--- title: "firecrawl-mcp-server vs unstract" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/firecrawl-firecrawl-mcp-server-vs-zipstack-unstract" tools: ["firecrawl-firecrawl-mcp-server", "zipstack-unstract"] --- # firecrawl-mcp-server vs unstract *GraphCanon updated Aug 26, 2026* ## Verdict Pick firecrawl-mcp-server if firecrawl MCP Server is designed to integrate powerful web scraping and content extraction functionalities for LLM clients such as Cursor and Claude under the MIT License; pick unstract if unstract is a Python-driven tool for transforming unstructured data into structured formats using OCR, PDF extraction, and other techniques to integrate with APIs and ETL workflows under AGPL-3.0. [firecrawl-mcp-server](https://firecrawl.dev) reports 7.3k GitHub stars, 862 forks, and 157 open issues, last pushed Aug 26, 2026. [unstract](https://unstract.com) has 6.9k stars, 663 forks, and 88 open issues, last pushed Jul 27, 2026. Figures are from public GitHub metadata via [firecrawl-mcp-server's repository](https://github.com/firecrawl/firecrawl-mcp-server) and [unstract's repository](https://github.com/Zipstack/unstract). | | [firecrawl-mcp-server](/tools/firecrawl-firecrawl-mcp-server.md) | [unstract](/tools/zipstack-unstract.md) | | --- | --- | --- | | Tagline | Adding web scraping and search capabilities to LLM clients like Cursor and Claude | LLM-Driven Extraction of Unstructured Data for API Deployments and ETL Pipeline Workflows | | Stars | 7,318 | 6,932 | | Forks | 862 | 663 | | Open issues | 157 | 88 | | Language | JavaScript | Python | | Adopt for | Firecrawl MCP Server is designed to integrate powerful web scraping and content extraction functionalities for LLM clients such as Cursor and Claude under the MIT License. | Unstract is a Python-driven tool for transforming unstructured data into structured formats using OCR, PDF extraction, and other techniques to integrate with APIs and ETL workflows under AGPL-3.0 license. | | Persona | - | - | | Runtime | - | - | | License | MIT | AGPL-3.0 | | Categories | Data & Retrieval, LLM Frameworks | Data & Retrieval, LLM Frameworks | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [firecrawl-mcp-server](/tools/firecrawl-firecrawl-mcp-server.md) | [unstract](/tools/zipstack-unstract.md) | | --- | --- | --- | | Open issues (now) | 157 | 88 | | Stars delta | +271 (30d) | Unknown | | Open issues delta | -1 (30d) | Unknown | | Full report | [trust report](/tools/firecrawl-firecrawl-mcp-server/trust.md) | [trust report](/tools/zipstack-unstract/trust.md) | ## Decision facts: firecrawl-mcp-server - **Adopt for:** Firecrawl MCP Server is designed to integrate powerful web scraping and content extraction functionalities for LLM clients such as Cursor and Claude under the MIT License. ## Decision facts: unstract - **Adopt for:** Unstract is a Python-driven tool for transforming unstructured data into structured formats using OCR, PDF extraction, and other techniques to integrate with APIs and ETL workflows under AGPL-3.0 license. ## Choose when ### Choose firecrawl-mcp-server if… - firecrawl-mcp-server is primarily JavaScript; unstract is Python. - License: firecrawl-mcp-server is MIT, unstract is AGPL-3.0. - Tags unique to firecrawl-mcp-server: batch-processing, content-extraction, data-collection, javascript-rendering. - firecrawl-mcp-server ships Docker support for self-hosted deployment. - When you need JavaScript-based rendering capabilities for more accurate content extraction from the web ### Choose unstract if… - unstract is primarily Python; firecrawl-mcp-server is JavaScript. - License: unstract is AGPL-3.0, firecrawl-mcp-server is MIT. - Tags unique to unstract: ai-agents, data-engineering, document-ai, generative-ai. - You prioritize open-source contributions and require the flexibility of the AGPL-3.0 license. ## When NOT to use firecrawl-mcp-server - If your project requires a server-side solution in languages other than JavaScript, as Firecrawl MCP Server is written in JavaScript only - When you are not looking to integrate or extend functionalities for Cursor and Claude LLM clients ## When NOT to use unstract - Your workflow strictly adheres to closed-source software management policies and requires proprietary control. - Projects needing direct integration with commercial data processing services incompatible with AGPL-3.0 licensing. - Cases where real-time performance is critical, as the LLM-driven extraction may introduce latency. ## Common questions ### What is the difference between firecrawl-mcp-server and unstract? firecrawl-mcp-server: Adding web scraping and search capabilities to LLM clients like Cursor and Claude. unstract: LLM-Driven Extraction of Unstructured Data for API Deployments and ETL Pipeline Workflows. See the comparison table for live GitHub stats and shared categories. ### When should I choose firecrawl-mcp-server over unstract? Choose firecrawl-mcp-server over unstract when firecrawl-mcp-server is primarily JavaScript; unstract is Python; License: firecrawl-mcp-server is MIT, unstract is AGPL-3.0; Tags unique to firecrawl-mcp-server: batch-processing, content-extraction, data-collection, javascript-rendering; firecrawl-mcp-server ships Docker support for self-hosted deployment; When you need JavaScript-based rendering capabilities for more accurate content extraction from the web. ### When should I choose unstract over firecrawl-mcp-server? Choose unstract over firecrawl-mcp-server when unstract is primarily Python; firecrawl-mcp-server is JavaScript; License: unstract is AGPL-3.0, firecrawl-mcp-server is MIT; Tags unique to unstract: ai-agents, data-engineering, document-ai, generative-ai; You prioritize open-source contributions and require the flexibility of the AGPL-3.0 license. ### When should I avoid firecrawl-mcp-server? If your project requires a server-side solution in languages other than JavaScript, as Firecrawl MCP Server is written in JavaScript only When you are not looking to integrate or extend functionalities for Cursor and Claude LLM clients ### When should I avoid unstract? Your workflow strictly adheres to closed-source software management policies and requires proprietary control. Projects needing direct integration with commercial data processing services incompatible with AGPL-3.0 licensing. Cases where real-time performance is critical, as the LLM-driven extraction may introduce latency. ### Is firecrawl-mcp-server or unstract more popular on GitHub? firecrawl-mcp-server has more GitHub stars (7,318 vs 6,932). Stars measure visibility, not whether either tool fits your constraints. ### Are firecrawl-mcp-server and unstract open source? Yes - both are open-source projects on GitHub (firecrawl-mcp-server: MIT, unstract: AGPL-3.0). ### Where can I find alternatives to firecrawl-mcp-server or unstract? GraphCanon lists graph-backed alternatives at [firecrawl-mcp-server alternatives](/tools/firecrawl-firecrawl-mcp-server/alternatives) and [unstract alternatives](/tools/zipstack-unstract/alternatives) ([firecrawl-mcp-server markdown twin](/tools/firecrawl-firecrawl-mcp-server/alternatives.md), [unstract markdown twin](/tools/zipstack-unstract/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/firecrawl-firecrawl-mcp-server-vs-zipstack-unstract.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, firecrawl-mcp-server or unstract? firecrawl-mcp-server: Very active. unstract: Very active. 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 firecrawl-mcp-server and unstract? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [firecrawl-mcp-server trust report](/tools/firecrawl-firecrawl-mcp-server/trust); [unstract trust report](/tools/zipstack-unstract/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=firecrawl-firecrawl-mcp-server`](/api/graphcanon/graph?tool=firecrawl-firecrawl-mcp-server) - 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/_