This release adds 3 notable features for engineering teams evaluating rollout.
✓ No known CVEs patched in this version
Topics
+10 more
Summary
AI summaryNew harbor launch command adds configurable local agentic coding tools with backend selection.
Changes in this release
| Type | Severity | Summary | CVE |
|---|---|---|---|
| Feature | Medium |
Adds `harbor launch` command to spawn pre-configured local agentic coding tools. Adds `harbor launch` command to spawn pre-configured local agentic coding tools. Source: llm_adapter@2026-05-26 Confidence: high |
— |
| Feature | Low |
Adds Anthropic-compatible Messages API and OpenAI Responses API compatibility layers for Boost. Adds Anthropic-compatible Messages API and OpenAI Responses API compatibility layers for Boost. Source: llm_adapter@2026-05-26 Confidence: high |
— |
| Feature | Low |
Adds ik_llama.cpp service integration. Adds ik_llama.cpp service integration. Source: llm_adapter@2026-05-26 Confidence: high |
— |
| Feature | Low |
Adds new guides and optimized documentation screenshots. Adds new guides and optimized documentation screenshots. Source: llm_adapter@2026-05-26 Confidence: high |
— |
| Refactor | Low |
Extensive Boost hardening: streaming fixes, SDK compatibility audit, request validation improvements. Extensive Boost hardening: streaming fixes, SDK compatibility audit, request validation improvements. Source: llm_adapter@2026-05-26 Confidence: high |
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Full changelog
Changes
https://github.com/user-attachments/assets/e4897391-c5a8-4391-93c3-9f8b76155f11
A new launch command to spawn pre-configured local agentic coding tools on host pointing to inference backends in Harbor.
# Uses the first reachable running backend and discovered model
harbor launch codex
# Explicit backend and model selection; launch options go before the tool name
harbor launch --backend ollama --model qwen3.5:4b codex
harbor launch --backend ollama --model qwen3.5:4b mi
harbor launch --backend llamacpp --model Qwen3.5-4B opencode
harbor launch --backend ollama --model qwen3.5:4b copilot -p "explain this repo"
# Route through Harbor Boost with web search and URL-reading tools
harbor launch --web --backend ollama --model qwen3.5:4b codex
# Claude Code uses Harbor's Ollama backend through Ollama's Anthropic-compatible API
harbor launch --backend ollama --model qwen3.5:4b claude -p "explain this repo"
# Print the computed launch config without starting the tool
harbor launch --config opencode
harbor launch --config openclaw
- Anthropic-compatible Messages API and OpenAI Responses API compat layers for Boost
harbor launchcommand for starting services with host tool adapters- ik_llama.cpp service
- Boost workflows and tools module
- Adaptive thinking, annotations, rate limit forwarding, SSE keep-alive in compat layers
- Extensive Boost hardening: streaming fixes, SDK compat audit, request validation
- new guides, docs screenshots optimised
Full Changelog: https://github.com/av/harbor/compare/v0.4.18...v0.4.19
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About LLM Harbor
Containerized LLM toolkit. Run LLM backends, APIs, frontends, and additional services via a concise CLI. `Apache-2.0` `Docker/Shell`
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Beta — feedback welcome: [email protected]