🚀 Ideas Logger — From Thought to Engineering Artifact

python • ollama • faiss • streamlit • llm • semantic_search • ci_cd • knowledge_graph • refactoring_toolkit

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Engineer Thought. Automate Refactoring. Visualize Knowledge. Ideas Logger is a production-hardened, AI-augmented code and idea management ecosystem. No cloud lock-in. Fully local-first. Extreme engineering discipline enforced.

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🌐 Platform Capabilities

Ideas Logger is an intelligent, modular platform for managing ideas, analyzing codebases, and automating refactoring workflows.

It integrates:

• 🤖 Local LLM-Driven Summarization (Ollama w/ fallback mechanisms)
• 🔍 FAISS-Powered Semantic Search for raw logs and summaries
• 📚 Knowledge Graph Generation from codebase relationships and docstrings
• 🛠️ Automated Prototype & Test Stub Generation (Production-Scaffold Ready)
• 📈 Full CI Analyzer & Refactor Guard with quality trend monitoring
• 🖥️ Streamlit Dashboards & Tkinter GUI for visual exploration
• 🔌 Plugin-Ready Architecture for mind maps, cognitive load diagrams, and trend visualizations

From a single thought to a validated engineering artifact — Ideas Logger connects the dots.

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🏗️ System Architecture

🚧 Production Pipeline

graph TD
A[User Input / Logs] -->|Summarization| B[LLM Pipeline]
B --> C["Semantic Indexing (FAISS)"]
C --> D[Search & Retrieval]
D --> E[Prototype + Test Stub Generation]
E --> F[CI Analyzer / Refactor Guard]

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🔬 Test & CI Workflow

graph TD
G[Generated Code Artifacts] --> H[Test Stub Automation]
H --> I[Pytest / CI Validators]
I --> J[Streamlit Dashboard Audit]
J --> K[Coverage & Complexity Reports]

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⚙️ Feature Highlights

Category	Feature Description
🤖 AI Summarization	LLM-powered entry and bulk summaries (Ollama + fallback)
🔍 Semantic Search	FAISS top-k vector retrieval for raw logs and summaries
📚 Knowledge Graph	Codebase graph visualization with cyclomatic complexity overlays
🛠️ Prototype Automation	Production-level scaffold generation + pytest stubs
📈 CI Analyzer	Severity audits, complexity metrics, and trend reporting
🖥️ Multi-Interface	Tkinter GUI, CLI Tools, Streamlit Dashboards
🔒 Security	Mocked AI backends, isolated test configs, subprocess isolation

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📦 Project Structure

scripts/
├── core/            # Centralized Logging & Summarization Engines
├── ai/              # LLM Integration, Prompt Management, Fallbacks
├── gui/             # Tkinter GUI + Streamlit Dashboards
├── config/          # Dynamic Config Manager (with Test Mode Override)
├── indexers/        # FAISS Semantic Indexing Modules
├── ci_analyzer/     # CI Audit & Trend Visualization Tools
├── refactor/        # Complexity Analysis, Refactoring Toolkit, Quality Audits
├── kg/              # Knowledge Graph Construction & Visualization
tests/
├── unit/            # Component-Level Unit Tests
├── integration/     # End-to-End Workflow Tests
├── mocks/           # LLM & Filesystem Mocks for CI Pipelines

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🧪 Engineering Discipline

• ✅ Full Mocking of AI Dependencies (ollama.generate, ollama.chat)
• ✅ Tkinter GUI Headless Testing via xvfb in CI Pipelines
• ✅ Persistent JSON Artifacts: Lint Reports, Doc Summaries, Complexity Metrics
• ✅ Diff-Based Audits with RefactorGuard + CI Analyzer
• ✅ Prototype and Test Stub Auto-Generation Enforced via Code Quality Metrics
• ✅ UTF-8 Subprocess Isolation to Eliminate Platform Drift

Result: Zero hidden dependencies. Fully portable. Fully testable. Verified at every stage.

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🔌 Extension Ready

• 📊 Add Custom Plugins (LangChain Agents, Graph Visualizers, Mind Maps)
• 📂 Extend Config Schemas for New Logging Paradigms
• 🧠 Introduce Advanced LLM Prompt Personas for Specialized Summarization
• 📅 Future-Proof with Gantt Chart Integration and Cognitive Load Visualizers

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🚀 Quickstart

git clone https://github.com/angelosdimakos/Ideas_Logger.git
cd Ideas_Logger
pip install -r requirements.txt
python scripts/main.py

⚠️ Ensure Ollama is installed and a model (e.g., mistral) is running:

ollama run mistral

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🌍 Roadmap

• AI Summarization with Local Fallbacks
• Semantic Indexing for Raw Logs and Summaries
• Knowledge Graph Generation from Codebase Structures
• Full CI Audit with Trend Visualization Dashboards
• Prototype + Test Stub Auto-Generation (Production-Scaffold Ready)
• Gantt Timeline View for Process Visualization
• Interactive Mind Map with Drag-and-Drop Thought Structuring
• Plugin Marketplace for Community Extensions

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🔒 License

Licensed under the APACHE License. Build freely. Attribute respectfully.

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🧙‍♂️ Final Word

Ideas Logger is not a note-taking app. It’s a fully autonomous Knowledge Engineering System. Built for engineers, researchers, and visionaries who demand control, clarity, and uncompromising technical rigor over their thinking processes.

Structured Thought. Resilient Engineering. No Compromises.