Comparison
firecrawl-mcp-server vs langextract
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 langextract if langextract is a Python library designed for extracting structured data from unstructured text using large language models, offering precise source grounding and interactive visualization.
Markdown twin · firecrawl-mcp-server alternatives · langextract alternatives
GraphCanon updated Sep 20, 2026
8views this month
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Trust & integrity
| Signal | firecrawl-mcp-server | langextract |
|---|---|---|
| Maintenance | Very active (0d since push) As of Sep 20, 2026 · github_public_v1 | Very active (4d since push) As of Sep 18, 2026 · github_public_v1 |
| Provenance | Not a fork · Organization account As of Sep 20, 2026 · github_public_v1 | Not a fork · Organization account As of Sep 18, 2026 · github_public_v1 |
| OSV dependency advisories | Published findings As of Aug 2, 2026 · osv@v1 | No lockfile (source not queried) As of Sep 18, 2026 · 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
- langextract
- Python library for extracting structured information from unstructured text using LLMs
Stars
- firecrawl-mcp-server
- 7.5k
- langextract
- 39k
Forks
- firecrawl-mcp-server
- 891
- langextract
- 2.7k
Open issues
- firecrawl-mcp-server
- 140
- langextract
- 125
Language
- firecrawl-mcp-server
- TypeScript
- langextract
- 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.
- langextract
- Langextract is a Python library designed for extracting structured data from unstructured text using large language models, offering precise source grounding and interactive visualization.
Persona
- firecrawl-mcp-server
- -
- langextract
- -
Runtime
- firecrawl-mcp-server
- -
- langextract
- -
License
- firecrawl-mcp-server
- MIT
- langextract
- Langextract is available under the Apache-2.0 license, allowing for broad use in both commercial and non-commercial projects with the requirement to include the license text and copyright notice.
Last pushed
- firecrawl-mcp-server
- Sep 20, 2026
- langextract
- Sep 13, 2026
Categories
- firecrawl-mcp-server
- Data & Retrieval, LLM Frameworks
- langextract
- Data & Retrieval, LLM Frameworks
Trust and health
Days since push
- firecrawl-mcp-server
- 0d
- langextract
- 4d
Open issues (now)
- firecrawl-mcp-server
- 140
- langextract
- 125
Stars delta
- firecrawl-mcp-server
- +442 (30d)
- langextract
- +214 (30d)
Open issues delta
- firecrawl-mcp-server
- -18 (30d)
- langextract
- +3 (30d)
OSV dependency advisories
- firecrawl-mcp-server
- Published findings
- langextract
- No lockfile (source not queried)
Full report
- firecrawl-mcp-server
- Trust report
- langextract
- Trust report
Choose firecrawl-mcp-server if…
- firecrawl-mcp-server is primarily TypeScript; langextract is Python.
- License: firecrawl-mcp-server is MIT, langextract is Apache-2.0.
- 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 langextract if…
- langextract is primarily Python; firecrawl-mcp-server is TypeScript.
- License: langextract is Apache-2.0, firecrawl-mcp-server is MIT.
- Pricing: The library itself is free to use, but using cloud-hosted models like Gemini may incur costs based on the provider's pricing model..
- Requirements: Min 4 GB RAM; Requires Docker; Installation requires Python and pip.; For cloud-hosted models, an API key is required and must be configured as per the documentation..
- Tags unique to langextract: gemini, gemini-ai, gemini-api, gemini-flash.
- When you need to extract structured data from unstructured text with precise source grounding and interactive visualization capabilities.
When NOT to use langextract
- If your project does not require the use of large language models for information extraction, as langextract is specifically designed around this functionality.
- When you do not have access to or do not wish to use cloud-hosted models like Gemini, as langextract requires an API key for these services.
- If your project does not need interactive visualization or precise source grounding features, as these are specific to langextract and may not be necessary for all use cases.
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 Sep 20, 2026
- GitHub forks (firecrawl/firecrawl-mcp-server) · observed Sep 20, 2026
- Last push (firecrawl/firecrawl-mcp-server) · observed Sep 20, 2026
- License file (MIT) · observed Sep 20, 2026
- Decision facts (enrichment) · observed Jul 16, 2026
- Trust scan (lockfile / OSV) · observed Aug 2, 2026
- GitHub stars (google/langextract) · observed Sep 20, 2026
- GitHub forks (google/langextract) · observed Sep 20, 2026
- Last push (google/langextract) · observed Sep 13, 2026
- License file (Apache-2.0) · observed Sep 20, 2026
- Decision facts (enrichment) · observed Sep 18, 2026
- Trust scan (lockfile / OSV) · observed Sep 18, 2026
GitHub stars on cards: firecrawl-mcp-server 7.5k · langextract 39k (synced Sep 20, 2026).
Common questions
- What is the difference between firecrawl-mcp-server and langextract?
- firecrawl-mcp-server: Adding web scraping and search capabilities to LLM clients like Cursor and Claude. langextract: Python library for extracting structured information from unstructured text using LLMs. See the comparison table for live GitHub stats and shared categories.
- When should I choose firecrawl-mcp-server over langextract?
- Choose firecrawl-mcp-server over langextract when firecrawl-mcp-server is primarily TypeScript; langextract is Python; License: firecrawl-mcp-server is MIT, langextract is Apache-2.0; 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 langextract over firecrawl-mcp-server?
- Choose langextract over firecrawl-mcp-server when langextract is primarily Python; firecrawl-mcp-server is TypeScript; License: langextract is Apache-2.0, firecrawl-mcp-server is MIT; Pricing: The library itself is free to use, but using cloud-hosted models like Gemini may incur costs based on the provider's pricing model.; Requirements: Min 4 GB RAM; Requires Docker; Installation requires Python and pip.; For cloud-hosted models, an API key is required and must be configured as per the documentation.; Tags unique to langextract: gemini, gemini-ai, gemini-api, gemini-flash; When you need to extract structured data from unstructured text with precise source grounding and interactive visualization capabilities.
- 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 langextract?
- If your project does not require the use of large language models for information extraction, as langextract is specifically designed around this functionality. When you do not have access to or do not wish to use cloud-hosted models like Gemini, as langextract requires an API key for these services. If your project does not need interactive visualization or precise source grounding features, as these are specific to langextract and may not be necessary for all use cases.
- Is firecrawl-mcp-server or langextract more popular on GitHub?
- langextract has more GitHub stars (38,614 vs 7,489). Stars measure visibility, not whether either tool fits your constraints.
- Are firecrawl-mcp-server and langextract open source?
- Yes - both are open-source projects on GitHub (firecrawl-mcp-server: MIT, langextract: Apache-2.0).
- Where can I find alternatives to firecrawl-mcp-server or langextract?
- GraphCanon lists graph-backed alternatives at firecrawl-mcp-server alternatives and langextract alternatives (firecrawl-mcp-server markdown twin, langextract 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 langextract?
- firecrawl-mcp-server: Very active. langextract: 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 langextract?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: firecrawl-mcp-server trust report; langextract trust report.