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MonkeyJeremy/data-analyst-agent

Conversational Data Analyst AI Agent — upload CSV/Excel, ask questions in natural language, get answers backed by real Python execution and charts.

Python GitHub ↗
★ 0
stars
75
AI relevance
50
solo dev
0
tool sigs

SUMMARY AI summary by gpt-5-mini

Data Analyst Agentは、CSV/Excel/JSON/SQLiteファイルやSQLAlchemy対応のライブDBへ接続し、自然言語でデータに問いかけると実際にPython(pandas)やSQLを実行して根拠ある回答を返す会話型データ分析エージェントです。対象はデータアナリスト、プロダクト担当、非専門のビジネスユーザーなどデータ探索や簡易分析を行いたい人。主な機能は自然言語Q&A(有界ReActループ)、実行可能コードによる集計と可視化(Plotly/Matplotlib)、自動EDA(分布・相関・欠損・外れ値・歪度)、テキスト列の検出と感情/トピック分類(ネストしたLLM呼び出し)、多形式アップロード、レイアウト検出、SQLモード(SELECTのみ)、エラー自動リトライ、プロンプトキャッシュとトークン計測。安全面はASTベースのインポートブラックリストとdf.copy()でDataFrame不変化を保証。アーキテクチャはBaseLLMClient抽象化、ツール(python/sql/analyze_text)、実行ループ、Streamlit UIで構成され、AnthropicやOpenAI等のプロバイダ差し替えが可能。非UIモジュールは129テストで検証済みです。

DETECTED Detected AI stack

AI-related keywords found in this repo's description, topics, or README summary — grouped by category. Each badge links to the corresponding ranking detail page.

🧠 LLM providers (2)
Anthropic OpenAI
💾 Databases (1)
SQLite
🌐 Web frameworks (2)
Streamlit React

Language breakdown (by bytes)

Python
100%

Owner

Account
MonkeyJeremy
Type
User
Followers
0

Dates

Created on GitHub 2026-05-03
Last push 2026-05-09
First seen here 2026-05-09
Last fetched 2026-05-09 18:14

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