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Knowledge base for all sw30labs repositories, organized by domain. Maintained using the LLM Wiki pattern — a hand-editable markdown knowledge base as a disciplined alternative to RAG.
Author: Nicolas Cravino | Repos: 32 | Last updated: 2026-04-13
LLM integrity testing, regulatory intelligence for global pentest compliance, autonomous pentesting research, and enterprise AI-assisted pentesting specifications.
| Repository | Description |
|---|---|
| TSLIT | Time-Shift LLM Integrity Tester — detects affiliation bias and time-based logic bombs in local LLMs (3,840 interactions/model) |
| pentest-regulatory-intel | RegIntel — AI-powered pentest regulation inventory across 20+ jurisdictions with reflection quality gates |
| strixresearch | Research and documentation for the Strix autonomous AI pentesting platform |
| agentic-ai-pentesting | Book companion — two approaches to AI-assisted pentesting (autonomous platform + Burp Suite co-pilot) |
| NVD-Extractor | Extract critical network-attack-vector CVEs from the NVD API, filtered for Linux/Windows/external APIs |
Category page: ai-security-pentesting
NIST OSCAL-powered tools for agent guardrails, digital twin compliance, Zero Trust posture analysis, and compliance-as-code workflows.
| Repository | Description |
|---|---|
| oscal-agent-guardrails | OSCAL profiles as a policy brain to guardrail LLM agents at runtime (allow/deny/needs_approval) |
| oscal-digital-twin-playground | Digital twin drift detection — SSP vs live config, with risk assessment and mitigation |
| oscal-zero-trust-lens | Zero Trust coverage analysis across 7 dimensions from SP 800-53 controls |
| oscal-agent-lab | Multi-agent lab — RAG Q&A, SSP diff, profile generation, validation over 1,196 controls |
| oscal-cac-playgd | Compliance-as-code CLI — explain OSCAL files, suggest remediation, PR-style diff review |
Category page: oscal-compliance
Design patterns, orchestration, workflow conversion, coding assistants, and research automation using LangGraph.
| Repository | Description |
|---|---|
| agent-stack | Interactive 10-layer architecture visualization for reliable AI agents (vis.js) |
| deepagent-azure-cli | Turnkey coding assistant CLI — Azure OpenAI + LangChain DeepAgents, Textual TUI, HITL |
| N8n2langraph | Convert n8n workflow JSON into standalone LangGraph Python scripts |
| sst-autoresearch | Speaker voice dynamics analysis via Karpathy-style autoresearch loop (Takens' embedding, Lyapunov) |
| project-pulse-sap | SAP implementation onboarding — meetings → transcription → LLM wiki → podcast |
| AutogenRequirementsAgent | Experiment in strict JSON inter-agent messaging with nested GroupChat and local Ollama LLMs |
Category page: agentic-frameworks
On-device AI toolkit for Apple Silicon — inference serving, benchmarking, distillation, vision-language, TTS, STT.
| Repository | Description |
|---|---|
| tars-ai | TARS from Interstellar as a local voice agent — mlx-lm + mlx-audio Kokoro, zero cloud |
| screenlens | Video scene intelligence — hybrid keyframe detection, Qwen3.5-VL captioning, ChromaDB search |
| qwenbench-mlx | Benchmark suite for Qwen 3.5 family (0.8B→35B) with auto-judge and cost-efficiency scoring |
| mlx-distillation-explained | Educational distillation PoC — Claude Sonnet → Llama 3.1 8B via LoRA on Apple Silicon |
| local-mlx-responsesAPI-server | OpenAI/Azure/Anthropic-compatible local inference server with tool calling |
| audiobook_generator | Book → audiobook conversion using Qwen3-TTS + LangGraph with QA verification |
| QWEN3-VL-Python-OCR-Script-MLX | Batch image captioning with Qwen3-VL-30B on MLX |
| MLX-YouTubeScribe | YouTube transcription using local Whisper models with Streamlit UI |
| deepseekvl2-PDF-OCR-private | Local PDF OCR using DeepSeek-VL2 MoE on NVIDIA CUDA |
Category page: local-inference-mlx
CLI utilities, code intelligence, and infrastructure for managing repository fleets.
| Repository | Description |
|---|---|
| gitnexus_fleet | Clone, index (KuzuDB graph), and query entire GitHub orgs via MCP + web dashboard |
| AutogenDocGenerator | AutoGen-powered repo documentation generator with GroupChat agents |
| AutogenMermaidGenerator | AutoGen GroupChat source code → Mermaid diagram generator |
| OllamaPDF2Markdown | PDF → Markdown via Ollama multimodal models (Mistral Small 3.1 24B) |
| RepoBundle | Export/import Git repos as single human-readable text files |
| Word-to-Markdown-Converter | .docx → Markdown converter preserving headings, lists, tables |
| animated-GIF-Creator | Image folder or MOV → animated GIF with auto-resize |
Category page: developer-tools
Across all 32 repositories, several architectural patterns recur:
- LangGraph is the dominant orchestration framework (used in 15+ repos)
- Apple Silicon / MLX is the primary local inference platform (8 repos)
- Pydantic for data validation (nearly universal)
- Typer + Rich or Click + Rich for CLI interfaces
- ChromaDB and FAISS for vector search
- NIST OSCAL as the compliance data model (5 repos)
- Karpathy LLM Wiki pattern for knowledge bases (ProjectPulse, this wiki)
Wiki structure: see SCHEMA | Full index: Index | Visual map: Sitemap | Change log: Log | Stacks view: Sitemap-Stacks