Python library for using dplyr like syntax with pandas and SQL
Supply asset profile
CSV, SQL, notebooks, dashboards, data pipelines, BI, ETL, and spreadsheet analysis.
Scenario
Data analysis
I need my agent to analyze CSV data, produce insights, and explain trends.
Agent fit
Claude Code + CLI + Codex
Codex, Claude Code, Cursor, CLI, or custom agents.
Install
Ready
npx skills add machow/siuba
Maintenance
stable
10mo since push
Risk
Safe to try
Quality score needs review
GitHub quality
1.2K
84/100 quality · 83/100 trust
Coverage tags
Review notes
Quality score needs review
Agent adoption scorecard
These scores combine public repository metadata, OpenAgentSkill review signals, maintenance freshness, and install readiness. They are a shortlist signal, not a replacement for human review.
Quality
StrongSolid option that is likely worth shortlisting for production workflows.
Trust
Review then installGood shortlist signal, but the agent should review audit notes, install policy, and outcome evidence before running it.
Audit
Safe to tryInstall readiness, security metadata, maintenance, and adoption risk.
Trust Score v5
Use as the primary candidate after human or sandbox review.
Stars
1.2K GitHub stars
Repo activity
1.2K stars, 55 forks
Maintenance
10mo since push
License
MIT
Install
npx skills add machow/siuba
Install safety
standard package or runtime install path
Permission surface
filesystem or document access, database access
Agent outcomes
No agent outcome data yet
Docs
Usable metadata, review docs
Risk summary
Install readiness
Agent-readable metadata
Use this block or the embedded JSON to decide whether an agent should install this skill, choose an alternative, or ask for human review first.
Suited tasks
Suited agents
Install decision
Trust and risk
Outcome loop
Do not use when
Agent safety v2
Usable candidate, but the agent should surface permission and audit notes before installation.
Require human approval before installing into a real workspace.
medium
Skill likely fetches remote pages, APIs, repositories, or external services.
medium
Skill may read or write project files, documents, generated artifacts, or local workspace state.
medium
Skill may inspect schemas, query databases, or work with persistent stores.
Install targets
Copy the registry command or an agent-specific install prompt for Codex, Claude Code, and Cursor.
Use the registry command when your workflow supports the OpenAgentSkill installer.
$ npx skills add machow/siubaAgent resolve plan
The Resolve API returns the selected skill, alternatives, safety policy, audit notes, install target, and copy-paste prompt an agent can follow without scraping this page.
Resolve JSON
/api/agent/resolve?task=Use%20Siuba%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Resolve text
/api/agent/resolve?task=Use%20Siuba%20for%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text
Install handoff
/api/skills/machow-siuba/install
Agent should check
Copy prompt
Task: Use Siuba in this workspace.
Resolve first: https://www.openagentskill.com/api/agent/resolve?task=Use%20Siuba%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Review install handoff: https://www.openagentskill.com/api/skills/machow-siuba/install
Install command: npx skills add machow/siuba
Before running it, summarize audit warnings, required permissions, and the fallback skill if install is risky.Agent handoff
Use the public install endpoint to fetch the command, safety checklist, target prompts, and canonical links for this skill.
Install handoff
/api/skills/machow-siuba/install
LLM text format
/api/skills/machow-siuba/install?format=text
Find alternatives
/api/skills/search?q=Siuba&limit=3
Agent prompt
Use Siuba for this task. Review https://www.openagentskill.com/api/skills/machow-siuba/install, then install with: npx skills add machow/siubaRegistry metadata
This page exposes the same decision, trust, audit, use-case, and install signals through the Registry API, so agents can rank this skill without scraping the UI.
Manifest
/api/registry/manifest/machow-siuba
LLM text
/api/registry/manifest/machow-siuba?format=text
Install alias
/api/registry/install/machow-siuba
Recommend
/api/registry/recommend?task=Use%20Siuba%20in%20an%20agent%20workflow&limit=3
Agent fit
Data analysis
Use-case tags
Platforms
Python, Data Analysis, Claude Code
Audit report
Review install readiness, maintenance, trust, quality, and metadata warnings before adding this skill to an agent workflow.
Agent decision cockpit
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Role in stack
Primary pick
Primary fit
Data analysis
Trust label
Production-ready
Install path
Command ready
Use when
Evidence
Review first
Implementation path
Trust profile
Good shortlist signal, but the agent should review audit notes, install policy, and outcome evidence before running it.
GitHub adoption
PASS1.2K GitHub stars
Stars/forks activity
INFO1.2K stars, 55 forks; issue activity unavailable in current metadata
Recent maintenance
INFO10mo since push
License clarity
PASSMIT
Good signals
Review before install
Recommended action
Use as the primary candidate after human or sandbox review.
Quality profile
Solid option that is likely worth shortlisting for production workflows.
Workflow fit
Analyze datasets
I need my agent to analyze CSV data, produce insights, and explain trends.
Build and ship code
I need a coding agent that can understand a repository, edit code, and review pull requests.
Search private knowledge
I need my agent to build a RAG workflow over documents and retrieve reliable context.
Stack fit
Turn skills into distribution
A stack for turning newly indexed skills into SEO briefs, social drafts, comparison pages, and reusable publishing workflows.
Inspect, patch, and verify code
A stack for software agents that inspect repositories, review pull requests, generate tests, and turn findings into shippable patches.
Ingest, retrieve, and cite
A stack for document-heavy agents that ingest files, create searchable knowledge, retrieve relevant context, and answer with grounded sources.
Alternative shortlist
Similar skills in this category, ranked with the same readiness and quality signals.
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Python library for using dplyr like syntax with pandas and SQL
Imported by the skill-only GitHub discovery pipeline because it matches agent skill, automation, domain workflow, RAG, document-processing, data, finance, security, or developer-tool signals. Protocol-server projects are excluded from automated imports.
Frameworks & Tools
Decision snapshot
1,183 GitHub stars
Audit snapshot
Install and adoption review
Agent-proven evidence
Outcome reports after resolve, review, install, and one narrow run.
No agent outcome data yet. The first agent run can report success, setup needs, risk blocks, failure, or not-relevant through /api/agent/outcome.
Install
Free and open source. Review the audit before production use.
Growth loop
Scenario-led draft for Siuba, ready for a manual X post.
Most coding agents don't fail from lack of model power. They fail when repo context disappears. Siuba gives coding agents a repeatable way to plan, patch, review, or ship. 1.2K stars https://www.openagentskill.com/skills/machow-siuba?ref=x #AIAgents
Listing + install path for Siuba: https://www.openagentskill.com/skills/machow-siuba?ref=x Install: npx skills add machow/siuba
Listing source
This listing was indexed from public sources and is not marked official until a maintainer claim is approved.
Attribution links to the public repository or creator profile. Creators can claim the listing to update ownership signals.
Claim this skillOwner claim
This community indexed listing is attributed to machow but is not marked official yet. Claim it to add a verified owner signal and make future launch, install, and audit updates easier to trust.
Creator backlink kit
Show the canonical listing, current trust and audit signals, and real Agent Proven evidence where developers evaluate the repository.
[](https://www.openagentskill.com/skills/machow-siuba)
[](https://www.openagentskill.com/skills/machow-siuba)
[](https://www.openagentskill.com/skills/machow-siuba/audit)
[](https://www.openagentskill.com/skills/machow-siuba)machow✓
@machow
Share whether this skill looks useful for your agent workflow. Aggregated feedback improves rankings over time.
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