Hawkeye Update Adds Swarm Orchestration, Remote Tasks, and Local Model Support
What Hawkeye Is
Hawkeye is a local-first "flight recorder" for AI coding agents. It records what an agent does in a repository, helps detect drift, shows cost/tokens/actions, and provides a dashboard to inspect, compare, replay, and control runs.
Key New Features
- Swarm/multi-agent orchestration: Run multiple agents in parallel, monitor them from the dashboard, and track their output, drift, and cost live.
- Remote task daemon: Queue tasks to run in the background or overnight, then review output from the dashboard.
- Local model support: Ollama and LM Studio are now wired in more cleanly, including model selection in CLI flows where it matters.
- Live firewall/guardrails: Better visibility into intercepted actions, review gates, and live guardrail behavior.
- GitHub PR reporting:
hawkeye cican post a structured PR report with drift, cost, and files touched.
Core Functionality
The tool helps answer specific questions when agents do real work in a repo: what exactly happened, when did it drift, what files changed, why did it fail, and how does this run compare to another one.
Technical Details
- Local-first architecture: Uses SQLite with no Hawkeye cloud dependency
- Agent compatibility: Works with Claude Code, Codex, Cline, and custom agent CLIs
- Installation:
npm install -g hawkeye-ai - Source: GitHub repository at github.com/MLaminekane/hawkeye
📖 Read the full source: r/LocalLLaMA
👀 See Also
Claude Code LSP: Enabling Language Server Protocol for Faster, More Accurate Code Navigation
Claude Code ships without LSP enabled by default, but enabling it transforms code navigation from 30-60 second grep searches to 50ms queries with 100% accuracy. The setup requires a flag discovered through a GitHub issue rather than official documentation.
Multi-Agent Career Mentor Built with Ollama and MCP for Local AI
A developer built a 5-agent AI system that analyzes resumes and generates career intelligence reports using Ollama with llama3 locally. The system chains agent outputs so each builds on previous context, with MCP handling tool integration.
Otterly: Route OpenClaw Through Your Claude Code Subscription
Otterly is a small npm package that exposes the local Claude CLI as an OpenAI-compatible HTTP server, letting you bill OpenClaw requests to your Claude Code subscription instead of pay-per-token API rates.
Voxray-AI: Production Go Backend for Real-Time Voice Agent Pipelines
Voxray-AI is a Go backend that chains Whisper → any LLM → TTS into a real-time voice agent pipeline with WebSocket and WebRTC support. It's built for production-grade servers and high-concurrency voice workloads with configurable providers for STT, LLM, and TTS layers.