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repowisetauricresearch/tradingagents

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

59of 177 scored

59 commits sit in this repo's top risk tercile, which is 33% of the 177scored. 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 7.1 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 commits5531%Commits whose subject reads as a bug fix rather than new work.Written by an agent85%Read from commit trailers, so it counts what was declared.Change diffusion1.04bitsShannon 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 threshold7.1out 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%
5%of indexed commits are agent-attributed(8 of 177)
claude (8)

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
da84ef43main works, cli bugs
Edward Sun
1y ago+5.6K -49
99%Elevated
more lines added than baseline
2
cc97cb6dchore(release): v0.1.0 – initial public release of TradingAgents
Yijia-Xiao
1y ago+5.2K -537
99%Elevated
more lines added than baseline
3
78ea029aDocker support and Ollama support (#47)
Geeta Chauhan
1y ago+2.1K -19
99%Elevated
more lines added than baseline
4
6abc768cfeat: replace per-agent BM25 memory with persistent append-only decision log
Zhigong Liuclaudeassisted
3mo ago+1.1K -353
98%Elevated
more lines added than baseline
5
a6734d71WIP
luohy15
10mo ago+1.3K -1.4K
98%Elevated
more lines added than baseline
6
c850ddf1Brief version
Yijia-Xiao
1y ago+579 -129
97%Elevated
more lines added than baseline
7
bba14779feat: structured-output Trader and Research Manager (#434, finishes the trio)
Yijia-Xiao
3mo ago+519 -69
96%Elevated
more lines added than baseline
8
0ab323c2Add Alpha Vantage API integration as primary data provider
luohy15claudeagent
10mo ago+519 -19
96%Elevated
more lines added than baseline
9
1ff3f07afix: support commodity/forex/crypto tickers and never invent prices (#781)
Yijia-Xiao
1mo ago+460 -53
94%Elevated
more lines added than baseline
10
0fcf1362feat(agents): rename to sentiment_analyst; integrate StockTwits + Reddit
Yijia-Xiao
2mo ago+401 -54
94%Elevated
more lines added than baseline
11
0fda2451feat: structured-output Portfolio Manager + 5-tier rating consistency (#434)
Yijia-Xiao
3mo ago+397 -85
94%Elevated
more lines added than baseline
12
d4dadb82feat: add multi-provider LLM support with thinking configurations
Yijia Xiao
5mo ago+647 -966
94%Elevated
more lines added than baseline
13
79051580feat: add multi-provider LLM support with factory pattern
Yijia Xiao
5mo ago+328 -15
94%Elevated
more lines added than baseline
14
c2fa046aTradingAgents-AI
Yijia-Xiao
1y ago+460 -0
94%Elevated
more lines added than baseline
15
22bb91bdfix(llm): structured output for DeepSeek V4 and reasoner
Yijia-Xiao
2mo ago+307 -58
92%Elevated
more lines added than baseline
16
7c37249fchore: release v0.2.4 — structured agents, checkpoint, memory log, providers
Yijia-Xiao
3mo ago+562 -2
92%Elevated
more lines added than baseline
17
c07dcf02added fallbacks for tools
Edward Sun
9mo ago+218 -20
91%Elevated
more lines added than baseline
18
e80636fcfeat(sentiment): structured output for the Sentiment Analyst
Yijia-Xiao
1mo ago+259 -21
89%Elevated
more lines added than baseline
19
d7b40a2afix(graph): resolve instrument identity to stop wrong-company hallucination
Yijia-Xiao
1mo ago+390 -44
89%Elevated
more lines added than baseline
20
9f7abfcbfeat(cli): detect missing provider API keys and persist to .env
Yijia-Xiao
2mo ago+261 -24
89%Elevated
more lines added than baseline
21
7e9e7b83feat: DeepSeek V4 thinking-mode round-trip via DeepSeekChatOpenAI subclass
Yijia-Xiao
2mo ago+262 -17
89%Elevated
more lines added than baseline
22
4cbd4b08feat: add LangGraph checkpoint resume for crash recovery (#594)
Yijia-Xiao
3mo ago+349 -21
89%Elevated
more lines added than baseline
23
2d2c9e6dadd analyst execution planning and timing hooks
CadeYu
4mo ago+257 -53
89%Elevated
more lines added than baseline
24
3543e539fix(dataflows): fall back to Reddit RSS search when JSON 403s
Yijia-Xiao
1mo ago+228 -25
86%Elevated
more lines added than baseline
25
aba1880cchore: update .gitignore to official Python template
Yijia Xiao
5mo ago+213 -8
86%Elevated
more lines added than baseline
26
93b87d51fix: analyst status tracking and message deduplication
Yijia Xiao
5mo ago+184 -234
86%Elevated
more lines added than baseline
27
54cdb146feat: add footer statistics tracking with LangChain callbacks
Yijia Xiao
5mo ago+277 -112
86%Elevated
more lines added than baseline
28
47cbb321feat(market): verified market-data snapshot to ground numeric claims
Yijia-Xiao
1mo ago+232 -1
84%Elevated
more lines added than baseline
29
8793336dsync model validation with cli catalog
CadeYu
4mo ago+192 -125
84%Elevated
more lines added than baseline
30
2e67782ffeat(cli): skip interactive LLM selection when configured via environment (#873)
Yijia-Xiao
1mo ago+206 -49
83%Elevated
more lines added than baseline
31
224941d8feat: add post-analysis report saving and fix display truncation
Yijia Xiao
5mo ago+157 -174
83%Elevated
more lines added than baseline
32
f10daa28feat(ollama): OLLAMA_BASE_URL end-to-end with endpoint confirmation
Yijia-Xiao
2mo ago+230 -8
82%Elevated
more lines added than baseline
33
e1316686fix(llm): MiniMax integration polish vs official docs
Yijia-Xiao
2mo ago+172 -14
82%Elevated
more lines added than baseline
34
78d063dcfeat(reflection): configurable alpha benchmark for non-US tickers
Yijia-Xiao
2mo ago+151 -15
81%Elevated
more lines added than baseline
35
d13e9b79feat(config): TRADINGAGENTS_* env-var overlay for DEFAULT_CONFIG
Yijia-Xiao
2mo ago+176 -25
81%Elevated
more lines added than baseline
36
e1113880fix: prevent look-ahead bias in backtesting data fetchers (#475)
Yijia-Xiao
4mo ago+108 -142
81%Elevated
more lines added than baseline
37
e7ec9800feat: add analysis-only crypto asset mode
CadeYu
3mo ago+141 -19
79%Elevated
more lines added than baseline
38
b0f60582feat: add DeepSeek, Qwen, GLM, and Azure OpenAI provider support
Yijia-Xiao
3mo ago+163 -61
79%Elevated
more lines added than baseline
39
7bb2941boptimized yfin fetching to be much faster
Edward Sun
9mo ago+130 -10
79%Elevated
more lines added than baseline
40
2e8a02e8Layout
Yijia-Xiao
1y ago+99 -111
79%Elevated
more lines added than baseline
41
8b7b5b9cLayout
Yijia-Xiao
1y ago+93 -115
77%Elevated
more lines added than baseline
42
db9f63faCitations
Yijia-Xiao
1y ago+94 -58
77%Elevated
more lines added than baseline
43
99789f9cAdd support for other backends, such as OpenRouter and olama This aims to offer alternative OpenAI capable api's. This offers people to experiment with running the application locally
maxer137
1y ago+110 -41
76%Elevated
more lines added than baseline
44
61522e10fix(llm): skip Anthropic effort kwarg on non-supporting models (#831)
Yijia-Xiao
2mo ago+106 -2
75%Elevated
more lines added than baseline
45
08bfe70afix: preserve exchange-qualified tickers across agent prompts
CadeYu
4mo ago+91 -24
75%Elevated
more lines added than baseline
46
faaeebacfeat(cli): collapse regional duplicates; refresh Qwen catalog
Yijia-Xiao
2mo ago+92 -15
74%Elevated
more lines added than baseline
47
2c97bad4fix(security): validate ticker before using as path component (#618)
Yijia-Xiao
2mo ago+103 -4
74%Elevated
more lines added than baseline
48
50961b24refactor: rename risky/safe agents to aggressive/conservative
Yijia Xiao
5mo ago+99 -99
74%Elevated
more lines added than baseline
49
10c136f4feat: add Docker support for cross-platform deployment
Yijia-Xiao
3mo ago+89 -0
72%Elevated
more lines added than baseline
50
c252bbb1Brief
Yijia-Xiao
1y ago+73 -87
72%Elevated
more lines added than baseline
  • da84ef43main works, cli bugs
    Author
    Edward Sun
    When
    1y ago
    Lines
    +5.6K -49
    Risk
    99%Elevated
  • cc97cb6dchore(release): v0.1.0 – initial public release of TradingAgents
    Author
    Yijia-Xiao
    When
    1y ago
    Lines
    +5.2K -537
    Risk
    99%Elevated
  • 78ea029aDocker support and Ollama support (#47)
    Author
    Geeta Chauhan
    When
    1y ago
    Lines
    +2.1K -19
    Risk
    99%Elevated
  • 6abc768cfeat: replace per-agent BM25 memory with persistent append-only decision log
    Author
    Zhigong Liu
    When
    3mo ago
    Lines
    +1.1K -353
    Risk
    98%Elevated
  • a6734d71WIP
    Author
    luohy15
    When
    10mo ago
    Lines
    +1.3K -1.4K
    Risk
    98%Elevated
  • c850ddf1Brief version
    Author
    Yijia-Xiao
    When
    1y ago
    Lines
    +579 -129
    Risk
    97%Elevated
  • bba14779feat: structured-output Trader and Research Manager (#434, finishes the trio)
    Author
    Yijia-Xiao
    When
    3mo ago
    Lines
    +519 -69
    Risk
    96%Elevated
  • 0ab323c2Add Alpha Vantage API integration as primary data provider
    Author
    luohy15
    When
    10mo ago
    Lines
    +519 -19
    Risk
    96%Elevated
  • 1ff3f07afix: support commodity/forex/crypto tickers and never invent prices (#781)
    Author
    Yijia-Xiao
    When
    1mo ago
    Lines
    +460 -53
    Risk
    94%Elevated
  • 0fcf1362feat(agents): rename to sentiment_analyst; integrate StockTwits + Reddit
    Author
    Yijia-Xiao
    When
    2mo ago
    Lines
    +401 -54
    Risk
    94%Elevated
  • 0fda2451feat: structured-output Portfolio Manager + 5-tier rating consistency (#434)
    Author
    Yijia-Xiao
    When
    3mo ago
    Lines
    +397 -85
    Risk
    94%Elevated
  • d4dadb82feat: add multi-provider LLM support with thinking configurations
    Author
    Yijia Xiao
    When
    5mo ago
    Lines
    +647 -966
    Risk
    94%Elevated
  • 79051580feat: add multi-provider LLM support with factory pattern
    Author
    Yijia Xiao
    When
    5mo ago
    Lines
    +328 -15
    Risk
    94%Elevated
  • c2fa046aTradingAgents-AI
    Author
    Yijia-Xiao
    When
    1y ago
    Lines
    +460 -0
    Risk
    94%Elevated
  • 22bb91bdfix(llm): structured output for DeepSeek V4 and reasoner
    Author
    Yijia-Xiao
    When
    2mo ago
    Lines
    +307 -58
    Risk
    92%Elevated
  • 7c37249fchore: release v0.2.4 — structured agents, checkpoint, memory log, providers
    Author
    Yijia-Xiao
    When
    3mo ago
    Lines
    +562 -2
    Risk
    92%Elevated
  • c07dcf02added fallbacks for tools
    Author
    Edward Sun
    When
    9mo ago
    Lines
    +218 -20
    Risk
    91%Elevated
  • e80636fcfeat(sentiment): structured output for the Sentiment Analyst
    Author
    Yijia-Xiao
    When
    1mo ago
    Lines
    +259 -21
    Risk
    89%Elevated
  • d7b40a2afix(graph): resolve instrument identity to stop wrong-company hallucination
    Author
    Yijia-Xiao
    When
    1mo ago
    Lines
    +390 -44
    Risk
    89%Elevated
  • 9f7abfcbfeat(cli): detect missing provider API keys and persist to .env
    Author
    Yijia-Xiao
    When
    2mo ago
    Lines
    +261 -24
    Risk
    89%Elevated
  • 7e9e7b83feat: DeepSeek V4 thinking-mode round-trip via DeepSeekChatOpenAI subclass
    Author
    Yijia-Xiao
    When
    2mo ago
    Lines
    +262 -17
    Risk
    89%Elevated
  • 4cbd4b08feat: add LangGraph checkpoint resume for crash recovery (#594)
    Author
    Yijia-Xiao
    When
    3mo ago
    Lines
    +349 -21
    Risk
    89%Elevated
  • 2d2c9e6dadd analyst execution planning and timing hooks
    Author
    CadeYu
    When
    4mo ago
    Lines
    +257 -53
    Risk
    89%Elevated
  • 3543e539fix(dataflows): fall back to Reddit RSS search when JSON 403s
    Author
    Yijia-Xiao
    When
    1mo ago
    Lines
    +228 -25
    Risk
    86%Elevated
  • aba1880cchore: update .gitignore to official Python template
    Author
    Yijia Xiao
    When
    5mo ago
    Lines
    +213 -8
    Risk
    86%Elevated
  • 93b87d51fix: analyst status tracking and message deduplication
    Author
    Yijia Xiao
    When
    5mo ago
    Lines
    +184 -234
    Risk
    86%Elevated
  • 54cdb146feat: add footer statistics tracking with LangChain callbacks
    Author
    Yijia Xiao
    When
    5mo ago
    Lines
    +277 -112
    Risk
    86%Elevated
  • 47cbb321feat(market): verified market-data snapshot to ground numeric claims
    Author
    Yijia-Xiao
    When
    1mo ago
    Lines
    +232 -1
    Risk
    84%Elevated
  • 8793336dsync model validation with cli catalog
    Author
    CadeYu
    When
    4mo ago
    Lines
    +192 -125
    Risk
    84%Elevated
  • 2e67782ffeat(cli): skip interactive LLM selection when configured via environment (#873)
    Author
    Yijia-Xiao
    When
    1mo ago
    Lines
    +206 -49
    Risk
    83%Elevated
  • 224941d8feat: add post-analysis report saving and fix display truncation
    Author
    Yijia Xiao
    When
    5mo ago
    Lines
    +157 -174
    Risk
    83%Elevated
  • f10daa28feat(ollama): OLLAMA_BASE_URL end-to-end with endpoint confirmation
    Author
    Yijia-Xiao
    When
    2mo ago
    Lines
    +230 -8
    Risk
    82%Elevated
  • e1316686fix(llm): MiniMax integration polish vs official docs
    Author
    Yijia-Xiao
    When
    2mo ago
    Lines
    +172 -14
    Risk
    82%Elevated
  • 78d063dcfeat(reflection): configurable alpha benchmark for non-US tickers
    Author
    Yijia-Xiao
    When
    2mo ago
    Lines
    +151 -15
    Risk
    81%Elevated
  • d13e9b79feat(config): TRADINGAGENTS_* env-var overlay for DEFAULT_CONFIG
    Author
    Yijia-Xiao
    When
    2mo ago
    Lines
    +176 -25
    Risk
    81%Elevated
  • e1113880fix: prevent look-ahead bias in backtesting data fetchers (#475)
    Author
    Yijia-Xiao
    When
    4mo ago
    Lines
    +108 -142
    Risk
    81%Elevated
  • e7ec9800feat: add analysis-only crypto asset mode
    Author
    CadeYu
    When
    3mo ago
    Lines
    +141 -19
    Risk
    79%Elevated
  • b0f60582feat: add DeepSeek, Qwen, GLM, and Azure OpenAI provider support
    Author
    Yijia-Xiao
    When
    3mo ago
    Lines
    +163 -61
    Risk
    79%Elevated
  • 7bb2941boptimized yfin fetching to be much faster
    Author
    Edward Sun
    When
    9mo ago
    Lines
    +130 -10
    Risk
    79%Elevated
  • 2e8a02e8Layout
    Author
    Yijia-Xiao
    When
    1y ago
    Lines
    +99 -111
    Risk
    79%Elevated
  • 8b7b5b9cLayout
    Author
    Yijia-Xiao
    When
    1y ago
    Lines
    +93 -115
    Risk
    77%Elevated
  • db9f63faCitations
    Author
    Yijia-Xiao
    When
    1y ago
    Lines
    +94 -58
    Risk
    77%Elevated
  • 99789f9cAdd support for other backends, such as OpenRouter and olama This aims to offer alternative OpenAI capable api's. This offers people to experiment with running the application locally
    Author
    maxer137
    When
    1y ago
    Lines
    +110 -41
    Risk
    76%Elevated
  • 61522e10fix(llm): skip Anthropic effort kwarg on non-supporting models (#831)
    Author
    Yijia-Xiao
    When
    2mo ago
    Lines
    +106 -2
    Risk
    75%Elevated
  • 08bfe70afix: preserve exchange-qualified tickers across agent prompts
    Author
    CadeYu
    When
    4mo ago
    Lines
    +91 -24
    Risk
    75%Elevated
  • faaeebacfeat(cli): collapse regional duplicates; refresh Qwen catalog
    Author
    Yijia-Xiao
    When
    2mo ago
    Lines
    +92 -15
    Risk
    74%Elevated
  • 2c97bad4fix(security): validate ticker before using as path component (#618)
    Author
    Yijia-Xiao
    When
    2mo ago
    Lines
    +103 -4
    Risk
    74%Elevated
  • 50961b24refactor: rename risky/safe agents to aggressive/conservative
    Author
    Yijia Xiao
    When
    5mo ago
    Lines
    +99 -99
    Risk
    74%Elevated
  • 10c136f4feat: add Docker support for cross-platform deployment
    Author
    Yijia-Xiao
    When
    3mo ago
    Lines
    +89 -0
    Risk
    72%Elevated
  • c252bbb1Brief
    Author
    Yijia-Xiao
    When
    1y ago
    Lines
    +73 -87
    Risk
    72%Elevated
Showing 50 of 177 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.

016typical ↑elevated ↑0.05.010.0Change-risk score →
Below typical
Typical
Elevated

Size against diffusion

The 177 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) →0.04.5Diffusion →
Below typical58
Typical60
Elevated59

Commit history for tauricresearch/tradingagents

Repowise tracks change history across 102 files in tauricresearch/tradingagents. In the last 90 days 89 files were touched, 361 times in total, most often main.py. Every commit is scored for change risk from its size, spread and the history of the files it touches.