# firecrawl vs urllib3

| Attribute | firecrawl | urllib3 |
|---|---|---|
| **Vioscale score** | 63.5 (69% (medium)) | 63.1 (57% (medium)) |
| activity.commits_last_30d | 100 | 12 |
| adoption.dependent_repos | 0 | 422,295 |
| adoption.github_stars | 172,732 | 4,051 |
| content.faq | `[{"answer":"Firecrawl is an open-source API that enables applications to search, scrape, and interact with web content at scale. It provides data extraction optimized for AI systems, including large language models and AI agents that need structured web data.","source":"https://firecrawl.dev","question":"What is firecrawl and what can it do?","confidence":1},{"answer":"Firecrawl is available as a cloud-hosted service or can be self-hosted on your own infrastructure, including on-premises deployments. This flexibility allows organizations to choose the deployment model that best fits their security and infrastructure requirements.","source":"https://firecrawl.dev","question":"What deployment options does firecrawl offer?","confidence":0.95},{"answer":"Yes, firecrawl offers a free tier with monthly credits and limited concurrent requests that never requires a payment method. Paid plans are available for projects requiring higher usage limits and concurrency.","source":"https://firecrawl.dev","question":"Does firecrawl have a free tier?","confidence":0.95},{"answer":"Firecrawl is accessible via a REST API and a command-line interface (CLI) for developers. The platform includes comprehensive API documentation to support integration into applications and workflows.","source":"https://firecrawl.dev","question":"How do I access firecrawl—what are the available interfaces?","confidence":0.95},{"answer":"Firecrawl is purpose-built to work with AI agents and large language models, and supports the Model Context Protocol (MCP) for seamless integration. This makes it well-suited for AI applications that require real-time web interaction capabilities.","source":"https://firecrawl.dev","question":"Can firecrawl integrate with AI agents and LLMs?","confidence":0.95},{"answer":"Firecrawl uses a freemium model with usage-based credits. Pricing tiers are based on monthly credit allowances and concurrent request limits, allowing you to scale costs with your application's needs.","source":"https://firecrawl.dev","question":"What does firecrawl's pricing model look like?","confidence":0.9},{"answer":"Yes, firecrawl supports CI integration, enabling you to embed web scraping and interaction capabilities directly into your development and deployment pipelines.","source":"https://firecrawl.dev","question":"Can I incorporate firecrawl into my CI/CD workflows?","confidence":0.9},{"answer":"Firecrawl is trusted by over 150,000 companies for web data extraction and automation. The open-source nature of the project allows for community contribution and transparency.","source":"https://firecrawl.dev","question":"How widely is firecrawl used?","confidence":0.95}]` | `[{"answer":"urllib3 is a Python HTTP client library that enables applications to make HTTP requests with built-in support for connection pooling, SSL/TLS verification, proxy support, automatic retries, and response compression. It handles the complexities of HTTP communication while simplifying integration into Python projects.","source":"https://urllib3.readthedocs.io","question":"What is urllib3?","confidence":0.95},{"answer":"urllib3 provides thread-safe connection pooling to reuse HTTP connections, client-side TLS/SSL certificate verification for secure connections, built-in proxy support, automatic retry logic for failed requests, and transparent compression handling. These features reduce overhead and improve reliability for HTTP communication.","source":"https://urllib3.readthedocs.io","question":"What are the main technical features of urllib3?","confidence":0.95},{"answer":"Yes, urllib3 is free and open source software with no licensing costs. Optional professional support is available through a Tidelift Subscription for organizations that need dedicated assistance.","source":"https://urllib3.readthedocs.io","question":"Is urllib3 free to use?","confidence":0.95},{"answer":"urllib3 is designed for Python developers and organizations building Python applications that require HTTP client functionality. It's particularly useful for teams needing reliable connection management, security verification, and automated retry handling in their HTTP interactions.","source":"https://urllib3.readthedocs.io","question":"Who should consider using urllib3?","confidence":0.85},{"answer":"urllib3 is a self-hosted library that you integrate directly into your Python application; there are no external services to manage. It runs within your application's Python environment as a dependency.","source":"https://urllib3.readthedocs.io","question":"How is urllib3 deployed?","confidence":0.9},{"answer":"Yes, urllib3 includes REST client capabilities, making it suitable for applications that need to consume HTTP APIs and build client applications that communicate with remote services.","source":"https://urllib3.readthedocs.io","question":"Can urllib3 be used to build REST API clients?","confidence":0.85},{"answer":"urllib3 provides comprehensive API documentation for developers. The documentation is accessible at the project website and covers library features, usage patterns, and integration guidance.","source":"https://urllib3.readthedocs.io","question":"Is documentation available for urllib3?","confidence":0.85}]` |
| deployment.options | `{"cloud":true,"self_hosted":true}` | `{"self_hosted":true}` |
| description.long | Firecrawl extracts clean, structured web content in various formats, automatically handles JavaScript rendering and dynamic page structures, and supports use cases from research and data extraction to competitive intelligence and content monitoring. | urllib3 is an HTTP client library for Python that adds essential features not available in the standard library, particularly client-side TLS/SSL certificate verification and robust connection management. |
| features.capabilities | `{"api_docs":true,"rest_client":true,"collaboration":true,"pricing_model":"pay_per_page_api","ci_integration":true,"automated_testing":true,"architecture_model":"managed_cloud_api","web_scraping_to_markdown_or_json":true,"pdf_and_multimodal_image_ocr_parsing":true,"zero_data_retention_privacy_guarantees":true,"javascript_rendering_for_spa_web_scraping":true,"strict_json_schema_forcing_and_validation":true,"tabular_layout_preservation_for_complex_tables":true}` | `{"api_docs":true,"rest_client":true}` |
| integrations.count | 6 | 2 |
| integrations.list | `[{"name":"MCP"},{"name":"Claude"},{"name":"Cursor"},{"name":"Windsurf"},{"name":"Claude Code"},{"name":"Codex"},{"name":"OpenCode"}]` | `[{"name":"Requests"},{"name":"pip"}]` |
| language.primary | TypeScript | Python |
| license.spdx | AGPL-3.0 | MIT |
| market.availability | `{"primaryMarkets":["US"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | - |
| platform.support | `{"cli":true,"web":true}` | - |
| pricing | `{"type":"subscription","plans":[{"free":true,"name":"Free","summary":"Free forever with 1,000 credits/month","features":["Scrape 1,000 pages","2 concurrent requests","Low rate limits"],"components":[{"kind":"fixed","amount":0,"period":"month","currency":"USD"}],"description":"A lightweight way to get started. No cost, no card, no hassle.","contactSales":false,"includedLimits":{"pages_scrapable":"1,000","credits_per_month":"1,000","concurrent_requests":"2"}},{"free":false,"name":"Hobby","summary":"5,000 credits/month, billed annually (saves £28)","features":["Scrape 5,000 pages","5 concurrent requests","Basic support"],"commitment":"annual","description":"Great for side projects and small tools.","contactSales":false,"includedLimits":{"pages_scrapable":"5,000","credits_per_month":"5,000","concurrent_requests":"5"}},{"free":false,"name":"Standard","summary":"100,000 credits/month, billed annually (saves £147)","features":["Scrape 100,000 pages","50 concurrent requests","Standard support"],"commitment":"annual","description":"Perfect for scaling with less effort. Simple, solid, dependable.","contactSales":false,"includedLimits":{"pages_scrapable":"100,000","credits_per_month":"100,000","concurrent_requests":"50"}},{"free":false,"name":"Growth","summary":"500,000 credits/month, billed annually (saves £593)","features":["Scrape 500,000 pages","100 concurrent requests","Priority support"],"commitment":"annual","description":"Built for high volume and speed. Firecrawl at full force.","contactSales":false,"includedLimits":{"pages_scrapable":"500,000","credits_per_month":"500,000","concurrent_requests":"100"}},{"free":false,"name":"Scale","summary":"£445/month, billed annually (saves £1,337)","features":["Scrape 1,000,000 pages","150 concurrent requests","Priority support"],"commitment":"annual","components":[{"kind":"fixed","amount":445,"period":"month","currency":"GBP"}],"description":"For teams scaling their data pipelines.","contactSales":false,"includedLimits":{"pages_scrapable":"1,000,000","credits_per_month":"1,000,000","concurrent_requests":"150"}},{"free":false,"name":"Enterprise","summary":"Custom pricing. Contact sales.","features":["Scrape unlimited pages","Custom concurrent requests","Dedicated support & SLA","Bulk discounts","Zero-data retention","SSO & advanced security"],"description":"Power at your pace with custom solutions.","contactSales":true,"includedLimits":{"pages_scrapable":"Unlimited","credits_per_month":"Custom"}}],"summary":"Free tier with 1,000 credits/month. Paid plans from Hobby to Enterprise with annual billing. Credits consumed per request: Scrape/Crawl/Map/Monitor = 1 credit/page; Search = 2 credits/10 results; Interact = 2 credits/browser minute.","currency":"USD","freeTier":true,"sourceUrl":"https://firecrawl.dev","retrievedAt":"2026-07-31T10:20:31.955Z","startingPrice":{"amount":445,"period":"month","currency":"USD"},"billingPeriods":["month","year"]}` | `{"type":"open_source","freeTier":true,"sourceUrl":"https://urllib3.readthedocs.io","retrievedAt":"2026-08-14T11:08:00.574Z"}` |
| pricing.free_tier | yes | yes |
| pricing.model | freemium | commercial |
| pricing.price_level | low | free |
| pricing.transparent | yes | yes |
| release.cadence_days | 15 | 26 |
| release.history | `[{"url":"https://github.com/firecrawl/firecrawl/releases/tag/v2.11.0","date":"2026-06-19T15:09:30Z","type":"stable","version":"v2.11.0"},{"url":"https://github.com/firecrawl/firecrawl/releases/tag/v2.10","date":"2026-05-15T17:34:45Z","type":"stable","version":"v2.10"},{"url":"https://github.com/firecrawl/firecrawl/releases/tag/v2.9.0","date":"2026-04-10T16:36:16Z","type":"stable","version":"v2.9.0"},{"url":"https://github.com/firecrawl/firecrawl/releases/tag/v2.8.0","date":"2026-02-03T17:12:04Z","type":"stable","version":"v2.8.0"},{"url":"https://github.com/firecrawl/firecrawl/releases/tag/v2.7.0","date":"2025-12-05T17:40:32Z","type":"stable","version":"v2.7.0"},{"url":"https://github.com/firecrawl/firecrawl/releases/tag/v2.6.0","date":"2025-11-14T16:13:52Z","type":"stable","version":"v2.6.0"},{"url":"https://github.com/firecrawl/firecrawl/releases/tag/v2.5.0","date":"2025-10-30T04:02:37Z","type":"stable","version":"v2.5.0"},{"url":"https://github.com/firecrawl/firecrawl/releases/tag/v2.4.0","date":"2025-10-13T15:09:11Z","type":"stable","version":"v2.4.0"},{"url":"https://github.com/firecrawl/firecrawl/releases/tag/v2.3.0","date":"2025-09-19T19:01:01Z","type":"stable","version":"v2.3.0"},{"url":"https://github.com/firecrawl/firecrawl/releases/tag/v2.2.0","date":"2025-09-12T14:59:28Z","type":"stable","version":"v2.2.0"},{"url":"https://github.com/firecrawl/firecrawl/releases/tag/v2.1.0","date":"2025-08-29T17:22:37Z","type":"stable","version":"v2.1.0"},{"url":"https://github.com/firecrawl/firecrawl/releases/tag/v2.0.1","date":"2025-08-26T17:18:17Z","type":"stable","version":"v2.0.1"},{"url":"https://github.com/firecrawl/firecrawl/releases/tag/v2.0.0","date":"2025-08-19T15:27:57Z","type":"stable","version":"v2.0.0"},{"url":"https://github.com/firecrawl/firecrawl/releases/tag/v1.15.0","date":"2025-07-18T14:34:04Z","type":"stable","version":"v1.15.0"},{"url":"https://github.com/firecrawl/firecrawl/releases/tag/v1.14.0","date":"2025-07-04T16:37:59Z","type":"stable","version":"v1.14.0"},{"url":"https://github.com/firecrawl/firecrawl/releases/tag/v1.13.0","date":"2025-06-27T15:19:08Z","type":"stable","version":"v1.13.0"},{"url":"https://github.com/firecrawl/firecrawl/releases/tag/v1.12.0","date":"2025-06-20T15:49:49Z","type":"stable","version":"v1.12.0"},{"url":"https://github.com/firecrawl/firecrawl/releases/tag/v1.11.0","date":"2025-06-13T15:03:33Z","type":"stable","version":"v1.11.0"},{"url":"https://github.com/firecrawl/firecrawl/releases/tag/v1.10.0","date":"2025-06-03T19:37:13Z","type":"stable","version":"v1.10.0"},{"url":"https://github.com/firecrawl/firecrawl/releases/tag/v1.9.0","date":"2025-05-16T18:04:45Z","type":"stable","version":"v1.9.0"}]` | `[{"url":"https://github.com/urllib3/urllib3/releases/tag/2.7.0","date":"2026-05-07T16:32:49Z","type":"stable","version":"2.7.0"},{"url":"https://github.com/urllib3/urllib3/releases/tag/2.6.3","date":"2026-01-07T16:30:23Z","type":"stable","version":"2.6.3"},{"url":"https://github.com/urllib3/urllib3/releases/tag/2.6.2","date":"2025-12-11T15:59:07Z","type":"stable","version":"2.6.2"},{"url":"https://github.com/urllib3/urllib3/releases/tag/2.6.1","date":"2025-12-08T15:27:19Z","type":"stable","version":"2.6.1"},{"url":"https://github.com/urllib3/urllib3/releases/tag/2.6.0","date":"2025-12-05T15:18:06Z","type":"stable","version":"2.6.0"},{"url":"https://github.com/urllib3/urllib3/releases/tag/2.5.0","date":"2025-06-18T14:19:56Z","type":"stable","version":"2.5.0"},{"url":"https://github.com/urllib3/urllib3/releases/tag/2.4.0","date":"2025-04-10T15:22:59Z","type":"stable","version":"2.4.0"},{"url":"https://github.com/urllib3/urllib3/releases/tag/2.3.0","date":"2024-12-22T07:44:15Z","type":"stable","version":"2.3.0"},{"url":"https://github.com/urllib3/urllib3/releases/tag/2.2.3","date":"2024-09-12T10:50:28Z","type":"stable","version":"2.2.3"},{"url":"https://github.com/urllib3/urllib3/releases/tag/1.26.20","date":"2024-08-29T15:41:42Z","type":"stable","version":"1.26.20"},{"url":"https://github.com/urllib3/urllib3/releases/tag/2.2.2","date":"2024-06-17T08:19:23Z","type":"stable","version":"2.2.2"},{"url":"https://github.com/urllib3/urllib3/releases/tag/1.26.19","date":"2024-06-17T17:19:36Z","type":"stable","version":"1.26.19"},{"url":"https://github.com/urllib3/urllib3/releases/tag/2.2.1","date":"2024-02-18T03:55:18Z","type":"stable","version":"2.2.1"},{"url":"https://github.com/urllib3/urllib3/releases/tag/2.2.0","date":"2024-01-30T15:17:27Z","type":"stable","version":"2.2.0"},{"url":"https://github.com/urllib3/urllib3/releases/tag/2.1.0","date":"2023-11-13T12:29:03Z","type":"stable","version":"2.1.0"},{"url":"https://github.com/urllib3/urllib3/releases/tag/2.0.7","date":"2023-10-17T17:46:02Z","type":"stable","version":"2.0.7"},{"url":"https://github.com/urllib3/urllib3/releases/tag/1.26.18","date":"2023-10-17T17:46:31Z","type":"stable","version":"1.26.18"},{"url":"https://github.com/urllib3/urllib3/releases/tag/2.0.6","date":"2023-10-02T17:21:44Z","type":"stable","version":"2.0.6"},{"url":"https://github.com/urllib3/urllib3/releases/tag/1.26.17","date":"2023-10-02T17:21:47Z","type":"stable","version":"1.26.17"},{"url":"https://github.com/urllib3/urllib3/releases/tag/v2.0.5","date":"2023-09-20T07:29:46Z","type":"stable","version":"v2.0.5"}]` |
| security.disclosure_policy | - | yes |
| security.scorecard | - | 8.6 |
| security.soc2 | yes | - |
| security.vulnerabilities | `{"count":0,"source":"https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=maven&package_name=com.firecrawl%3Afirecrawl-java&per_page=100","last_12m":0,"max_severity":null}` | `{"count":19,"source":"https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=urllib3&per_page=100","last_12m":5,"max_severity":"CRITICAL"}` |

## Capabilities (API Development Tools)

| Capability | firecrawl | urllib3 |
|---|:--:|:--:|
| **Core** |  |  |
| REST client | ✓ | ✓ |
| GraphQL support | - | - |
| gRPC support | - | - |
| **Design** |  |  |
| Mock servers | - | - |
| **Testing** |  |  |
| Automated / contract testing | ✓ | - |
| **Collaboration** |  |  |
| Team collaboration & sharing | ✓ | - |
| **Docs** |  |  |
| Doc generation | ✓ | ✓ |
| **Standards** |  |  |
| OpenAPI / spec import | - | - |
| **Ops** |  |  |
| CI integration / CLI | ✓ | - |

*Source: Vioscale. Generated 2026-09-01T14:56:58.814Z. "-" = undocumented, not absent.*