A professional toolkit for converting JSONL traces to SQLite and performing automated CI pipeline security audits.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install firm-observability-pack
2. Manual Installation
Copy the skill folder to one of these locations
~/.openclaw/skills/ <project>/skills/ Priority: Workspace > Local > Bundled
3. Prompt Installation
Copy this prompt to OpenClaw to install it automatically.
Help me install firm-observability-pack using Clawhub. If Clawhub is not installed, install it first (npm i -g clawhub).
Prefer to download?
Get the raw skill files in a ZIP archive.
What is Firm Observability Pack?
The Firm Observability Pack is a robust set of utilities designed to enhance the monitoring and deployment workflows within the Openclaw Skills ecosystem. It provides specialized tools for observability ingestion, allowing developers to transform unstructured JSONL trace data into structured, queryable SQLite databases. This enables high-performance analysis of system behavior and performance bottlenecks.
In addition to data ingestion, this skill focuses on software supply chain security through its CI pipeline validation engine. By auditing workflow configurations for mandatory security gates and test steps, it ensures that your delivery pipeline remains compliant and resilient against misconfigurations.
Firm Observability Pack Use Cases
- Converting massive JSONL trace logs into relational SQLite tables for SQL-based analysis.
- Automated auditing of CI/CD pipeline configurations to ensure security gates are active.
- Validating that test steps are correctly positioned within a deployment workflow.
- Streamlining observability data management within Openclaw Skills environments.
How Firm Observability Pack Works
- The user points the tool to a directory or file containing JSONL trace data.
- The ingestion engine parses the logs and maps them to a structured SQLite schema.
- For CI auditing, the tool scans configuration files (JSON) against a set of predefined security and testing rules.
- Detailed reports are generated to highlight missing gates or successful ingestion metrics.
Firm Observability Pack Setup
To integrate this pack into your workflow, ensure you have the required MCP extensions installed and then add the skill to your configuration.
# Install the prerequisite extensions
pip install "mcp-openclaw-extensions>=3.0.0"
# Enable the skill in your local registry
openclaw install firm-observability-pack
Firm Observability Pack Data Schema & Taxonomy
The skill manages data across structured databases and configuration manifests to ensure consistent Openclaw Skills performance.
| Component | Format | Purpose |
|---|---|---|
| Trace Database | SQLite | Stores indexed trace data for rapid querying and analysis. |
| CI Validation Rules | JSON | Defines the security gates and test steps required for compliance. |
| Ingestion Log | JSONL | The source format for observability data processed by the pipeline. |
Firm Observability Pack Advanced Features
- High-speed JSONL-to-SQLite conversion optimized for large-scale trace datasets.
- Customizable CI security gate definitions to match specific organizational compliance standards.
- Deep integration with other Openclaw Skills for automated system health monitoring.
- SQL-ready data structures for advanced observability visualization and reporting.
SKILL.md
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