ScrapeGraphAI

ScrapeGraphAI is a web scraping library that uses AI and direct graph logic to create scraping pipelines for websites and local documents.

Evaluated Mar 18, 2026 (0d ago)
Repo ↗ Development Tools web scraping AI data extraction Python
⚙ Agent Friendliness
83
/ 100
Can an agent use this?
🔒 Security
72
/ 100
Is it safe for agents?
⚡ Reliability
88
/ 100
Does it work consistently?

Score Breakdown

⚙ Agent Friendliness

MCP Quality
80
Documentation
80
Error Messages
--
Auth Simplicity
100
Rate Limits
80

🔒 Security

TLS Enforcement
100
Auth Strength
100
Scope Granularity
0
Dep. Hygiene
50
Secret Handling
100

No known vulnerabilities in dependencies, but some dependencies may have issues.

⚡ Reliability

Uptime/SLA
50
Version Stability
100
Breaking Changes
100
Error Recovery
100
AF Security Reliability

Best When

Used in conjunction with LLM frameworks for optimal data extraction.

Avoid When

When a simple scraping solution is sufficient without the need for AI.

Use Cases

  • Extracting data from websites
  • Creating scraping pipelines for various data formats
  • Integrating with LLM frameworks for enhanced scraping capabilities

Not For

  • Users looking for a simple scraping tool without AI capabilities
  • Those who do not want to deal with complex configurations

Interface

REST API
Yes
GraphQL
No
gRPC
No
MCP Server
Yes
SDK
Yes
Webhooks
No

Authentication

Methods: API Key
OAuth: No Scopes: No

Pricing

Model: Subscription-based with a free tier
Free tier: Yes
Requires CC: No

Agent Metadata

Pagination
Cursor-based pagination is recommended.
Idempotent
True
Retry Guidance
Documented

Alternatives

Full Evaluation Report

Comprehensive deep-dive: security analysis, reliability audit, agent experience review, cost modeling, competitive positioning, and improvement roadmap for ScrapeGraphAI.

AI-powered analysis · PDF + markdown · Delivered within 30 minutes

$99

Package Brief

Quick verdict, integration guide, cost projections, gotchas with workarounds, and alternatives comparison.

Delivered within 10 minutes

$3

Score Monitoring

Get alerted when this package's AF, security, or reliability scores change significantly. Stay ahead of regressions.

Continuous monitoring

$3/mo

Scores are editorial opinions as of 2026-03-18.

26743
Packages Evaluated
5915
Need Evaluation
2
Need Re-evaluation
Community Powered