    assafelovic
    When
    2y ago
    Lines
    +10.2K -121
    Risk
    100%Elevated
  • 4892c32adocs: Add RFC for social media data acquisition strategy
    Author
    Claude
    When
    6mo ago
    Lines
    +1.5K -0
    Risk
    99%Elevated
  • 75eb6b6eadded skills for further development of gptr
    Author
    Assaf Elovic
    When
    6mo ago
    Lines
    +2.0K -0
    Risk
    99%Elevated
  • 7abebdd6merge
    Author
    khoangothe
    When
    1y ago
    Lines
    +4.1K -2.4K
    Risk
    99%Elevated
  • 62b68deaUndo delete
    Author
    Tan, Kok Meng
    When
    1y ago
    Lines
    +1.3K -0
    Risk
    99%Elevated
  • cbec7745nextjs service - builds successfully
    Author
    ElishaKay
    When
    2y ago
    Lines
    +1.8K -12
    Risk
    99%Elevated
  • 46c14380docs: Add local server deployment planning guide in Chinese
    Author
    Claude
    When
    6mo ago
    Lines
    +901 -0
    Risk
    99%Elevated
  • db7f17eerefactor: Implement ECR and GitHub Actions Terraform setup with necessary configurations and outputs
    Author
    huytran-gg
    When
    7mo ago
    Lines
    +1.2K -0
    Risk
    99%Elevated
  • eb4697e9feat: Add comprehensive MCP integration with two-stage intelligent approach - complete implementation with core changes, documentation, and tests
    Author
    Assaf Elovic
    When
    1y ago
    Lines
    +2.4K -69
    Risk
    99%Elevated
  • e6758f12actions: refactor actions for modularity and readability
    Author
    Omer
    When
    1y ago
    Lines
    +844 -597
    Risk
    99%Elevated
  • 148d9cc6udpated git ignore with redundant output files
    Author
    Assaf Elovic
    When
    1y ago
    Lines
    +1.7K -1.6K
    Risk
    99%Elevated
  • 3828f455temporarily pushing langgraph-sdk npm package into branch - so that AI can recommend how to leverage it to replicate the python langgraph module
    Author
    ElishaKay
    When
    2y ago
    Lines
    +1.3K -0
    Risk
    99%Elevated
  • 11606863docs: Translate RFC documents to Chinese
    Author
    Claude
    When
    6mo ago
    Lines
    +597 -602
    Risk
    99%Elevated
  • 495b8afadocs: Add RFC for high-quality content and image scraping architecture
    Author
    Claude
    When
    6mo ago
    Lines
    +768 -0
    Risk
    99%Elevated
  • beee6479docs: Add RFC for adaptive deep research with quality-driven recursion
    Author
    Claude
    When
    6mo ago
    Lines
    +711 -0
    Risk
    99%Elevated
  • b12aad56fixed and improved performance and mcp support
    Author
    Assaf Elovic
    When
    10mo ago
    Lines
    +1.2K -276
    Risk
    99%Elevated
  • e488ae75refactored mcp to be more modular and best practice
    Author
    Assaf Elovic
    When
    1y ago
    Lines
    +1.1K -1.1K
    Risk
    99%Elevated
  • 35630b20Add initial implementation of GPT Researcher MCP Server with dependencies, configuration, and utility functions
    Author
    th3w1zard1
    When
    1y ago
    Lines
    +684 -0
    Risk
    99%Elevated
  • 60443c8dfeat: Add structured logging system
    Author
    Kelly Abbott
    When
    1y ago
    Lines
    +970 -177
    Risk
    99%Elevated
  • 133b407eagent_refactor
    Author
    Omer
    When
    1y ago
    Lines
    +1.1K -73
    Risk
    99%Elevated
  • b956ab6bUpdated modules
    Author
    Priyadarshi Roy
    When
    2y ago
    Lines
    +816 -805
    Risk
    99%Elevated
  • 30c25415Updated modules
    Author
    Priyadarshi Roy
    When
    2y ago
    Lines
    +816 -805
    Risk
    99%Elevated
  • 247170f1added basic documentation for now
    Author
    assafelovic
    When
    2y ago
    Lines
    +769 -0
    Risk
    99%Elevated
  • a3f983a3fix(deep_research): parse LLM output with json_repair + regex fallback
    Author
    RomainROCH
    When
    2mo ago
    Lines
    +592 -120
    Risk
    98%Elevated
  • 433857acadded image generation with nano banana
    Author
    Assaf Elovic
    When
    6mo ago
    Lines
    +1.5K -15
    Risk
    98%Elevated
  • a3b9b3bddocs: add comprehensive docstrings to improve coverage
    Author
    Claude
    When
    7mo ago
    Lines
    +622 -85
    Risk
    98%Elevated
  • 994245eafix(security): resolve critical path traversal vulnerability in file operations
    Author
    Your Name
    When
    1y ago
    Lines
    +541 -17
    Risk
    98%Elevated
  • d1ece30eadded mcp support to client
    Author
    Assaf Elovic
    When
    1y ago
    Lines
    +1.0K -7
    Risk
    98%Elevated
  • dfab5006Fix source_urls and add add_additional_sources
    Author
    Makesh Srinivasan
    When
    1y ago
    Lines
    +577 -0
    Risk
    98%Elevated
  • 7ad5c404cloned multi_agents folder into backend folder for easier import into backend folder
    Author
    ElishaKay
    When
    2y ago
    Lines
    +892 -1
    Risk
    98%Elevated
  • 9545e8f0Add tone selection feature to research report
    Author
    Iman Reihanian
    When
    2y ago
    Lines
    +662 -406
    Risk
    98%Elevated
  • 653e1ca1added all base files
    Author
    assafelovic
    When
    3y ago
    Lines
    +989 -0
    Risk
    98%Elevated
  • 8ef91defAdd hallucination evaluation.
    Author
    Julia Neagu
    When
    1y ago
    Lines
    +437 -0
    Risk
    98%Elevated
  • bd8be662added mcp support for frontend
    Author
    Assaf Elovic
    When
    1y ago
    Lines
    +765 -38
    Risk
    98%Elevated
  • a5c7db06added level of complexity for using mcps
    Author
    Assaf Elovic
    When
    1y ago
    Lines
    +726 -328
    Risk
    98%Elevated
  • 658c8b99react npm setup
    Author
    ElishaKay
    When
    1y ago
    Lines
    +533 -21
    Risk
    98%Elevated
  • 9eae25e4finalized MCP
    Author
    Assaf Elovic
    When
    1y ago
    Lines
    +664 -23
    Risk
    98%Elevated
  • e2edb744added base files and mcp server
    Author
    Assaf Elovic
    When
    1y ago
    Lines
    +616 -0
    Risk
    98%Elevated
  • f33fb65bAdd evaluation module with metrics
    Author
    Kelly Abbott
    When
    1y ago
    Lines
    +507 -0
    Risk
    98%Elevated
Showing 50 of 2,389 commits

How the score behaves here

Change risk →

Two views of the same model: where the cuts fall, and what commit shape lands you above them.

Score distribution

Every scored commit, binned on the raw 0 to 10 score rather than the percentile. Percentile ranks are uniform by construction, so that axis has no shape to draw. The dashed lines are the tercile cuts behind each row's priority pill.

0387typical ↑elevated ↑0.05.010.0Change-risk score →
Below typical
Typical
Elevated

Size against diffusion

The 200 most recent commits, on their own recency sample rather than the feed above: that defaults to risk-sorted, so reusing it would plot only the top tercile and call it the spread. Big and scattered is what the model penalises. Click a dot to open it.

1101001,00010,000Lines changed (log) →0.04.2Diffusion →
Below typical27
Typical44
Elevated129

Commit history for assafelovic/gpt-researcher

assafelovic/gpt-researcher has 3,077 commits in its history from 285 contributors, the first of them May 12, 2023. In the last 90 days 146 files were touched, 195 times in total, most often base.py. Every commit is scored for change risk from its size, spread and the history of the files it touches.