Star0

Magic Insight

STRONG · 80
Community indexed

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。

Downloads 0
Stars 546
Version 1.0.0
Quality 54/100 · Needs review
Trust 80/100 · Strong shortlist
Audit 70/100 · Needs review

Supply asset profile

Research and knowledge work

Deep research, source comparison, literature review, RAG, knowledge search, and reports.

Browse track

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

546

54/100 quality · 80/100 trust

Coverage tags

ResearchRAG and knowledgerag-knowledgeragretrieval

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 review
54

Inspect the repository carefully before adding it to an agent workflow.

Trust

Strong shortlist
80

Good trust signals with a few areas worth checking before rollout.

Audit

Needs review
70

Install readiness, security metadata, maintenance, and adoption risk.

Trust Score v3

Human review before install

Test in a sandbox workflow and compare its install path with close alternatives.

PythonRAGCodexClaude CodeCursor

Stars

546 GitHub stars

Repo activity

546 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

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
  • 2y since push

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.

Open JSON

Suited tasks

  • RAG and knowledge workflows
  • Claude Code teams
  • teams that value GitHub adoption signals
  • Chunk documents
  • Create embeddings

Suited agents

PythonRAGCodexClaude CodeCursorOpenAgentSkill CLICLI

Trust and risk

Trust score
80/100
Risk level
Needs review
Auto install
review

Install command

npx skills add tianlan-ltd/Magic-Insight
Public auditResolve APIInstall handoff

Do not use when

  • teams that require actively maintained dependencies
  • production agents without a repository review
  • Repository looks stale
  • No OpenAgentSkill engagement data yet
  • Repository appears stale

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Agent safety v2

54/100 · Avoid automatic install

Experimentalreview

Sparse or mixed signals. Useful for discovery, but not for autonomous installation.

Test manually in an isolated workspace and compare against safer alternatives.

Resolve via API

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

Copy the registry command or an agent-specific install prompt for Codex, Claude Code, and Cursor.

skill install

OpenAgentSkill CLI

Use the registry command when your workflow supports the OpenAgentSkill installer.

$ npx skills add tianlan-ltd/Magic-Insight

Agent 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 text plan

Resolve 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.

Open install API

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-Insight

Registry 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.

Open manifest

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

56/100

RAG and knowledge

Use-case tags

RAG and knowledgeCoding agentsBrowser automation

Platforms

Python, RAG, Claude Code

Audit report

Needs review · 70/100

Review install readiness, maintenance, trust, quality, and metadata warnings before adding this skill to an agent workflow.

View audit report

Agent decision cockpit

Needs validation for RAG and knowledge

Do a manual repository review before adding this to an agent workflow.

56
Readiness
Review
Stage

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

  • 546 GitHub stars
  • install command or GitHub repo available
  • 54/100 quality profile

Review first

  • Repository looks stale
  • No OpenAgentSkill engagement data yet

Implementation path

  1. 1Install it in a sandbox agent and run one RAG and knowledge task end to end.
  2. 2Compare output quality, latency, and failure behavior against at least one alternative.
  3. 3Promote it into production only after reviewing repository permissions, license, and maintenance signals.

Trust profile

Strong shortlist

Good trust signals with a few areas worth checking before rollout.

80
Trust score

GitHub adoption

INFO

546 GitHub stars

Stars/forks activity

INFO

546 stars, 87 forks; issue activity unavailable in current metadata

Recent maintenance

FIX

2y since push

License clarity

PASS

AGPL-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

Review before install

  • Repository looks stale
  • Quality score needs review
  • Recent maintenance: 2y since push

Recommended action

Test in a sandbox workflow and compare its install path with close alternatives.

Quality profile

Needs review candidate for agent workflows

Inspect the repository carefully before adding it to an agent workflow.

54
GitHub stars
546
Freshness
2y ago
Install ready
Yes
License
AGPL-3.0
Check before install: Repository looks stale

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.

Stack fit

Add it to a complete workflow

Ingest, retrieve, and cite

RAG knowledge base

A stack 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 stack 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 stack for software agents that inspect repositories, review pull requests, generate tests, and turn findings into shippable patches.

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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

pythonFULL
ragFULL

Technical Details

Version
1.0.0
License
AGPL-3.0
Last Updated
6/15/2026
Published
5/25/2026

Frameworks & Tools

PythonRAG

Decision snapshot

Needs validation

56
Ready
Review
Stage

546 GitHub stars

Audit Snapshot

Install and adoption review

70
Needs review
Security
89/100
Maintenance
38/100
Install
92/100
Open full audit

Install

Free and open source

Compare AlternativesAuto-resolve PlanView on GitHubDocumentation

Growth loop

Share this skill

X

Scenario-led draft for Magic Insight, with the OpenAgentSkill Update theme and canonical URL.

OpenAgentSkill Update
Today: Magic Insight

Use it when you want your coding agent to carry more repo context and ship repetitive changes faster.

546 stars - rag-knowledge
Link: https://www.openagentskill.com/skills/tianlan-ltd-magic-insight?ref=x
#AIAgents #OpenAgentSkill
Open X draft
Optional reply with install command
Link for Magic Insight:
https://www.openagentskill.com/skills/tianlan-ltd-magic-insight?ref=x

Install: npx skills add tianlan-ltd/Magic-Insight
Open reply draft

Listing source

Community indexed

Claimable

This listing was indexed from public sources and is not marked official until a maintainer claim is approved.

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 skill

Owner 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.

README badge

Add this badge to your GitHub README to show the listing, trust score, and install handoff.

[![OpenAgentSkill](https://www.openagentskill.com/api/badge/tianlan-ltd-magic-insight)](https://www.openagentskill.com/skills/tianlan-ltd-magic-insight)
Preview badgeAudit badge

Author

T

tianlan-ltd

@tianlan-ltd

Tags

ragretrievalknowledgechatbidata-agentpythongithub

Platform Fit

Claude Code

Health Signals

GitHub stars
546
Quality score
38/100
Last GitHub push
Nov 6, 2024
Framework hints
2
OpenAgentSkill views
0
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

Strong shortlist

80
  • GitHub adoption546 GitHub starsINFO
  • Stars/forks activity546 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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