Anti Centralization Probe
/install anti-centralization-probe
SKILL: anti-centralization-probe
Purpose
Detect and resist centralization tendencies by identifying single points of control and dependency creation, then proposing safer alternatives.
When to Use
- Governance proposals
- Role/permission changes
- Designs that create a single authority or key-holder
- Systems that require trusting one actor
Inputs
proposal(required):descriptionactors(list)permissions(list)critical_paths(list)
policy(required):centralization_red_flags(optional list)max_allowed_single_points(default 0)
Steps
- Identify control points:
- who can change rules
- who can halt systems
- who can move funds (if applicable)
- Identify dependency chains and single points of failure.
- Count single points; compare to
max_allowed_single_points. - Output a structural critique:
- red flags
- failure modes
- Propose alternatives:
- multisig/timelock
- role separation
- auditable approval flows
Validation
- Alternatives must reduce single-point control.
- No personal attacks; only structural critique.
Output
centralization_probe_result:single_points(list)risk_level(low|med|high)red_flags(list)alternatives(list)response_draft(string)
Safety Rules
- No operational instructions for abuse.
- Do not recommend custody or financial actions.
Example
If one agent can unilaterally enable live trading and move capital, output risk_level=high and recommend separation + explicit governance gates.
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install anti-centralization-probe - After installation, invoke the skill by name or use
/anti-centralization-probe - Provide required inputs per the skill's parameter spec and get structured output
What is Anti Centralization Probe?
Detect centralization risks in proposals and designs; output structural critiques and safer decentralization alternatives. It is an AI Agent Skill for Claude Code / OpenClaw, with 65 downloads so far.
How do I install Anti Centralization Probe?
Run "/install anti-centralization-probe" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Anti Centralization Probe free?
Yes, Anti Centralization Probe is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does Anti Centralization Probe support?
Anti Centralization Probe is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created Anti Centralization Probe?
It is built and maintained by Mauricio Z. (@mzfshark); the current version is v1.0.0.