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Skill Combo Recommender
by
utopiabenben
· GitHub ↗
· v1.0.0
· MIT-0
154
Downloads
0
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0
Active Installs
1
Versions
Install in OpenClaw
/install skill-combo-recommender
Description
Recommend optimal skill combinations and workflows for user tasks, offering usage examples and preset workflows to optimize project execution.
Usage Guidance
This skill appears coherent and implements a local recommender. Before installing: (1) review install.sh to ensure you are comfortable with it copying files to ~/.openclaw/skills and creating a symlink in ~/.local/bin; (2) scan the full source (source/skill_combo_recommender.py) for any network calls, telemetry, or subprocess calls if you want extra assurance—current excerpts show only local data structures; (3) be aware that the recommender lists other skills (e.g., proxy managers) which themselves may perform sensitive actions—install and run those only if you trust them; and (4) if you see claims about "learning user behavior" or telemetry in a later version, verify where that data is stored/sent before enabling such features.
Capability Analysis
Type: OpenClaw Skill
Name: skill-combo-recommender
Version: 1.0.0
The skill is a recommendation engine designed to suggest combinations of other OpenClaw skills and workflows based on user-provided tasks. The core logic in `source/skill_combo_recommender.py` uses static dictionaries and keyword matching to calculate relevance scores, and the `install.sh` script performs standard local installation procedures without any suspicious network or file system activity. No evidence of data exfiltration, malicious execution, or harmful prompt injection was found.
Capability Assessment
Purpose & Capability
The name/description match the included Python implementation: a local SKILLS database, WORKFLOWS, keyword mappings, and CLI behaviors for recommending skill combinations. The listed example recommendations (content, video, data workflows) align with the skill's stated purpose. The presence of skills like a proxy manager is part of the catalog and makes sense for a recommender that lists third‑party skills, even if some of those recommended skills have potentially sensitive functionality themselves.
Instruction Scope
SKILL.md contains only recommendation logic, CLI usage examples, and instructions for extending the local skill/workflow databases. It does not instruct the agent to read unrelated system files or to exfiltrate data. It does mention possible future features (e.g., "record user choices" for learning), but that is only a roadmap item, not an instruction that will run now.
Install Mechanism
There is an install.sh that copies files into the user's ~/.openclaw/skills and optionally creates a symlink in ~/.local/bin; this is a normal user-space install. Note: the repository metadata summary earlier said "instruction-only", which is inconsistent with the presence of install.sh and a declared entrypoint in skill.json. The install script performs only local file operations and no network downloads.
Credentials
The skill requests no environment variables or credentials and only requires python3 (declared in skill.json). That is proportional to a local CLI recommender. No secrets or unrelated credentials are requested.
Persistence & Privilege
The skill does not set always:true and does not request elevated system privileges. The installer writes to user-owned directories (~/.openclaw/skills and optionally ~/.local/bin), which is standard for user-space tools.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install skill-combo-recommender - After installation, invoke the skill by name or use
/skill-combo-recommender - Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
智能推荐技能组合和工作流程,支持28个技能和6个预设工作流
Metadata
Frequently Asked Questions
What is Skill Combo Recommender?
Recommend optimal skill combinations and workflows for user tasks, offering usage examples and preset workflows to optimize project execution. It is an AI Agent Skill for Claude Code / OpenClaw, with 154 downloads so far.
How do I install Skill Combo Recommender?
Run "/install skill-combo-recommender" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Skill Combo Recommender free?
Yes, Skill Combo Recommender is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does Skill Combo Recommender support?
Skill Combo Recommender is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created Skill Combo Recommender?
It is built and maintained by utopiabenben (@utopiabenben); the current version is v1.0.0.
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