--- title: "scrapecraft vs agent-toolkit" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/scrapegraphai-scrapecraft-vs-softaworks-agent-toolkit" tools: ["scrapegraphai-scrapecraft", "softaworks-agent-toolkit"] --- # scrapecraft vs agent-toolkit *GraphCanon updated Sep 20, 2026* ## Verdict Pick scrapecraft if scrapecraft is an AI-powered web scraping editor that uses natural language inputs to build, test, and deploy scrapers; pick agent-toolkit if extends AI coding agent capabilities with Python skills for development and professional workflows. [scrapecraft](https://github.com/ScrapeGraphAI/scrapecraft) reports 698 GitHub stars, 112 forks, and 1 open issues, last pushed Dec 26, 2025. [agent-toolkit](https://github.com/softaworks/agent-toolkit) has 2.5k stars, 226 forks, and 18 open issues, last pushed Mar 5, 2026. Figures are from public GitHub metadata via [scrapecraft's repository](https://github.com/ScrapeGraphAI/scrapecraft) and [agent-toolkit's repository](https://github.com/softaworks/agent-toolkit). | | [scrapecraft](/tools/scrapegraphai-scrapecraft.md) | [agent-toolkit](/tools/softaworks-agent-toolkit.md) | | --- | --- | --- | | Tagline | AI-powered web scraping editor with visual workflow builder | A curated collection of skills for AI coding agents | | Stars | 698 | 2,483 | | Forks | 112 | 226 | | Open issues | 1 | 18 | | Language | Python | Python | | Adopt for | Scrapecraft is an AI-powered web scraping editor that uses natural language inputs to build, test, and deploy scrapers. | Extends AI coding agent capabilities with Python skills for development and professional workflows | | Persona | - | - | | Runtime | - | - | | License | MIT | MIT | | Categories | Data & Retrieval, Developer Tools | AI Agents, Developer Tools | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [scrapecraft](/tools/scrapegraphai-scrapecraft.md) | [agent-toolkit](/tools/softaworks-agent-toolkit.md) | | --- | --- | --- | | Days since push | 267d | 198d | | Open issues (now) | 1 | 18 | | Stars delta | +18 (30d) | +176 (30d) | | Open issues delta | 0 (30d) | +1 (30d) | | Full report | [trust report](/tools/scrapegraphai-scrapecraft/trust.md) | [trust report](/tools/softaworks-agent-toolkit/trust.md) | ## Decision facts: scrapecraft - **Adopt for:** Scrapecraft is an AI-powered web scraping editor that uses natural language inputs to build, test, and deploy scrapers. ## Decision facts: agent-toolkit - **Adopt for:** Extends AI coding agent capabilities with Python skills for development and professional workflows ## Choose when ### Choose scrapecraft if… - Tags unique to scrapecraft: data-extraction, docker, fastapi, langgraph. - Also covers Data & Retrieval. - scrapecraft ships Docker support for self-hosted deployment. - When you need to simplify the creation of complex web scraping tasks through visual workflow builders and natural language commands. ### Choose agent-toolkit if… - Tags unique to agent-toolkit: agent-skills, claude, claude-code, coding-agent. - Also covers AI Agents. - For enhancing specific tasks like documentation, planning, and workflow management ## When NOT to use scrapecraft - If your team requires more granular control over scraper logic, as Scrapecraft's reliance on AI and visual workflows might lack some fine-tuning options available in code-based scrapers. - For projects where security or sensitive data handling is a concern, if the proprietary algorithms of ScrapeGraphAI do not meet your specific compliance needs. ## When NOT to use agent-toolkit - If you seek support for languages other than Python - When working with non-Python based coding agents that require specialized skills not covered by this toolkit - In cases where custom, from-scratch development is preferred over using pre-packaged scripts ## Common questions ### What is the difference between scrapecraft and agent-toolkit? scrapecraft: AI-powered web scraping editor with visual workflow builder. agent-toolkit: A curated collection of skills for AI coding agents. See the comparison table for live GitHub stats and shared categories. ### When should I choose scrapecraft over agent-toolkit? Choose scrapecraft over agent-toolkit when Tags unique to scrapecraft: data-extraction, docker, fastapi, langgraph; Also covers Data & Retrieval; scrapecraft ships Docker support for self-hosted deployment; When you need to simplify the creation of complex web scraping tasks through visual workflow builders and natural language commands. ### When should I choose agent-toolkit over scrapecraft? Choose agent-toolkit over scrapecraft when Tags unique to agent-toolkit: agent-skills, claude, claude-code, coding-agent; Also covers AI Agents; For enhancing specific tasks like documentation, planning, and workflow management. ### When should I avoid scrapecraft? If your team requires more granular control over scraper logic, as Scrapecraft's reliance on AI and visual workflows might lack some fine-tuning options available in code-based scrapers. For projects where security or sensitive data handling is a concern, if the proprietary algorithms of ScrapeGraphAI do not meet your specific compliance needs. ### When should I avoid agent-toolkit? If you seek support for languages other than Python When working with non-Python based coding agents that require specialized skills not covered by this toolkit In cases where custom, from-scratch development is preferred over using pre-packaged scripts ### Is scrapecraft or agent-toolkit more popular on GitHub? agent-toolkit has more GitHub stars (2,483 vs 698). Stars measure visibility, not whether either tool fits your constraints. ### Are scrapecraft and agent-toolkit open source? Yes - both are open-source projects on GitHub (scrapecraft: MIT, agent-toolkit: MIT). ### Where can I find alternatives to scrapecraft or agent-toolkit? GraphCanon lists graph-backed alternatives at [scrapecraft alternatives](/tools/scrapegraphai-scrapecraft/alternatives) and [agent-toolkit alternatives](/tools/softaworks-agent-toolkit/alternatives) ([scrapecraft markdown twin](/tools/scrapegraphai-scrapecraft/alternatives.md), [agent-toolkit markdown twin](/tools/softaworks-agent-toolkit/alternatives.md)), ranked by typed relationship edges rather than popularity votes. ### Is there a machine-readable version of this comparison? Yes. The markdown twin at [this comparison](/compare/scrapegraphai-scrapecraft-vs-softaworks-agent-toolkit.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, scrapecraft or agent-toolkit? scrapecraft: Slowing. agent-toolkit: Slowing. Compare maintenance labels, days since push, and release cadence in the trust section below - stars alone do not measure maintenance. ### Where are the full trust reports for scrapecraft and agent-toolkit? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [scrapecraft trust report](/tools/scrapegraphai-scrapecraft/trust); [agent-toolkit trust report](/tools/softaworks-agent-toolkit/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=scrapegraphai-scrapecraft`](/api/graphcanon/graph?tool=scrapegraphai-scrapecraft) - LLM index: [/llms.txt](/llms.txt) - Full corpus: [/llms-full.txt](/llms-full.txt) _GraphCanon - The knowledge graph for AI development. https://www.graphcanon.com/_