Magic Insight
One-stop data intelligence agent, providing insights from all mainstream data formats in a single dialogue box, including documents, databases, business systems, and images.一站式数据智能体，一个对话框提供所有主流格式数据的见解，包括文档、数据库、业务系统和图像。
Supply asset profile
Research and knowledge work
Deep research, source comparison, literature review, RAG, knowledge search, and reports.
Scenario
RAG and knowledge
I need my agent to build a RAG workflow over documents and retrieve reliable context.
Agent fit
Claude Code + CLI + Codex
Codex, Claude Code, Cursor, CLI, or custom agents.
Install
Ready
npx skills add tianlan-ltd/Magic-Insight
Maintenance
stale
2y since push
Risk
Needs review
Repository appears stale
GitHub quality
545
54/100 Quality · 77/100 Trust
Coverage tags
Review notes
Repository appears stale · Repository looks stale
Agent adoption scorecard
Trust, audit, and install readiness at a glance
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
Needs reviewInspect the repository carefully before adding it to an agent workflow.
Trust
Sandbox onlyUseful candidate with missing or mixed trust signals. Keep it in an isolated workspace until the outcome loop proves task fit.
Audit
Needs reviewA machine-readable review of install readiness, security metadata, maintenance, and adoption risk.
OpenAgentSkill Trust Score v5
Human review before install
Run only in a sandbox and compare close alternatives before using it for real work.
Stars
545 GitHub stars
Repo activity
545 stars, 87 forks
Maintenance
2y since push
License
AGPL-3.0
Install
npx skills add tianlan-ltd/Magic-Insight
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
Review before production
- Repository looks stale
- Quality score needs review
- Recent maintenance: 2y since push
Install readiness
Install path available
- Install path is available
- Repository evidence is available
- License is declared
- No Agent Proven outcome evidence yet
Agent-readable metadata
Machine-readable decision data for this skill.
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
- RAG and knowledge workflows
- Claude Code teams
- teams that value GitHub adoption signals
- Chunk documents
Suited agents
Install decision
- Command
- npx skills add tianlan-ltd/Magic-Insight
- Policy
- review
- Human review
- yes
Trust and risk
- Trust
- 69/100
- Audit
- 69/100
- Risk level
- Needs review
Outcome loop
- Endpoint
- /api/agent/outcome
- Event ID
- resolve
- Outcomes
- 5
Install command
npx skills add tianlan-ltd/Magic-InsightDo not use when
- teams that require actively maintained dependencies
- production agents without a repository review
- Repository looks stale
- Repository appears stale
- Quality score needs review
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Agent safety v2
53/100 · Avoid automatic install
Sparse or mixed signals. Useful for discovery, but not for autonomous installation.
Test manually in an isolated workspace and compare against safer alternatives.
medium
Network access
Skill likely fetches remote pages, APIs, repositories, or external services.
medium
Filesystem access
Skill may read or write project files, documents, generated artifacts, or local workspace state.
- Repository appears stale
Install targets
Install this skill in your agent workflow
Use the public install endpoint to fetch the command, safety checklist, target prompts, and canonical links for this skill.
OpenAgentSkill CLI
Use the registry command when your workflow supports the OpenAgentSkill installer.
$ npx skills add tianlan-ltd/Magic-InsightAgent resolve plan
Let an agent verify fit before installing.
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.
Open JSON
/api/agent/resolve?task=Use%20Magic%20Insight%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Resolve text
/api/agent/resolve?task=Use%20Magic%20Insight%20for%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text
Install handoff
/api/skills/tianlan-ltd-magic-insight/install
Agent should check
- Task fit and alternatives from Resolve API.
- Audit score, trust score, and safety policy warnings.
- Install target compatibility for Codex, Claude Code, Cursor, or CLI.
Copy prompt
Task: Use Magic Insight in this workspace.
Resolve first: https://www.openagentskill.com/api/agent/resolve?task=Use%20Magic%20Insight%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Review install handoff: https://www.openagentskill.com/api/skills/tianlan-ltd-magic-insight/install
Install command: npx skills add tianlan-ltd/Magic-Insight
Before running it, summarize audit warnings, required permissions, and the fallback skill if install is risky.Agent handoff
Give an agent the install path, not another directory page.
Use the public install endpoint to fetch the command, safety checklist, target prompts, and canonical links for this skill.
Install handoff
/api/skills/tianlan-ltd-magic-insight/install
LLM text format
/api/skills/tianlan-ltd-magic-insight/install?format=text
Find alternatives
/api/skills/search?q=Magic%20Insight&limit=3
Agent prompt
Use Magic Insight for this task. Review https://www.openagentskill.com/api/skills/tianlan-ltd-magic-insight/install, then install with: npx skills add tianlan-ltd/Magic-InsightRegistry metadata
Agent-readable profile for automatic skill selection.
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/tianlan-ltd-magic-insight
LLM text
/api/registry/manifest/tianlan-ltd-magic-insight?format=text
Install alias
/api/registry/install/tianlan-ltd-magic-insight
Recommend
/api/registry/recommend?task=Use%20Magic%20Insight%20in%20an%20agent%20workflow&limit=3
Agent fit
RAG and knowledge
Use-case tags
Platforms
Python, RAG, Claude Code
Audit report
Needs review · 69/100
A machine-readable review of install readiness, security metadata, maintenance, and adoption risk.
Agent decision cockpit
Needs validation for RAG and knowledge
Do a manual repository review before adding this to an agent workflow.
Role in stack
Needs validation
Primary fit
RAG and knowledge
Trust label
Needs manual review
Install path
Command ready
Use when
- RAG and knowledge workflows
- Claude Code teams
- teams that value GitHub adoption signals
Evidence
- 545 GitHub stars
- install command or GitHub repo available
- 54/100 quality profile
- 2 OpenAgentSkill engagement events
review first
- Repository looks stale
Implementation path
- 1Install it in a sandbox agent and run one RAG and knowledge task end to end.
- 2Compare output quality, latency, and failure behavior against at least one alternative.
- 3Promote it into production only after reviewing repository permissions, license, and maintenance signals.
Trust profile
Sandbox only
Useful candidate with missing or mixed trust signals. Keep it in an isolated workspace until the outcome loop proves task fit.
GitHub adoption
INFO545 GitHub stars
Stars/forks activity
INFO545 stars, 87 forks; issue activity unavailable in current metadata
Recent maintenance
FIX2y since push
License clarity
PASSAGPL-3.0
Good signals
- AI review approved
- Install path is available
- Repository evidence is available
- Meaningful GitHub adoption signal
- Install command has no obvious high-risk pattern
- Outcome loop is ready but needs first real agent run
Review before install
- Repository looks stale
- Quality score needs review
- Recent maintenance: 2y since push
- No real agent outcome reports yet
- Human review required before unattended installation
Recommended action
Run only in a sandbox and compare close alternatives before using it for real work.
Quality profile
Needs review candidate for agent workflows
Inspect the repository carefully before adding it to an agent workflow.
Workflow fit
Use this skill in these scenarios
Search private knowledge
RAG and knowledge
I need my agent to build a RAG workflow over documents and retrieve reliable context.
Build and ship code
Coding agents
I need a coding agent that can understand a repository, edit code, and review pull requests.
Operate web apps
Browser automation
I need my agent to control a browser, fill forms, and verify web app workflows.
Workflow fit
Add it to a complete workflow
Ingest, retrieve, and cite
RAG knowledge base
A workflow for document-heavy agents that ingest files, create searchable knowledge, retrieve relevant context, and answer with grounded sources.
Turn skills into distribution
Content growth agent
A workflow for turning newly indexed skills into SEO briefs, social drafts, comparison pages, and reusable publishing workflows.
Inspect, patch, and verify code
Coding review agent
A workflow for software agents that inspect repositories, review pull requests, generate tests, and turn findings into shippable patches.
Alternative shortlist
Compare before you install
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Overview
One-stop data intelligence agent, providing insights from all mainstream data formats in a single dialogue box, including documents, databases, business systems, and images.一站式数据智能体，一个对话框提供所有主流格式数据的见解，包括文档、数据库、业务系统和图像。
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.
Platform compatibility
Technical details
- Version
- 1.0.0
- License
- AGPL-3.0
- Last updated
- Jul 18, 2026
- Published
- May 25, 2026
Frameworks & tools
Decision snapshot
Needs validation
545 GitHub stars
Audit
Install review
Install and adoption review
- Security
- 89/100
- Maintenance
- 38/100
- Install
- 92/100
Agent-proven evidence
Agent-proven evidence
Outcome reports after resolve, review, install, and one narrow run.
- Success rate
- —
- Recent failure
- —
- Outcomes
- 0
- Output quality
- —
- Failed
- 0
- Not relevant
- 0
- Installs
- 0
- Risk blocked
- 0
- Setup needed
- 0
- Production
- 0
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
Add to agent workflow
Free and open source. Review the report before installing into production agents.
Growth loop
Share kit
Scenario-led draft for Magic Insight, ready for a manual X post.
Magic Insight: One-stop data intelligence agent, providing insights from all mainstream data formats in a si... 545 stars https://www.openagentskill.com/skills/tianlan-ltd-magic-insight?ref=x
Optional reply with install command
Listing + install path for Magic Insight: https://www.openagentskill.com/skills/tianlan-ltd-magic-insight?ref=x Install: npx skills add tianlan-ltd/Magic-Insight
Listing source
Community indexed
This listing was indexed from public sources and is not marked official until a maintainer claim is approved.
- Creator
- tianlan-ltd
- Indexed by
- OpenAgentSkill community index
Attribution links to the public repository or creator profile. Creators can claim the listing to update ownership signals.
Claim this skillOwner claim
Claim this skill listing
This Community indexed listing is attributed to tianlan-ltd 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
Add the evidence badges to your README
Show the canonical listing, current trust and audit signals, and real Agent-Proven evidence where developers evaluate the repository.
[](https://www.openagentskill.com/skills/tianlan-ltd-magic-insight)
[](https://www.openagentskill.com/skills/tianlan-ltd-magic-insight)
[](https://www.openagentskill.com/skills/tianlan-ltd-magic-insight/audit)
[](https://www.openagentskill.com/skills/tianlan-ltd-magic-insight)Author
tianlan-ltd
@tianlan-ltd
Platform fit
Health signals
- GitHub stars
- 545
- Quality score
- 38/100
- Last GitHub push
- Nov 6, 2024
- Framework hints
- 2
- OpenAgentSkill views
- 2
- Install copies
- 0
- Outbound clicks
- 0
Community signal
Share whether this skill looks useful for your agent workflow. Aggregated feedback improves rankings over time.
Trust & safety
Sandbox only
- GitHub adoption545 GitHub starsINFO
- Stars/forks activity545 stars, 87 forks; issue activity unavailable in current metadataINFO
- Recent maintenance2y since pushFIX
- License clarityAGPL-3.0PASS
- README/SKILL.md completenessMetadata includes enough usage and workflow contextPASS
- Dependency/runtime riskno major dependency risk hints in public metadataPASS
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