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repowisehkuds/rag-anything

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

104of 316 scored

104 commits sit in this repo's top risk tercile, which is 33% of the 316scored. 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 7.2 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 commits6822%Commits whose subject reads as a bug fix rather than new work.Written by an agent237%Read from commit trailers, so it counts what was declared.Change diffusion0.57bitsShannon 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 threshold7.2out 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.

Consistently other-driven across its history.

Other100%
7%of indexed commits are agent-attributed(23 of 316)
copilot (11) · claude (9) · cursor (3)

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
4f879408feat: lmstudio and uv implementation
laansdole
10mo ago+5.7K -5
99%Elevated
large diff (many lines added)
2
60f05e04improvised version
MinalMahalaShorthillsAI
1y ago+2.5K -1.6K
99%Elevated
large diff (many lines added)
3
0653b0c7Fixed Lint and formatting errors
MinalMahalaShorthillsAI
1y ago+2.6K -0
99%Elevated
large diff (many lines added)
4
a1a783b4Add batch processing and enhanced markdown features
MinalMahalaShorthillsAI
1y ago+2.8K -135
99%Elevated
large diff (many lines added)
5
a9fb942badd reproduce
zrguo
3mo ago+2.2K -3
98%Elevated
large diff (many lines added)
6
1d40425cupdate multimodal process pipeline
zrguo
1y ago+1.1K -279
98%Elevated
large diff (many lines added)
7
c0da5992Create generic Parser class, add docling as an avaliable parser
zzhtx258
1y ago+1.3K -1.4K
98%Elevated
large diff (many lines added)
8
9641d55aRAGAnything
zrguo
1y ago+2.8K -0
98%Elevated
large diff (many lines added)
9
89c81f85feat(omml): add OMML equation extraction utility for DOCX documents
Abdeltoto
3mo ago+1.1K -0
97%Elevated
large diff (many lines added)
10
b33f3bebQuery with Multimodal
zrguo
1y ago+1.2K -659
97%Elevated
large diff (many lines added)
11
23d7068aUniversal Document Support
zrguo
1y ago+1.5K -62
97%Elevated
large diff (many lines added)
12
4e9a7354process multimodal with context
zrguo
1y ago+1.2K -453
96%Elevated
large diff (many lines added)
13
55e6e1fbupdate ui
Zongwei9888
1y ago+716 -149
96%Elevated
large diff (many lines added)
14
5c07c031feat: add MiniMax provider support
octo-patch
3mo ago+633 -0
95%Elevated
large diff (many lines added)
15
91253568fix lint
zrguo
3mo ago+757 -442
95%Elevated
large diff (many lines added)
16
47ce1635feat: add vLLM backend integration
sotastack
5mo ago+611 -2
95%Elevated
large diff (many lines added)
17
710ed38ddirect content list insertion
zrguo
1y ago+895 -0
95%Elevated
large diff (many lines added)
18
a48e6100ui new3
Zongwei9888
1y ago+607 -136
95%Elevated
large diff (many lines added)
19
4430057cnew ui
Zongwei9888
1y ago+460 -283
95%Elevated
large diff (many lines added)
20
19ff6187Add README
zrguo
1y ago+791 -1
95%Elevated
large diff (many lines added)
21
91cf81b5feat: add multilingual prompt template support (closes #85)
RoomWithOutRoof
4mo ago+529 -0
93%Elevated
large diff (many lines added)
22
938ad04dfeat: add processing events and callbacks system
RoomWithOutRoof
4mo ago+506 -0
93%Elevated
large diff (many lines added)
23
385f5bb7feat: add retry and circuit breaker utilities for LLM calls
RoomWithOutRoof
4mo ago+512 -0
93%Elevated
large diff (many lines added)
24
656c4cdaMerge branch 'main' into docling
zrguo
1y ago+764 -276
93%Elevated
large diff (many lines added)
25
20a2bd6btest: expand coverage for core config, utils, and batch parser
RoomWithOutRoof
4mo ago+378 -0
92%Elevated
large diff (many lines added)
26
dfd9ec85vlm_enhanced_query
zrguo
11mo ago+514 -28
92%Elevated
large diff (many lines added)
27
efca45aepipeline update
zrguo
1y ago+413 -3
92%Elevated
large diff (many lines added)
28
feddfd48fix: always create doc_status records
DeepaliPaspule
3mo ago+315 -24
91%Elevated
large diff (many lines added)
29
14199792feat: add optional paddleocr parser support
SaqlainXoas
5mo ago+625 -42
91%Elevated
large diff (many lines added)
30
d858eabaFixed docling parser
zzhtx258
1y ago+418 -37
91%Elevated
large diff (many lines added)
31
2f52f9b4Add caching mechanism
zrguo
1y ago+331 -28
91%Elevated
large diff (many lines added)
32
de44138cAdd param to .env
zrguo
1y ago+428 -178
91%Elevated
large diff (many lines added)
33
92356488MinerU 2.0
zrguo
1y ago+532 -364
91%Elevated
large diff (many lines added)
34
514d8448feat: add Ollama integration example (closes #118)
0912078
3mo ago+284 -0
89%Elevated
large diff (many lines added)
35
3bee08d8feat(callbacks): integrate CallbackManager into RAGAnything and add thread-safe dispatch
RoomWithOutRoof
4mo ago+270 -26
89%Elevated
large diff (many lines added)
36
5e561403fix lint
zrguo
1y ago+365 -330
89%Elevated
large diff (many lines added)
37
44ea8008Fix MinerU unknown bug
zrguo
1y ago+254 -137
89%Elevated
large diff (many lines added)
38
a9a2a00eUpdate README.md
zrguo
1y ago+283 -460
89%Elevated
large diff (many lines added)
39
e1432403Preserve content list aliases in multimodal chunks
FU-max-boop
2mo ago+225 -23
87%Elevated
large diff (many lines added)
40
3e2f6429feat: add custom parser plugin system (closes #151)
RoomWithOutRoof
4mo ago+245 -3
87%Elevated
large diff (many lines added)
41
356f26a3Restrored previous version along with new features
MinalMahalaShorthillsAI
1y ago+251 -2
87%Elevated
large diff (many lines added)
42
ef094868Update RAGAnything init
zrguo
1y ago+368 -147
87%Elevated
large diff (many lines added)
43
ace72410fix lint
zrguo
1y ago+198 -143
87%Elevated
large diff (many lines added)
44
6d8357d8Fix MinerU Windows unsafe paths
acye
1mo ago+210 -33
86%Elevated
large diff (many lines added)
45
b167a574feat(processor): 为图片内容添加章节路径和邻近文本元数据支持
kunxing
2mo ago+206 -9
86%Elevated
large diff (many lines added)
46
e5a3d0cfsummary
hzywhite
11mo ago+191 -59
86%Elevated
large diff (many lines added)
47
4463e01bfeat: public media URL mapping, failure-modes doc (#207 #213 #272)
Abdeltotocursorassisted
2mo ago+255 -0
84%Elevated
large diff (many lines added)
48
56f0f2a5fix: persist multimodal completion compat state
DeepaliPaspule
3mo ago+177 -5
84%Elevated
large diff (many lines added)
49
9294439ffix(docling): address review feedback on Python-API parser
Abdeltoto
3mo ago+182 -29
84%Elevated
large diff (many lines added)
50
f72ea998refactor(parser): replace Docling CLI subprocess with Python API (closes #222)
Abdeltoto
3mo ago+159 -135
84%Elevated
large diff (many lines added)
  • 4f879408feat: lmstudio and uv implementation
    Author
    laansdole
    When
    10mo ago
    Lines
    +5.7K -5
    Risk
    99%Elevated
  • 60f05e04improvised version
    Author
    MinalMahalaShorthillsAI
    When
    1y ago
    Lines
    +2.5K -1.6K
    Risk
    99%Elevated
  • 0653b0c7Fixed Lint and formatting errors
    Author
    MinalMahalaShorthillsAI
    When
    1y ago
    Lines
    +2.6K -0
    Risk
    99%Elevated
  • a1a783b4Add batch processing and enhanced markdown features
    Author
    MinalMahalaShorthillsAI
    When
    1y ago
    Lines
    +2.8K -135
    Risk
    99%Elevated
  • a9fb942badd reproduce
    Author
    zrguo
    When
    3mo ago
    Lines
    +2.2K -3
    Risk
    98%Elevated
  • 1d40425cupdate multimodal process pipeline
    Author
    zrguo
    When
    1y ago
    Lines
    +1.1K -279
    Risk
    98%Elevated
  • c0da5992Create generic Parser class, add docling as an avaliable parser
    Author
    zzhtx258
    When
    1y ago
    Lines
    +1.3K -1.4K
    Risk
    98%Elevated
  • 9641d55aRAGAnything
    Author
    zrguo
    When
    1y ago
    Lines
    +2.8K -0
    Risk
    98%Elevated
  • 89c81f85feat(omml): add OMML equation extraction utility for DOCX documents
    Author
    Abdeltoto
    When
    3mo ago
    Lines
    +1.1K -0
    Risk
    97%Elevated
  • b33f3bebQuery with Multimodal
    Author
    zrguo
    When
    1y ago
    Lines
    +1.2K -659
    Risk
    97%Elevated
  • 23d7068aUniversal Document Support
    Author
    zrguo
    When
    1y ago
    Lines
    +1.5K -62
    Risk
    97%Elevated
  • 4e9a7354process multimodal with context
    Author
    zrguo
    When
    1y ago
    Lines
    +1.2K -453
    Risk
    96%Elevated
  • 55e6e1fbupdate ui
    Author
    Zongwei9888
    When
    1y ago
    Lines
    +716 -149
    Risk
    96%Elevated
  • 5c07c031feat: add MiniMax provider support
    Author
    octo-patch
    When
    3mo ago
    Lines
    +633 -0
    Risk
    95%Elevated
  • 91253568fix lint
    Author
    zrguo
    When
    3mo ago
    Lines
    +757 -442
    Risk
    95%Elevated
  • 47ce1635feat: add vLLM backend integration
    Author
    sotastack
    When
    5mo ago
    Lines
    +611 -2
    Risk
    95%Elevated
  • 710ed38ddirect content list insertion
    Author
    zrguo
    When
    1y ago
    Lines
    +895 -0
    Risk
    95%Elevated
  • a48e6100ui new3
    Author
    Zongwei9888
    When
    1y ago
    Lines
    +607 -136
    Risk
    95%Elevated
  • 4430057cnew ui
    Author
    Zongwei9888
    When
    1y ago
    Lines
    +460 -283
    Risk
    95%Elevated
  • 19ff6187Add README
    Author
    zrguo
    When
    1y ago
    Lines
    +791 -1
    Risk
    95%Elevated
  • 91cf81b5feat: add multilingual prompt template support (closes #85)
    Author
    RoomWithOutRoof
    When
    4mo ago
    Lines
    +529 -0
    Risk
    93%Elevated
  • 938ad04dfeat: add processing events and callbacks system
    Author
    RoomWithOutRoof
    When
    4mo ago
    Lines
    +506 -0
    Risk
    93%Elevated
  • 385f5bb7feat: add retry and circuit breaker utilities for LLM calls
    Author
    RoomWithOutRoof
    When
    4mo ago
    Lines
    +512 -0
    Risk
    93%Elevated
  • 656c4cdaMerge branch 'main' into docling
    Author
    zrguo
    When
    1y ago
    Lines
    +764 -276
    Risk
    93%Elevated
  • 20a2bd6btest: expand coverage for core config, utils, and batch parser
    Author
    RoomWithOutRoof
    When
    4mo ago
    Lines
    +378 -0
    Risk
    92%Elevated
  • dfd9ec85vlm_enhanced_query
    Author
    zrguo
    When
    11mo ago
    Lines
    +514 -28
    Risk
    92%Elevated
  • efca45aepipeline update
    Author
    zrguo
    When
    1y ago
    Lines
    +413 -3
    Risk
    92%Elevated
  • feddfd48fix: always create doc_status records
    Author
    DeepaliPaspule
    When
    3mo ago
    Lines
    +315 -24
    Risk
    91%Elevated
  • 14199792feat: add optional paddleocr parser support
    Author
    SaqlainXoas
    When
    5mo ago
    Lines
    +625 -42
    Risk
    91%Elevated
  • d858eabaFixed docling parser
    Author
    zzhtx258
    When
    1y ago
    Lines
    +418 -37
    Risk
    91%Elevated
  • 2f52f9b4Add caching mechanism
    Author
    zrguo
    When
    1y ago
    Lines
    +331 -28
    Risk
    91%Elevated
  • de44138cAdd param to .env
    Author
    zrguo
    When
    1y ago
    Lines
    +428 -178
    Risk
    91%Elevated
  • 92356488MinerU 2.0
    Author
    zrguo
    When
    1y ago
    Lines
    +532 -364
    Risk
    91%Elevated
  • 514d8448feat: add Ollama integration example (closes #118)
    Author
    0912078
    When
    3mo ago
    Lines
    +284 -0
    Risk
    89%Elevated
  • 3bee08d8feat(callbacks): integrate CallbackManager into RAGAnything and add thread-safe dispatch
    Author
    RoomWithOutRoof
    When
    4mo ago
    Lines
    +270 -26
    Risk
    89%Elevated
  • 5e561403fix lint
    Author
    zrguo
    When
    1y ago
    Lines
    +365 -330
    Risk
    89%Elevated
  • 44ea8008Fix MinerU unknown bug
    Author
    zrguo
    When
    1y ago
    Lines
    +254 -137
    Risk
    89%Elevated
  • a9a2a00eUpdate README.md
    Author
    zrguo
    When
    1y ago
    Lines
    +283 -460
    Risk
    89%Elevated
  • e1432403Preserve content list aliases in multimodal chunks
    Author
    FU-max-boop
    When
    2mo ago
    Lines
    +225 -23
    Risk
    87%Elevated
  • 3e2f6429feat: add custom parser plugin system (closes #151)
    Author
    RoomWithOutRoof
    When
    4mo ago
    Lines
    +245 -3
    Risk
    87%Elevated
  • 356f26a3Restrored previous version along with new features
    Author
    MinalMahalaShorthillsAI
    When
    1y ago
    Lines
    +251 -2
    Risk
    87%Elevated
  • ef094868Update RAGAnything init
    Author
    zrguo
    When
    1y ago
    Lines
    +368 -147
    Risk
    87%Elevated
  • ace72410fix lint
    Author
    zrguo
    When
    1y ago
    Lines
    +198 -143
    Risk
    87%Elevated
  • 6d8357d8Fix MinerU Windows unsafe paths
    Author
    acye
    When
    1mo ago
    Lines
    +210 -33
    Risk
    86%Elevated
  • b167a574feat(processor): 为图片内容添加章节路径和邻近文本元数据支持
    Author
    kunxing
    When
    2mo ago
    Lines
    +206 -9
    Risk
    86%Elevated
  • e5a3d0cfsummary
    Author
    hzywhite
    When
    11mo ago
    Lines
    +191 -59
    Risk
    86%Elevated
  • 4463e01bfeat: public media URL mapping, failure-modes doc (#207 #213 #272)
    Author
    Abdeltoto
    When
    2mo ago
    Lines
    +255 -0
    Risk
    84%Elevated
  • 56f0f2a5fix: persist multimodal completion compat state
    Author
    DeepaliPaspule
    When
    3mo ago
    Lines
    +177 -5
    Risk
    84%Elevated
  • 9294439ffix(docling): address review feedback on Python-API parser
    Author
    Abdeltoto
    When
    3mo ago
    Lines
    +182 -29
    Risk
    84%Elevated
  • f72ea998refactor(parser): replace Docling CLI subprocess with Python API (closes #222)
    Author
    Abdeltoto
    When
    3mo ago
    Lines
    +159 -135
    Risk
    84%Elevated
Showing 50 of 316 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.

037typical ↑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.

1101001,000Lines changed (log) →0.02.4Diffusion →
Below typical56
Typical83
Elevated61

Commit history for hkuds/rag-anything

Repowise tracks change history across 59 files in hkuds/rag-anything. In the last 90 days 46 files were touched, 128 times in total, most often parser.py. Every commit is scored for change risk from its size, spread and the history of the files it touches.