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repowise2233admin/ai-engineering-toolkit

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

6of 17 scored

6 commits sit in this repo's top risk tercile, which is 35% of the 17scored. 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 6.0 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 commits00%Commits whose subject reads as a bug fix rather than new work.Change diffusion0.03bitsShannon 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 threshold6.0out 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 docs-led, now leaning feature.

Feature18%
Docs71%
Other12%

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
deedfe34Codespaces Update README.md
Charan
1y ago+216 -1
97%Elevated
more lines added than baseline
2
407ac360Update README 2.md
Charan
1y ago+132 -85
91%Elevated
more lines added than baseline
3
b83f6aaeUpdate README Revised.md
Charan
1y ago+112 -119
85%Elevated
more lines added than baseline
4
19494edfUpdate README 8.md
Charan
1y ago+106 -2
79%Elevated
more lines added than baseline
5
deb056e4update README.md
Sumanth077
1y ago+92 -107
74%Elevated
more lines added than baseline
6
2ef0fa99Update README 5 .md
Charan
1y ago+27 -7
68%Elevated
more lines added than baseline
7
c0410ef2Update README .md
Charan
1y ago+20 -7
62%Typical
more lines added than baseline
8
4b6eb065feat: add Langfuse, Helicone, OpenLLMetry, Mem0, Dify, Mirascope, Instructor, Outlines, Guidance + Structured Generation section
cyberholics
3mo ago+15 -0
56%Typical
more lines added than baseline
9
a69fe40badd tools
baranylcn
1y ago+7 -0
50%Typical
fewer lines added than baseline
10
e37a87f7Update README.md
Charan
10mo ago+7 -0
44%Typical
fewer lines added than baseline
11
9429928bdocs:Add crawl4AI, Groq , Openrouter, and RASA to relevant sections
Aniket
11mo ago+5 -0
38%Typical
fewer lines added than baseline
12
1d548abfupdate tools
Sumanth
9mo ago+2 -74
32%Below typical
fewer lines added than baseline
13
db69ebbbUpdate README.md
ibrahim khadraoui
1y ago+1 -0
18%Below typical
fewer lines added than baseline
14
ca8cf803Add Google's ADK to Agent Frameworks
Muhammad Ramzan
1y ago+1 -0
18%Below typical
fewer lines added than baseline
15
04c7478bUpdate README.md
Sumanth
1y ago+1 -7
18%Below typical
fewer lines added than baseline
16
c3ff4726Initial commit
Sumanth
1y ago+1 -0
18%Below typical
fewer lines added than baseline
17
3c084b4cUpdate tools list in README.md
Sumanth
9mo ago+1 -3
3%Below typical
fewer lines added than baseline
  • deedfe34Codespaces Update README.md
    Author
    Charan
    When
    1y ago
    Lines
    +216 -1
    Risk
    97%Elevated
  • 407ac360Update README 2.md
    Author
    Charan
    When
    1y ago
    Lines
    +132 -85
    Risk
    91%Elevated
  • b83f6aaeUpdate README Revised.md
    Author
    Charan
    When
    1y ago
    Lines
    +112 -119
    Risk
    85%Elevated
  • 19494edfUpdate README 8.md
    Author
    Charan
    When
    1y ago
    Lines
    +106 -2
    Risk
    79%Elevated
  • deb056e4update README.md
    Author
    Sumanth077
    When
    1y ago
    Lines
    +92 -107
    Risk
    74%Elevated
  • 2ef0fa99Update README 5 .md
    Author
    Charan
    When
    1y ago
    Lines
    +27 -7
    Risk
    68%Elevated
  • c0410ef2Update README .md
    Author
    Charan
    When
    1y ago
    Lines
    +20 -7
    Risk
    62%Typical
  • 4b6eb065feat: add Langfuse, Helicone, OpenLLMetry, Mem0, Dify, Mirascope, Instructor, Outlines, Guidance + Structured Generation section
    Author
    cyberholics
    When
    3mo ago
    Lines
    +15 -0
    Risk
    56%Typical
  • a69fe40badd tools
    Author
    baranylcn
    When
    1y ago
    Lines
    +7 -0
    Risk
    50%Typical
  • e37a87f7Update README.md
    Author
    Charan
    When
    10mo ago
    Lines
    +7 -0
    Risk
    44%Typical
  • 9429928bdocs:Add crawl4AI, Groq , Openrouter, and RASA to relevant sections
    Author
    Aniket
    When
    11mo ago
    Lines
    +5 -0
    Risk
    38%Typical
  • 1d548abfupdate tools
    Author
    Sumanth
    When
    9mo ago
    Lines
    +2 -74
    Risk
    32%Below typical
  • db69ebbbUpdate README.md
    Author
    ibrahim khadraoui
    When
    1y ago
    Lines
    +1 -0
    Risk
    18%Below typical
  • ca8cf803Add Google's ADK to Agent Frameworks
    Author
    Muhammad Ramzan
    When
    1y ago
    Lines
    +1 -0
    Risk
    18%Below typical
  • 04c7478bUpdate README.md
    Author
    Sumanth
    When
    1y ago
    Lines
    +1 -7
    Risk
    18%Below typical
  • c3ff4726Initial commit
    Author
    Sumanth
    When
    1y ago
    Lines
    +1 -0
    Risk
    18%Below typical
  • 3c084b4cUpdate tools list in README.md
    Author
    Sumanth
    When
    9mo ago
    Lines
    +1 -3
    Risk
    3%Below typical
Showing 17 of 17 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.

05typical ↑elevated ↑0.04.59.0Change-risk score →
Below typical
Typical
Elevated

Size against diffusion

The 17 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.

110100Lines changed (log) →0.01.0Diffusion →
Below typical6
Typical5
Elevated6

Commit history for 2233admin/ai-engineering-toolkit

Repowise has not indexed the change history of 2233admin/ai-engineering-toolkit. Every commit is scored for change risk from its size, spread and the history of the files it touches.