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Install in OpenClaw
/install skill-recommender
Description
Find, filter, cluster, and recommend similar OpenClaw skills by intent, function, or use case. Use when the user wants to find同类 skill、比较多个相近 skill、判断哪个 skil...
Usage Guidance
This skill appears to be what it says: a local recommender that reads SKILL.md files in a skills directory and ranks/clusters them. Before installing or running it: (1) Confirm you intend to let it read the specified skills_dir — any SKILL.md files there will be read; avoid pointing it at directories that contain secrets. (2) Be aware of a correctness issue: match-type labels may underrepresent confidence because scoring and label thresholds are misaligned. (3) If you want extra assurance, inspect the three scripts yourself or run them against a small test directory in a sandboxed environment to verify behavior. No network calls or secret exfiltration were found in the code.
Capability Analysis
Type: OpenClaw Skill
Name: skill-recommender
Version: 0.1.0
The skill bundle contains scripts (recommend_skills.js, check_skill_dedup.js, cluster_skills.js) that perform file system operations based on user-provided directory paths without sanitization, creating a potential path traversal vulnerability. Additionally, SKILL.md includes a hardcoded absolute path belonging to a specific local user ('/Users/jianghaidong/'), which is a minor information leak and suggests the code may not have been properly audited for distribution. While the logic appears aligned with the stated purpose of recommending skills, the lack of input validation on file paths is a security flaw.
Capability Assessment
Purpose & Capability
Name/description match the included scripts: recommend, cluster, and dedup checks over a skills directory. One implementation mismatch: recommend_skills.js uses an absolute scoring scale (adds 30/18/12 points per match) while inferMatchType expects scores like 80/60/40; this will make high-confidence match labels unlikely even for good matches (functional correctness issue, not a security issue).
Instruction Scope
SKILL.md instructs the agent to scan a local skills directory and read SKILL.md metadata — this is coherent with the recommender purpose. This behavior reads only SKILL.md files and folder names (the scripts call fs.readFileSync on SKILL.md) and does not call external endpoints. Consider that any sensitive information present in SKILL.md files will be read and used by the skill (privacy consideration).
Install Mechanism
No install spec (instruction-only with bundled scripts). No downloads, no package installs, and scripts are plain Node.js using fs/path — low install risk.
Credentials
The skill requests no environment variables, no credentials, and no config paths. The filesystem access it needs (a skills directory) is proportional to its stated purpose.
Persistence & Privilege
always is false and the skill does not request to persist configuration or modify other skills. It runs locally against a user-specified directory and does not try to elevate privileges or change agent/system settings.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install skill-recommender - After installation, invoke the skill by name or use
/skill-recommender - Provide required inputs per the skill's parameter spec and get structured output
Version History
v0.1.0
Initial publish
Metadata
Frequently Asked Questions
What is skill-recommender?
Find, filter, cluster, and recommend similar OpenClaw skills by intent, function, or use case. Use when the user wants to find同类 skill、比较多个相近 skill、判断哪个 skil... It is an AI Agent Skill for Claude Code / OpenClaw, with 495 downloads so far.
How do I install skill-recommender?
Run "/install skill-recommender" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is skill-recommender free?
Yes, skill-recommender is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does skill-recommender support?
skill-recommender is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created skill-recommender?
It is built and maintained by haidong (@harrylabsj); the current version is v0.1.0.
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