1d3f5e9c86
fix: 10 reliability and observability fixes for trading pipeline
...
invoke_structured() catches ValidationError with safe defaults, ticker validation
(empty/length), 60s per-LLM-call timeout, event buffer capped at 5000, recursion
limit 50→25, tier 2 low-confidence DataFlags, tier 3 upstream confidence checks,
heartbeat JSON every 15s, data source attribution in all prompts, structured logging
replaces print()
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
2026-03-10 21:08:01 +00:00
84f7894768
feat: switch stock data to Alpaca Markets API with yfinance fallback
...
Alpaca provides 10k calls/min free with 7yr history via IEX feed.
Hybrid approach: Alpaca for price bars, snapshots, sector ETF perf,
and moving averages; yfinance for fundamentals (PE, margins, 13F).
- Add alpaca_data.py: bars, snapshots, MAs, sector ETF perf, news
- Update get_macro_indicators: sector ETF performance via Alpaca
- Update get_sector_rotation: compute relative strength vs SPY
- Update entry timing node: Alpaca MAs from actual bar data
- Add alpaca-py to requirements.txt
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
2026-03-09 22:23:58 +00:00
5e8c81e738
fix: 6 audit issues — missing await, regime range, pct_out scaling, ticker validation, dead code, flag merge
...
1. app.py: await _update_in_progress (coroutine was silently dropped)
2. models.py + tier1.py: regime_score_adjustment range ±2→±10 (was negligible on 0-100 scale)
3. y_finance.py: pct_out * 100 (was fraction, displayed as percent)
4. app.py: ticker validation accepts dots/hyphens (BRK.B, BF-B)
5. portfolio.py: wire _fetch_peer_basics into theme substitution (was dead code)
6. setup.py: accumulate global_flags across parallel agents (dict.update was dropping them)
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
2026-03-09 21:56:38 +00:00
ee80a42971
feat: add regime awareness, smart-money tracking, theme substitution & position replacement
...
- MacroRegimeOutput: risk_appetite, liquidity_regime, regime_score_adjustment (-2 to +2)
- InstitutionalFlowOutput: 13F holders, insider transactions, short interest trend, smart_money_signal
- Scoring node applies regime adjustment to master score
- Theme Substitution Engine: identifies best expression of theme, ranks peers, flags overlap
- Position Replacement Agent: compares candidate to theme alternatives, flags replacements
- Pipeline: Scoring → Portfolio Analysis → Debate → Decision
- Final decision narrative includes theme context and replacement flags
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
2026-03-09 21:46:03 +00:00
7ad9e1d1ce
feat: rebuild as structured Pydantic equity ranking engine
...
Replace generic LLM debate system with a tiered, macro-aware equity
ranking pipeline where every agent returns Pydantic structured output
and scoring is deterministic Python — no prose drives downstream decisions.
Architecture: Validation → Tier 1 (Macro+Liquidity parallel) →
Tier 2 (8 agents parallel) → Scoring (Archetype+MasterScore) →
Tier 3 (Bull/Bear debate + Risk + FinalDecision) → END
Master Score: 25% business_quality + 20% macro + 15% institutional_flow
+ 10% valuation + 10% entry_timing + 10% earnings_revisions + 5% backlog
+ 5% crowding. Hard veto gates, confidence penalties, position role
assignment all computed deterministically.
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
2026-03-09 21:30:46 +00:00
24c90bdd5d
Fix crash when LLM requests unsupported indicator (e.g. vwap)
...
Return error message to LLM instead of crashing the pipeline.
Also list supported indicators in the tool docstring.
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
2026-03-05 17:51:20 +00:00
b06936f420
fix: improve data vendor implementations and tool signatures
...
- Add get_global_news for Alpha Vantage
- Fix get_insider_transactions signature (remove unused curr_date param)
- Remove unnecessary default params from API calls (sort, limit, tab)
2026-02-03 22:27:20 +00:00
50961b2477
refactor: rename risky/safe agents to aggressive/conservative
2026-02-03 22:27:20 +00:00
d4dadb82fc
feat: add multi-provider LLM support with thinking configurations
...
Models added:
- OpenAI: GPT-5.2, GPT-5.1, GPT-5, GPT-5 Mini, GPT-5 Nano, GPT-4.1
- Anthropic: Claude Opus 4.5/4.1, Claude Sonnet 4.5/4, Claude Haiku 4.5
- Google: Gemini 3 Pro/Flash, Gemini 2.5 Flash/Flash Lite
- xAI: Grok 4, Grok 4.1 Fast (Reasoning/Non-Reasoning)
Configs updated:
- Add unified thinking_level for Gemini (maps to thinking_level for Gemini 3,
thinking_budget for Gemini 2.5; handles Pro's lack of "minimal" support)
- Add OpenAI reasoning_effort configuration
- Add NormalizedChatGoogleGenerativeAI for consistent response handling
Fixes:
- Fix Bull/Bear researcher display truncation
- Replace ChromaDB with BM25 for memory retrieval
2026-02-03 22:27:20 +00:00
86bc0e793f
minor fix
2025-09-27 00:04:59 +08:00
8b04ec307f
minor fix
2025-09-26 23:25:33 +08:00
0ab323c2c6
Add Alpha Vantage API integration as primary data provider
...
- Replace FinnHub with Alpha Vantage API in README documentation
- Implement comprehensive Alpha Vantage modules:
- Stock data (daily OHLCV with date filtering)
- Technical indicators (SMA, EMA, MACD, RSI, Bollinger Bands, ATR)
- Fundamental data (overview, balance sheet, cashflow, income statement)
- News and sentiment data with insider transactions
- Update news analyst tools to use ticker-based news search
- Integrate Alpha Vantage vendor methods into interface routing
- Maintain backward compatibility with existing vendor system
🤖 Generated with [Claude Code](https://claude.ai/code )
Co-Authored-By: Claude <noreply@anthropic.com>
2025-09-26 22:57:50 +08:00
a6734d71bc
WIP
2025-09-26 16:17:50 +08:00
f704828f89
Fix: Prevent infinite loops, enable reflection, and improve logging
2025-07-03 17:43:40 +05:00
43aa9c5d09
Local Ollama ( #53 )
...
- Fix typo 'Start' 'End'
- Add llama3.1 selection
- Use 'quick_think_llm' model instead of hard-coding GPT
2025-06-26 00:27:01 -04:00
26c5ba5a78
Revert "Docker support and Ollama support ( #47 )" ( #57 )
...
This reverts commit 78ea029a0b
2025-06-26 00:07:58 -04:00
78ea029a0b
Docker support and Ollama support ( #47 )
...
- Added support for running CLI and Ollama server via Docker
- Introduced tests for local embeddings model and standalone Docker setup
- Enabled conditional Ollama server launch via LLM_PROVIDER
2025-06-25 23:57:05 -04:00
b575bd0941
Merge pull request #52 from TauricResearch/dev
...
Merge dev into main. Add support for Anthropic and OpenRouter.
2025-06-23 20:38:14 -04:00
52284ce13c
fixed anthropic support. Anthropic has different format of response when it has tool calls. Explicit handling added
2025-06-21 12:51:34 -07:00
c2f897fc67
Merge pull request #43 from AtharvSabde/patch-1
...
fundamentals_analyst.py (spelling mistake in instruction: Makrdown -> Markdown)
2025-06-19 15:05:08 -04:00
2af7ef3d79
fundamentals_analyst.py(spelling mistake.markdown)
2025-06-19 21:48:16 +05:30
7eaf4d995f
update clear msg bc anthropic needs at least 1 msg in chat call
2025-06-15 23:14:47 -07:00
da84ef43aa
main works, cli bugs
2025-06-15 22:20:59 -07:00
99789f9cd1
Add 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
2025-06-11 14:19:25 +02:00
cc97cb6d5d
chore(release): v0.1.0 – initial public release of TradingAgents
2025-06-05 04:27:57 -07:00
dtarkent2-sys
Yijia Xiao
luohy15
mirza-samad-ahmed-baig
Max Wong
Yijia Xiao
Geeta Chauhan
Edward Sun
Atharv Sabde
maxer137