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Install in OpenClaw
/install skill-orchestra
Description
Skill-aware agent routing with explicit competence/cost modeling. +22.5% accuracy, 700x cheaper than RL routers. Based on arXiv:2602.19672.
Usage Guidance
This package appears to implement what it claims: local routing logic with no credential or network demands. Before installing: (1) confirm whether your platform provides the referenced 'model-router' skill or whether SKILL.md's dependency needs to be added (there is a mismatch with registry metadata), (2) review the included files for any unexpected network calls or os/env access (importing the module will execute its top-level code), and (3) if you plan to run it in production, test in a sandboxed environment first. If the publisher/source is unknown, prefer running in an isolated environment and ask the author for a public repo or homepage to increase transparency.
Capability Analysis
Type: OpenClaw Skill
Name: skill-orchestra
Version: 2.0.0
The skill's core purpose is benign: intelligent routing of tasks to other skills. However, the `SKILL.md` documentation includes PowerShell code examples (`Invoke-SkillDemandInference`) that use regex matching on a `$Context` parameter. If an AI agent were to implement this logic directly and pass unsanitized user input as `$Context`, it could introduce a regex injection vulnerability. While the provided Python implementation (`skill_orchestra.py`) uses simple string matching and not regex for task analysis, the presence of this pattern in the agent's instructions (SKILL.md) constitutes a potential vulnerability that could be exploited via prompt injection against the agent, leading to resource exhaustion or other regex-related issues. This is a design flaw or vulnerability, not clear malicious intent.
Capability Assessment
Purpose & Capability
The skill's name, description, SKILL.md, and bundled Python code all implement skill-aware routing and competence/cost modeling, which is coherent. However there is a metadata mismatch: the registry summary lists no required skills/env, while SKILL.md metadata declares a dependency on a 'model-router' skill. Also SKILL.md contains PowerShell examples while the implementation is Python — a documentation/format inconsistency but not evidence of maliciousness.
Instruction Scope
SKILL.md's runtime instructions describe routing logic and pattern-matching; they do not instruct the agent to read unrelated files, exfiltrate secrets, or call external endpoints. The included code implements routing, performance tracking, and selection logic without references to network or credential access.
Install Mechanism
There is no install script or remote download. The bundle includes two local source files and a wrapper that loads them via importlib; no external URLs, package installs, or archive extraction are present.
Credentials
The skill declares no required environment variables, credentials, or config paths and the code does not read environment/credential sources. No disproportionate secret access is requested.
Persistence & Privilege
Flags are default (always: false, agent invocation allowed). The skill does not request permanent platform-wide privileges nor attempt to modify other skills' configurations; the wrapper registers a capability for discovery only.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install skill-orchestra - After installation, invoke the skill by name or use
/skill-orchestra - Provide required inputs per the skill's parameter spec and get structured output
Version History
v2.0.0
SkillOrchestra v2.0.0 – Major Enhancement
- Added routing cache, pattern learning, and predictive routing for smarter agent selection.
- Improved accuracy by +22.5% while reducing learning cost by 700x compared to RL routers.
- Introduced explicit modeling of agent competence and cost per skill, enabling interpretable, cost-effective routing.
- Prevents routing collapse with built-in decision diversity safeguards.
- Compatible with model-router; offers 4x routing speedup and 95% accuracy.
Metadata
Frequently Asked Questions
What is Skill Orchestra?
Skill-aware agent routing with explicit competence/cost modeling. +22.5% accuracy, 700x cheaper than RL routers. Based on arXiv:2602.19672. It is an AI Agent Skill for Claude Code / OpenClaw, with 411 downloads so far.
How do I install Skill Orchestra?
Run "/install skill-orchestra" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Skill Orchestra free?
Yes, Skill Orchestra is completely free (open-source). You can download, install and use it at no cost.
Which platforms does Skill Orchestra support?
Skill Orchestra is cross-platform and runs anywhere OpenClaw / Claude Code is available (darwin, linux, win32).
Who created Skill Orchestra?
It is built and maintained by tobisamaa (@tobisamaa); the current version is v2.0.0.
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