Corbell: Open Source CLI for Cross-Repo Architecture Analysis and Design Docs

Corbell is an open source CLI tool that analyzes codebases to build cross-service architecture graphs and generate design documentation. It's positioned as a free alternative to Augment Code MCP, which costs $20/month.
Key Features
- Scans your repositories and builds a cross-service architecture graph
- Generates and reviews design documents grounded in your actual codebase
- Provides a dark theme clean UI to explore your repositories
- No SaaS, no cloud dependency, no account required
- Everything runs locally on SQLite and local embeddings via sentence-transformers
- Your code never leaves your machine
LLM Integration
The LLM parts (spec generation, spec review) are fully BYOK (Bring Your Own Key). Works with:
- Anthropic
- OpenAI
- Ollama (fully local option)
- Bedrock
- Azure
- GCP
You can run the entire graph build and analysis pipeline without touching an LLM at all if you want.
Problem It Solves
Teams with 5-10 backend repos lose cross-service context constantly, during code reviews and when writing design docs. Corbell builds the graph across all your repos at once and lets you:
- Query it
- Generate specs from it
- Validate specs against it
Additional Features
- Ships an MCP server so you can hook it directly into Cursor or Claude Desktop and ask questions about your architecture interactively
- Apache 2.0 licensed
- No open core, no paid tier hidden behind the good features
- Python 3.11+
📖 Read the full source: r/LocalLLaMA
👀 See Also

Persistent Indexes Over Extraction: Architecture for a YouTube MCP Server
A developer shares architecture notes for building a YouTube MCP server that uses persistent local indexes instead of the common extract-and-forget pattern. Key decisions include a three-tier fallback system, SQLite + sqlite-vec for vector storage, embedding provider abstraction, and a separate visual search index.

Benchmark Results: 6 Low-Cost Models vs. Claude Sonnet 4.6 for OpenClaw Orchestration
A developer tested six cheaper AI models against Claude Sonnet 4.6 as the main orchestrator for an OpenClaw setup. Only o4-mini matched Sonnet's perfect score, while others failed on critical judgment tasks like file inspection and delegation.

aco-system: An Entire Company OS for Claude That Writes User Stories, Breaks Tasks, Reviews PRs
A Reddit user shared how aco-system turned a single GitHub issue into a fully validated PR with tests — driven entirely by Claude. Includes user story generation, task breakdown, secret checking, and PR review.

NGX-OS: Network OS Built for AI with eBPF and MCP Integration
NGX-OS is a network operating system designed from the ground up for AI integration, using eBPF for real-time telemetry and MCP for direct LLM access to network state data without translation layers.