AI Search & RAG Without Moving Your Data. Get instant answers from your company's knowledge across 100+ apps while keeping data secure. Deploy in minutes, not months.
Supply asset profile
CSV, SQL, notebooks, dashboards, data pipelines, BI, ETL, and spreadsheet analysis.
Scenario
RAG and knowledge
I need my agent to build a RAG workflow over documents and retrieve reliable context.
Agent fit
Claude Code + OpenAI Agents + CLI
Codex, Claude Code, Cursor, CLI, or custom agents.
Install
Ready
npx skills add swirlai/swirl-search
Maintenance
fresh
22d since push
Risk
Safe to try
No major risk signals from available metadata
GitHub quality
3.0K
100/100 quality · 91/100 trust
Coverage tags
Review notes
No major risk signals from available metadata
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
ExcellentHigh-confidence pick with strong adoption and healthy maintenance signals.
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
3.0K GitHub stars
Repo activity
3.0K stars, 285 forks
Maintenance
22d since push
License
Apache-2.0
Install
npx skills add swirlai/swirl-search
Install safety
standard package or runtime install path
Permission surface
filesystem or document access
Agent outcomes
No agent outcome data yet
Docs
Strong README/SKILL.md context
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
Strong metadata, audit, install, and review signals. Suitable for agent shortlists after normal workspace review.
Allow agent install in a sandbox or low-risk workspace, then promote after one successful narrow task.
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 swirlai/swirl-searchAgent 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%20Swirl%20Search%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Resolve text
/api/agent/resolve?task=Use%20Swirl%20Search%20for%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text
Install handoff
/api/skills/swirlai-swirl-search/install
Agent should check
Copy prompt
Task: Use Swirl Search in this workspace.
Resolve first: https://www.openagentskill.com/api/agent/resolve?task=Use%20Swirl%20Search%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Review install handoff: https://www.openagentskill.com/api/skills/swirlai-swirl-search/install
Install command: npx skills add swirlai/swirl-search
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/swirlai-swirl-search/install
LLM text format
/api/skills/swirlai-swirl-search/install?format=text
Find alternatives
/api/skills/search?q=Swirl%20Search&limit=3
Agent prompt
Use Swirl Search for this task. Review https://www.openagentskill.com/api/skills/swirlai-swirl-search/install, then install with: npx skills add swirlai/swirl-searchRegistry 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/swirlai-swirl-search
LLM text
/api/registry/manifest/swirlai-swirl-search?format=text
Install alias
/api/registry/install/swirlai-swirl-search
Recommend
/api/registry/recommend?task=Use%20Swirl%20Search%20in%20an%20agent%20workflow&limit=3
Agent fit
RAG and knowledge
Use-case tags
Platforms
Python, RAG, Claude Code, OpenAI Agents
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
RAG and knowledge
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
PASS3.0K GitHub stars
Stars/forks activity
PASS3.0K stars, 285 forks; issue activity unavailable in current metadata
Recent maintenance
PASS22d since push
License clarity
PASSApache-2.0
Good signals
Review before install
Recommended action
Use as the primary candidate after human or sandbox review.
Quality profile
High-confidence pick with strong adoption and healthy maintenance signals.
Workflow fit
Search private knowledge
I need my agent to build a RAG workflow over documents and retrieve reliable context.
Build and ship code
I need a coding agent that can understand a repository, edit code, and review pull requests.
Automate repeated work
I need my agent to automate a repeated workflow across tools and files.
Stack fit
Ingest, retrieve, and cite
A stack for document-heavy agents that ingest files, create searchable knowledge, retrieve relevant context, and answer with grounded sources.
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.
Alternative shortlist
Similar skills in this category, ranked with the same readiness and quality signals.
100+ AI Agent & RAG apps you can actually run — clone, customize, ship.
📚 《从零开始构建智能体》——从零开始的智能体原理与实践教程
Ready-to-run cloud templates for RAG, AI pipelines, and enterprise search with live data. 🐳Docker-friendly.⚡Always in sync with Sharepoint, Google Drive, S3, Kafka, PostgreSQL, real-time data APIs, and more.
Build AI Agents, Visually
AI Search & RAG Without Moving Your Data. Get instant answers from your company's knowledge across 100+ apps while keeping data secure. Deploy in minutes, not months.
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
3,032 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 Swirl Search, ready for a manual X post.
The useful research skills are not search wrappers. They help agents keep sources attached. Swirl Search helps agents turn docs, data, or knowledge bases into grounded work. 3.0K stars https://www.openagentskill.com/skills/swirlai-swirl-search?ref=x #AIAgents
Listing + install path for Swirl Search: https://www.openagentskill.com/skills/swirlai-swirl-search?ref=x Install: npx skills add swirlai/swirl-search
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 swirlai 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/swirlai-swirl-search)
[](https://www.openagentskill.com/skills/swirlai-swirl-search)
[](https://www.openagentskill.com/skills/swirlai-swirl-search/audit)
[](https://www.openagentskill.com/skills/swirlai-swirl-search)swirlai✓
@swirlai
Share whether this skill looks useful for your agent workflow. Aggregated feedback improves rankings over time.
Review then install
Awesome Llm Apps
100+ AI Agent & RAG apps you can actually run — clone, customize, ship.
114.5K stars · 0 installsHello Agents
📚 《从零开始构建智能体》——从零开始的智能体原理与实践教程
59.5K stars · 0 installsLlm App
Ready-to-run cloud templates for RAG, AI pipelines, and enterprise search with live data. 🐳Docker-friendly.⚡Always in sync with Sharepoint, Google Drive, S3, Kafka, PostgreSQL, real-time data APIs, and more.
59.3K stars · 0 installsFlowise
Build AI Agents, Visually
53.6K stars · 0 installs