python•ollama•faiss•streamlit•llm•semantic_search•ci_cd•knowledge_graph•refactoring_toolkit
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.
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.
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]
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]
| 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 |
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
- ✅ Full Mocking of AI Dependencies (
ollama.generate,ollama.chat) - ✅ Tkinter GUI Headless Testing via
xvfbin 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.
- 📊 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
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
- 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
Licensed under the APACHE License. Build freely. Attribute respectfully.
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.