Comparison
firecrawl-mcp-server vs Scrapegraph-ai
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 Scrapegraph-ai if scrapegraph-ai is a Python-based scraping tool leveraging AI for smarter data extraction and search tasks.
Markdown twin · firecrawl-mcp-server alternatives · Scrapegraph-ai alternatives
GraphCanon updated 4d
vs
Trust & integrity
| Signal | firecrawl-mcp-server | Scrapegraph-ai |
|---|---|---|
| Maintenance | Very active (0d since push) As of 3w · github_public_v1 | Active (27d since push) As of 4d · github_public_v1 |
| Provenance | Not a fork · Organization account As of 3w · github_public_v1 | Not a fork · Organization account As of 4d · github_public_v1 |
| OSV dependency advisories | Published findings As of 2w · osv@v1 | No lockfile (source not queried) As of 1mo · osv@v1 |
| deps.dev advisories | Not queried deps.dev@v1 | Not queried deps.dev@v1 |
| OpenSSF Scorecard | Not queried openssf-scorecard@v1 | Not queried openssf-scorecard@v1 |
Tagline
- firecrawl-mcp-server
- Adding web scraping and search capabilities to LLM clients like Cursor and Claude
- Scrapegraph-ai
- Python scraper based on AI
Stars
- firecrawl-mcp-server
- 7.0k
- Scrapegraph-ai
- 30k
Forks
- firecrawl-mcp-server
- 821
- Scrapegraph-ai
- 2.9k
Open issues
- firecrawl-mcp-server
- 158
- Scrapegraph-ai
- 12
Language
- firecrawl-mcp-server
- JavaScript
- Scrapegraph-ai
- Python
Adopt for
- firecrawl-mcp-server
- 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.
- Scrapegraph-ai
- Scrapegraph-ai is a Python-based scraping tool leveraging AI for smarter data extraction and search tasks.
Persona
- firecrawl-mcp-server
- -
- Scrapegraph-ai
- -
Runtime
- firecrawl-mcp-server
- -
- Scrapegraph-ai
- -
License
- firecrawl-mcp-server
- MIT
- Scrapegraph-ai
- Scrapegraph-ai operates under the MIT License, offering users flexible rights for modification and distribution of the code.
Last pushed
- firecrawl-mcp-server
- Jul 26, 2026
- Scrapegraph-ai
- Jul 20, 2026
Categories
- firecrawl-mcp-server
- Data & Retrieval, LLM Frameworks
- Scrapegraph-ai
- Data & Retrieval, LLM Frameworks
Trust and health
Maintenance
- firecrawl-mcp-server
- Very active (96%)
- Scrapegraph-ai
- Active (82%)
Days since push
- firecrawl-mcp-server
- 0d
- Scrapegraph-ai
- 27d
Open issues (now)
- firecrawl-mcp-server
- 158
- Scrapegraph-ai
- 12
Stars delta
- firecrawl-mcp-server
- Unknown
- Scrapegraph-ai
- +1.2k (30d)
Open issues delta
- firecrawl-mcp-server
- Unknown
- Scrapegraph-ai
- +5 (30d)
OSV dependency advisories
- firecrawl-mcp-server
- Published findings
- Scrapegraph-ai
- No lockfile (source not queried)
Full report
- firecrawl-mcp-server
- Trust report
- Scrapegraph-ai
- Trust report
Choose firecrawl-mcp-server if…
- firecrawl-mcp-server is primarily JavaScript; Scrapegraph-ai is Python.
- Tags unique to firecrawl-mcp-server: batch-processing, content-extraction, data-collection, javascript-rendering.
- When you need JavaScript-based rendering capabilities for more accurate content extraction from the web
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
Choose Scrapegraph-ai if…
- Scrapegraph-ai is primarily Python; firecrawl-mcp-server is JavaScript.
- Pricing: Free to use with potential charges for advanced features or premium services, as specified by its license..
- Requirements: Developed in Python and can leverage existing libraries and frameworks related to AI and web scraping..
- Tags unique to Scrapegraph-ai: ai-crawler, crawler, data-extraction, large-language-model.
- When you need advanced AI capabilities to parse and understand the context of scraped web content.
When NOT to use Scrapegraph-ai
- If you have simple and straightforward data extraction needs that do not require AI-powered intelligence.
- When your project aims to scrape static or relatively unchanging datasets from websites with well-defined structures, as Scrapegraph-ai is more geared towards complex and dynamic scraping tasks where
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (firecrawl/firecrawl-mcp-server) · observed Jul 26, 2026
- GitHub forks (firecrawl/firecrawl-mcp-server) · observed Jul 26, 2026
- Last push (firecrawl/firecrawl-mcp-server) · observed Jul 26, 2026
- License file (MIT) · observed Jul 26, 2026
- Decision facts (enrichment) · observed Jul 16, 2026
- Trust scan (lockfile / OSV) · observed Aug 2, 2026
- GitHub stars (ScrapeGraphAI/Scrapegraph-ai) · observed Aug 16, 2026
- GitHub forks (ScrapeGraphAI/Scrapegraph-ai) · observed Aug 16, 2026
- Last push (ScrapeGraphAI/Scrapegraph-ai) · observed Jul 20, 2026
- License file (MIT) · observed Aug 16, 2026
- Decision facts (enrichment) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: firecrawl-mcp-server 7.0k · Scrapegraph-ai 30k (synced Jul 26, 2026).
Common questions
- What is the difference between firecrawl-mcp-server and Scrapegraph-ai?
- firecrawl-mcp-server: Adding web scraping and search capabilities to LLM clients like Cursor and Claude. Scrapegraph-ai: Python scraper based on AI. See the comparison table for live GitHub stats and shared categories.
- When should I choose firecrawl-mcp-server over Scrapegraph-ai?
- Choose firecrawl-mcp-server over Scrapegraph-ai when firecrawl-mcp-server is primarily JavaScript; Scrapegraph-ai is Python; Tags unique to firecrawl-mcp-server: batch-processing, content-extraction, data-collection, javascript-rendering; When you need JavaScript-based rendering capabilities for more accurate content extraction from the web.
- When should I choose Scrapegraph-ai over firecrawl-mcp-server?
- Choose Scrapegraph-ai over firecrawl-mcp-server when Scrapegraph-ai is primarily Python; firecrawl-mcp-server is JavaScript; Pricing: Free to use with potential charges for advanced features or premium services, as specified by its license.; Requirements: Developed in Python and can leverage existing libraries and frameworks related to AI and web scraping.; Tags unique to Scrapegraph-ai: ai-crawler, crawler, data-extraction, large-language-model; When you need advanced AI capabilities to parse and understand the context of scraped web content.
- 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 Scrapegraph-ai?
- If you have simple and straightforward data extraction needs that do not require AI-powered intelligence. When your project aims to scrape static or relatively unchanging datasets from websites with well-defined structures, as Scrapegraph-ai is more geared towards complex and dynamic scraping tasks where
- Is firecrawl-mcp-server or Scrapegraph-ai more popular on GitHub?
- Scrapegraph-ai has more GitHub stars (29,618 vs 7,047). Stars measure visibility, not whether either tool fits your constraints.
- Are firecrawl-mcp-server and Scrapegraph-ai open source?
- Yes - both are open-source projects on GitHub (firecrawl-mcp-server: MIT, Scrapegraph-ai: MIT).
- Where can I find alternatives to firecrawl-mcp-server or Scrapegraph-ai?
- GraphCanon lists graph-backed alternatives at firecrawl-mcp-server alternatives and Scrapegraph-ai alternatives (firecrawl-mcp-server markdown twin, Scrapegraph-ai markdown twin), 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 mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers.
- Which is better maintained, firecrawl-mcp-server or Scrapegraph-ai?
- firecrawl-mcp-server: Very active. Scrapegraph-ai: 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 Scrapegraph-ai?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: firecrawl-mcp-server trust report; Scrapegraph-ai trust report.