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capability-match
by
Viratkumar123
· GitHub ↗
· v1.0.0
· MIT-0
58
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Install in OpenClaw
/install capability-match
Description
AI-powered skill router that analyzes your request and recommends the best installed skill for the job
README (SKILL.md)
Capability Match
Intelligent skill routing for OpenClaw - automatically discovers your installed skills and recommends the perfect one for any task.
Usage
Simply describe what you want to do:
Use capability match to: "create a PowerPoint presentation from sales data"
Or directly:
"capability-match: extract text from this PDF and summarize it"
What It Does
- Discovers all installed skills from your
skills/directory - Analyzes each skill's capabilities from its SKILL.md
- Matches your natural language request to the most relevant skills
- Recommends top 3 options with reasoning
Features
- ✅ Automatic skill discovery - scans
skills/directory - ✅ Smart matching - understands intents, not just keywords
- ✅ Ranked recommendations - with confidence scores
- ✅ Zero config - works out of the box
- ✅ Lightweight - pure Node.js, no external dependencies
Commands
The matcher recognizes these trigger phrases:
use capability-match to [task]capability-match: [task]what skill should i use for [task]recommend a skill for [task]
Requirements
- OpenClaw with skills directory at
~/.openclaw-autoclaw/skills/ - Node.js 18+
Configuration
Optional environment variables:
CAPABILITY_MATCH_THRESHOLD- Minimum confidence score (default: 30)CAPABILITY_MATCH_MAX_RESULTS- Max recommendations (default: 3)
Ready to intelligently route your requests? Just ask: "capability-match: [your task]"
Usage Guidance
This skill is generally safe in that it only reads local SKILL.md files and does not ask for secrets or download code. Before installing: 1) Note the env-var mismatch — if you want to tune thresholds, set ORCHESTRATOR_THRESHOLD and ORCHESTRATOR_MAX_RESULTS (the README documents CAPABILITY_* names which the code does not use). 2) Ensure you don't store sensitive secrets inside any SKILL.md files in your skills directory, because the orchestrator will read those files. 3) Be aware the parser is simplistic: ensure each skill's SKILL.md includes a frontmatter name/description and example triggers in Usage/Examples for reliable matching. If you need stronger privacy guarantees, inspect the code locally and verify no network calls were added before use.
Capability Analysis
Type: OpenClaw Skill
Name: capability-match
Version: 1.0.0
The capability-match skill is a utility designed to scan the local OpenClaw skills directory (~/.openclaw-autoclaw/skills) and recommend relevant skills based on user queries. The index.js file performs standard file system operations (fs.readdirSync, fs.readFileSync) to parse metadata from SKILL.md files and implements a basic keyword-matching algorithm. There is no evidence of network exfiltration, shell command execution, or malicious prompt injection; the code's behavior is transparent and strictly aligned with its documented purpose.
Capability Assessment
Purpose & Capability
The code's behavior matches the declared purpose: it discovers SKILL.md files in a local skills directory (~/.openclaw-autoclaw/skills), extracts simple metadata, computes similarity scores, and returns ranked recommendations. There are no unrelated binaries, cloud credentials, or surprising external requirements.
Instruction Scope
SKILL.md promises to "analyze each skill's capabilities from its SKILL.md"; the implementation does this but in a limited way (it only extracts frontmatter name/description and triggers from specific sections). It only reads files under the stated skills directory and does not attempt to read other system paths. The limited parser may miss capabilities if SKILL.md files don't follow the expected structure.
Install Mechanism
No install spec or external download is present. The package is pure Node.js with no dependencies in package.json. Nothing is written to disk by an installer and no remote code is fetched.
Credentials
The skill does not require credentials or config paths. It reads HOME/USERPROFILE to locate the skills directory (expected). However, the SKILL.md and README document optional env var names (CAPABILITY_MATCH_THRESHOLD, CAPABILITY_MATCH_MAX_RESULTS) that differ from the environment variables the code actually reads (ORCHESTRATOR_THRESHOLD, ORCHESTRATOR_MAX_RESULTS). As a result, setting the documented variables will not affect runtime behavior — this is a bug/inconsistency but not a credential/privilege concern.
Persistence & Privilege
The skill does not request persistent platform privileges (always is false) and does not modify other skills or global agent settings. It only reads local SKILL.md files and returns recommendations; autonomous invocation is allowed by default but is normal for skills.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install capability-match - After installation, invoke the skill by name or use
/capability-match - Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
# Capability Match - Changelog
## v1.0.0 (Initial Release)
### Overview
**Capability Match** is an intelligent skill routing tool for OpenClaw that automatically discovers your installed skills and recommends the best one for any task.
### Key Features
- **Smart Skill Discovery** - Automatically scans and analyzes all installed skills from your skills directory
- **Intelligent Matching** - Uses keyword analysis and semantic matching to find the most relevant skill for your request
- **Confidence Scores** - Shows match quality with percentage scores (0-100%)
- **Multiple Recommendations** - Provides top 3 skill options so you can choose the best fit
- **Zero Configuration** - Works out of the box with no setup required
- **Lightweight** - Pure Node.js with no external dependencies
### How It Works
1. You describe what you want to do
2. Capability Match scans all installed skills
3. Analyzes each skill's description and capabilities
4. Computes a relevance score for your request
5. Returns ranked recommendations with confidence scores
### Example Usage
```
You: "capability-match: create a PowerPoint from sales data"
Response:
🎯 Best match: Powerpoint / PPTX (Score: 100%)
↳ Create, inspect, and edit Microsoft PowerPoint presentations
🔹 Also consider: data-analysis (Score: 45%)
🔹 Also consider: canva (Score: 33%)
```
### Requirements
- OpenClaw with skills directory
- Node.js 18+
### Configuration (Optional)
- `CAPABILITY_MATCH_THRESHOLD` - Minimum confidence score (default: 30)
- `CAPABILITY_MATCH_MAX_RESULTS` - Maximum recommendations (default: 3)
---
**Simple. Fast. Intelligent.** - Find the right skill for any task instantly.
Metadata
Frequently Asked Questions
What is capability-match?
AI-powered skill router that analyzes your request and recommends the best installed skill for the job. It is an AI Agent Skill for Claude Code / OpenClaw, with 58 downloads so far.
How do I install capability-match?
Run "/install capability-match" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is capability-match free?
Yes, capability-match is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does capability-match support?
capability-match is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created capability-match?
It is built and maintained by Viratkumar123 (@viratkumar123); the current version is v1.0.0.
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