DataPROPRO REQUIREDFC-DAT-002
Pipeline Data Claw
pipeline-data-claw
v0.2.0May 25, 2026Production pipelines with observability baked in — retry budgets, SLA alerts, and business-impact dashboards
Production data pipelines with observability baked in, not bolted on. DAGs with retry budgets, SLA alerts before breaches, idempotent transforms, and monitoring that shows the business impact of a lagging pipeline — not just a red dot on a dashboard.
OpenClaw
Hermes
Claude Code
Codex
Cursor
Windsurf
Aider
OllamaPRIMARY ACTION
Unlock with ProCOMPATIBLE WITH
OpenClawHermesClaude CodeCodex+4
8 compatible tools5 output formats
When to Use
- Design clean data workflows
- Plan reliable ETL and quality checks
- Track metrics and pipeline health
- Deliver maintainable data outputs
Compatible Frameworks
OpenClawHermesClaude CodeCodexCursorWindsurfAiderOllama8 TOOLS
Quality Gates
- no fake claims
- etl workflow documented
- scheduling configured
- error handling idempotent
4 GATES DEFINED
Expected Outputs
Pipeline Architecture (DAG)Data Flow DiagramIdempotent Transform SuiteMonitoring & Alerting ConfigBusiness Impact Dashboard
Native exports per tool
OpenClaw10 files
openclaw/AGENTS.mdopenclaw/SOUL.mdopenclaw/TOOLS.md+7 moreHermes5 files
hermes/skills/flickclaw/pipeline-data-claw/SKILL.mdhermes/skills/flickclaw/pipeline-data-claw/references/workflow.mdhermes/skills/flickclaw/pipeline-data-claw/references/quality-gates.md+2 moreClaude Code6 files
claude-code/CLAUDE.mdclaude-code/.claude/skills/pipeline-data-claw/SKILL.mdclaude-code/.claude/skills/pipeline-data-claw/references/workflow.md+3 moreCodex5 files
codex/AGENTS.mdcodex/.flickclaw/agents/pipeline-data-claw/codex.mdcodex/.flickclaw/agents/pipeline-data-claw/workflow.md+2 moreCursor3 files
cursor/.cursor/rules/flickclaw-pipeline-data-claw.mdccursor/.cursor/rules/flickclaw-pipeline-data-claw-workflow.mdccursor/.cursor/rules/flickclaw-pipeline-data-claw-quality-gates.mdcWindsurf3 files
windsurf/.windsurf/rules/flickclaw-pipeline-data-claw.mdwindsurf/.windsurf/rules/flickclaw-pipeline-data-claw-workflow.mdwindsurf/.windsurf/rules/flickclaw-pipeline-data-claw-quality-gates.mdAider3 files
aider/CONVENTIONS.mdaider/aider.mdaider/.aider.conf.ymlOllama4 files
ollama/Modelfileollama/system-prompt.mdollama/template.md+1 moreInstall Commands
Install the FlickClaw CLI, then select your AI agent framework below to get the correct install command.
Step 1: Install CLI (one-time)
npm install -g @flickclaw/cli@latestStep 2: Select Framework
OpenClaw
npm exec --yes @flickclaw/cli@latest -- install pipeline-data-claw --target openclawDownload as ZIP
Example Prompt
Try this prompt with Pipeline Data Claw to see what it can do:
Analyze the data pipeline for quality issues. Review schema design, ETL processes, and monitoring. Produce Pipeline Architecture (DAG), Data Flow Diagram, Idempotent Transform Suite.Example Output
IllustrativeWhat a typical Pipeline Data Claw report looks like:
# Pipeline Data Claw — Assessment Report **Project**: analytics-warehouse **Context**: a Snowflake data warehouse with 15 source integrations and daily ETL **Generated**: 2026-07-10 ## Executive Summary The Pipeline Data Claw completed its review of analytics-warehouse (a Snowflake data warehouse with 15 source integrations and daily ETL). 3 findings were identified with concrete remediation steps. All quality gates were verified before delivery. ## Findings | # | Severity | Area | Finding | Recommended Action | |---|----------|------|---------|-------------------| | 1 | **P1** | Schema | Slowly changing dimensions not tracked for customer table | Add SCD Type 2 with effective_date and is_current | | 2 | **P2** | Quality | 5% null rate in revenue column across 3 sources | Add NOT NULL constraint and source-level validation | | 3 | **P2** | Performance | Materialized view refresh blocks reads for 12min | Switch to incremental refresh with partition pruning | ## Quality Gates - [✓] Pipeline DAG with retry budgets and DLQs - [✓] SLA alerts fire before breach (headroom) - [✓] Transforms are idempotent on re-run ## Outputs Generated - **Pipeline Architecture (DAG)**: Included in the report above. - **Data Flow Diagram**: Included in the report above. - **Idempotent Transform Suite**: Included in the report above. - **Monitoring & Alerting Config**: Included in the report above. - **Business Impact Dashboard**: Included in the report above. ## Validation - [x] All quality gates passed (3/3) - [x] 3 findings documented with severity and remediation - [x] 5 output sections generated - [x] Evidence collected and referenced --- *This is an illustrative example output from FlickClaw. Results vary based on project context.*
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