HiClaw Deep Dive: A Manager Orchestrating Worker Agents with Zero Credential Exposure

Forum topic · QianXun · 2026-06-16

Summary

HiClaw is an open-source multi-agent collaboration platform developed by Alibaba Cloud's Higress team. Its architecture assigns a Manager Agent to orchestrate a group of Worker Agents within a single Matrix chat room, keeping humans in the loop at all times. The standout design is zero credential exposure: Workers never hold real API keys or GitHub PATs—only consumer tokens, with all real credentials locked inside the Higress gateway. This means even a malicious community skill cannot steal secrets, and permission revocation takes effect in seconds via WASM hot updates. HiClaw supports three runtimes—OpenClaw (Node.js), QwenPaw (Python), and Hermes (Python)—for tool calling, browser automation, and autonomous coding respectively. Reported production cases include Alibaba Cloud SRE (MTTR down 60%, major incidents down 85%) and financial microservices delivery cut from 21 to 9 days. Caveats include Matrix infrastructure dependencies, 4-5GB memory footprint, and a fast-moving release cadence. GitHub: https://github.com/agentscope-ai/HiClaw; Website: https://www.hiclaw.io/

A forum user spent half a day doing a deep dive into the AgentScope/HiClaw project. Below are the core findings, translated and summarized.

What It Is

HiClaw is an open-source multi-agent collaboration platform built by Alibaba Cloud's Higress team. The concept is straightforward: one Manager Agent oversees a group of Worker Agents, all working inside the same Matrix chat room—fully visible to humans, interruptible at any time.

It does not implement agent logic itself; it only handles orchestration. An analogy: OpenClaw is like Docker—running a single agent. HiClaw is like Kubernetes—orchestrating a team of agents.

The Smartest Architectural Choice: Zero Credential Exposure

Workers never hold real API keys or GitHub PATs—they only get a consumer token. All real credentials are locked inside the Higress gateway. This means:

Even if a Worker installs a malicious skill from the 80,000+ community skills on skills.sh, it cannot steal any real credentials.
Permission revocation is fast—remove a Consumer from the allowedConsumers list, and the WASM hot update takes effect within seconds.

According to the author, among the dozens of open-source multi-agent projects currently available, no other has achieved this.

Three Runtimes, One Chat Room

| Runtime | Language | Memory | Best At | |---|---|---|---| | OpenClaw | Node.js | ~500MB | Tool calling, task orchestration | | QwenPaw | Python | ~150MB | Browser automation, lightweight tasks | | Hermes | Python | ~400MB | Autonomous coding, skill self-evolution |

Recommended setup: use OpenClaw/QwenPaw as the Leader to break down tasks, and Hermes as the Coder to write code.

Real-World Cases

Alibaba Cloud SRE: the Manager receives alerts and generates tickets; Workers handle fault localization and capacity prediction. MTTR dropped 60%, and major incident rate dropped 85%.
Financial microservices development: requirement-to-release time shrank from 21 days to 9 days.

Concerns

The Matrix protocol adds extra infrastructure dependencies.
A full deployment consumes 4–5GB of memory.
Six releases in three months—evidence of strong team investment, but also a sign the project is still changing rapidly. The Q3 v2.0 release is billed as the key step for cross-cloud deployment and security compliance.

Who It's For

Suitable if you: need to manage a 3–10 agent team; care about credential security; need auditable agent communication; and can accept Docker/K8s deployment.

Not suitable if you: only want a personal coding assistant like Claude Code; have a machine with only 4GB of RAM; or need out-of-the-box enterprise support.

GitHub: https://github.com/agentscope-ai/HiClaw Official site: https://www.hiclaw.io/