# aiobotocore vs firecrawl

**Leader by vioscaleAI score:** firecrawl

| Attribute | aiobotocore | firecrawl |
|---|---|---|
| **vioscaleAI score** | 54.9 (60% (medium)) | 61.3 (62% (medium)) |
| activity.commits_last_30d | 33 | 100 |
| adoption.dependent_repos | 1,982 | 0 |
| adoption.github_stars | 1,427 | 191,380 |
| content.faq | `[{"answer":"aiobotocore is an asynchronous Python client library for AWS services, built on top of botocore and aiohttp. It enables developers to make non-blocking, async/await-based calls to AWS APIs instead of using synchronous blocking requests.","source":"https://aiobotocore.aio-libs.org","question":"What is aiobotocore?","confidence":0.95},{"answer":"Use aiobotocore when building async Python applications that need to call AWS services without blocking the event loop. It's ideal for async web frameworks, concurrent workloads, or applications where latency-free operation matters.","source":"https://aiobotocore.aio-libs.org","question":"When should I use aiobotocore instead of botocore or boto3?","confidence":0.9},{"answer":"aiobotocore is a mostly full-featured async implementation of botocore, providing access to the same AWS services as botocore. Coverage is extensive but may have minor gaps in newer or less common services.","source":"https://aiobotocore.aio-libs.org","question":"What AWS services does aiobotocore support?","confidence":0.85},{"answer":"aiobotocore uses aiohttp as its HTTP client library. aiohttp provides async HTTP capabilities needed for non-blocking network requests to AWS endpoints.","source":"https://aiobotocore.aio-libs.org","question":"What HTTP library does aiobotocore use under the hood?","confidence":0.95},{"answer":"aiobotocore is built on botocore, so the API and method names are familiar. However, usage requires async/await syntax instead of synchronous calls, so code patterns differ from synchronous botocore.","source":"https://aiobotocore.aio-libs.org","question":"How familiar is the aiobotocore API to existing botocore users?","confidence":0.9},{"answer":"Yes, as an async library, aiobotocore is designed to execute multiple AWS requests concurrently without blocking. This enables efficient handling of scenarios with many simultaneous operations.","source":"https://aiobotocore.aio-libs.org","question":"Can aiobotocore handle multiple concurrent AWS requests efficiently?","confidence":0.8},{"answer":"aiobotocore is described as a mostly full-featured async version of botocore. While it covers the vast majority of use cases, coverage is not complete, so documentation review is advisable before production adoption.","source":"https://aiobotocore.aio-libs.org","question":"Does aiobotocore provide feature parity with botocore?","confidence":0.8}]` | `[{"answer":"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. It is indexed under API Development Tools.","source":"https://firecrawl.dev","question":"What is firecrawl?","confidence":0.6},{"answer":"firecrawl is open source, so it can be self-hosted and used at no licence cost. It is released under the AGPL-3.0 licence. A commercial or hosted edition starts at £445 per month. Prices are published openly on the vendor's own pricing page. Pricing changes often, so verify at source before relying on it.","source":"https://firecrawl.dev","question":"Is firecrawl free to use?","confidence":0.6},{"answer":"firecrawl supports the web and a command-line interface. Platforms we have not confirmed are simply not listed here rather than ruled out.","source":"https://firecrawl.dev","question":"What platforms does firecrawl support?","confidence":0.6},{"answer":"Yes. firecrawl can be deployed cloud / SaaS and self-hosted, so it does not have to run on the vendor's infrastructure.","source":"https://firecrawl.dev","question":"Can firecrawl be self-hosted?","confidence":0.6},{"answer":"We have confirmed 6 integrations for firecrawl, including MCP, Claude, Cursor, Windsurf, Codex and OpenCode. This is what we could verify from public sources, so the vendor may support others we have not indexed.","source":"https://firecrawl.dev","question":"What does firecrawl integrate with?","confidence":0.6},{"answer":"We have independently confirmed SOC 2 for firecrawl. Certifications we do not list are ones we have not been able to verify from public sources, which is not the same as firecrawl not holding them. Always confirm compliance directly before you rely on it.","source":"https://firecrawl.dev","question":"What security certifications does firecrawl have?","confidence":0.48},{"answer":"Yes. firecrawl is published under the AGPL-3.0 licence, a copyleft licence, so check its terms before embedding it in a closed-source product. Licence terms can change between releases, so verify against the repository for the version you intend to use.","source":"https://github.com/firecrawl/firecrawl","question":"Is firecrawl open source?","confidence":0.95},{"answer":"firecrawl is available worldwide. Its primary market is the United States.","source":"https://firecrawl.dev","question":"Where is firecrawl available?","confidence":0.5}]` |
| deployment.options | - | `{"cloud":true,"self_hosted":true}` |
| description.long | A Python library that wraps the AWS botocore SDK to provide full asynchronous/await support for AWS services. Used in production for services like S3, SQS, and DynamoDB. | An API service that enables AI agents to search, scrape, and interact with web pages, returning clean structured data in multiple formats with automatic JavaScript rendering and complex content handling. |
| features.capabilities | `{"api_docs":true,"rest_client":true}` | `{"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,"mit_or_apache_permissive_oss_license":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}` |
| integrations.count | 3 | 4 |
| integrations.list | `[{"name":"S3"},{"name":"SQS"},{"name":"DynamoDB"}]` | `[{"name":"MCP"},{"name":"Claude"},{"name":"Cursor"},{"name":"Windsurf"},{"name":"Claude Code"},{"name":"Codex"},{"name":"OpenCode"}]` |
| language.primary | Python | TypeScript |
| license.spdx | Apache-2.0 | AGPL-3.0 |
| market.availability | - | `{"primaryMarkets":["US"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` |
| platform.support | - | `{"cli":true,"web":true}` |
| pricing | `{"type":"open_source","freeTier":true,"sourceUrl":"https://aiobotocore.aio-libs.org","retrievedAt":"2026-08-14T10:16:32.885Z"}` | `{"type":"usage","plans":[{"free":false,"name":"Scale","summary":"1 credit per page","components":[{"per":{"qty":1,"unit":"page"},"kind":"metered","amount":1,"currency":"USD"}],"description":"Enterprise plan supporting millions of pages with batch scraping, crawling, and scheduled syncs"}],"summary":"Usage-based: 1 credit per page for scraping/crawling/mapping/monitoring, 2 credits per 10 search results, 2 credits per browser minute for interact. Agent preview with 5 free daily runs. Advanced features cost additional credits.","currency":"USD","freeTier":true,"sourceUrl":"https://firecrawl.dev","retrievedAt":"2026-10-14T11:28:45.952Z","startingPrice":{"unit":"page","amount":1,"currency":"USD"}}` |
| pricing.free_tier | yes | yes |
| pricing.model | open_source | freemium |
| pricing.price_level | free | low |
| pricing.starting_price | - | `{"amount":1,"currency":"USD"}` |
| pricing.transparent | - | yes |
| release.cadence_days | 15 | 15 |
| release.history | `[{"url":"https://github.com/aio-libs/aiobotocore/releases/tag/3.9.2","date":"2026-10-01T00:17:46Z","type":"stable","version":"3.9.2"},{"url":"https://github.com/aio-libs/aiobotocore/releases/tag/3.9.1","date":"2026-08-22T02:29:38Z","type":"stable","version":"3.9.1"},{"url":"https://github.com/aio-libs/aiobotocore/releases/tag/3.9.0","date":"2026-08-01T11:42:27Z","type":"stable","version":"3.9.0"},{"url":"https://github.com/aio-libs/aiobotocore/releases/tag/3.8.0","date":"2026-07-17T02:48:26Z","type":"stable","version":"3.8.0"},{"url":"https://github.com/aio-libs/aiobotocore/releases/tag/3.7.0","date":"2026-05-09T10:06:04Z","type":"stable","version":"3.7.0"},{"url":"https://github.com/aio-libs/aiobotocore/releases/tag/3.6.0","date":"2026-05-01T20:13:55Z","type":"stable","version":"3.6.0"},{"url":"https://github.com/aio-libs/aiobotocore/releases/tag/3.5.0","date":"2026-04-21T07:06:01Z","type":"stable","version":"3.5.0"},{"url":"https://github.com/aio-libs/aiobotocore/releases/tag/3.4.0","date":"2026-04-07T05:53:00Z","type":"stable","version":"3.4.0"},{"url":"https://github.com/aio-libs/aiobotocore/releases/tag/3.3.0","date":"2026-03-18T09:38:42Z","type":"stable","version":"3.3.0"},{"url":"https://github.com/aio-libs/aiobotocore/releases/tag/3.2.1","date":"2026-03-04T22:10:40Z","type":"stable","version":"3.2.1"},{"url":"https://github.com/aio-libs/aiobotocore/releases/tag/3.2.0","date":"2026-02-24T15:04:22Z","type":"stable","version":"3.2.0"},{"url":"https://github.com/aio-libs/aiobotocore/releases/tag/3.1.3","date":"2026-02-14T11:51:39Z","type":"stable","version":"3.1.3"},{"url":"https://github.com/aio-libs/aiobotocore/releases/tag/3.1.2","date":"2026-02-05T10:01:24Z","type":"stable","version":"3.1.2"},{"url":"https://github.com/aio-libs/aiobotocore/releases/tag/3.1.1","date":"2026-01-20T16:41:05Z","type":"stable","version":"3.1.1"},{"url":"https://github.com/aio-libs/aiobotocore/releases/tag/3.1.0","date":"2026-01-02T19:58:43Z","type":"stable","version":"3.1.0"},{"url":"https://github.com/aio-libs/aiobotocore/releases/tag/3.0.0","date":"2025-12-10T06:41:46Z","type":"stable","version":"3.0.0"},{"url":"https://github.com/aio-libs/aiobotocore/releases/tag/2.26.0","date":"2025-11-28T07:35:38Z","type":"stable","version":"2.26.0"},{"url":"https://github.com/aio-libs/aiobotocore/releases/tag/2.25.2","date":"2025-11-11T18:29:01Z","type":"stable","version":"2.25.2"},{"url":"https://github.com/aio-libs/aiobotocore/releases/tag/2.25.1","date":"2025-10-28T22:03:55Z","type":"stable","version":"2.25.1"},{"url":"https://github.com/aio-libs/aiobotocore/releases/tag/2.25.0","date":"2025-10-10T17:20:39Z","type":"stable","version":"2.25.0"}]` | `[{"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"}]` |
| security.scorecard | 8 | - |
| security.soc2 | - | yes |
| security.vulnerabilities | `{"count":0,"source":"https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=aiobotocore&per_page=100","last_12m":0,"max_severity":null}` | `{"count":0,"source":"https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=go&package_name=github.com%2Ffirecrawl%2Ffirecrawl%2Fapps%2Fgo-sdk&per_page=100","last_12m":0,"max_severity":null}` |

## Capabilities (API Development Tools)

| Capability | aiobotocore | firecrawl |
|---|:--:|:--:|
| **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: vioscaleAI. Generated 2026-10-16T20:13:12.044Z. "-" = undocumented, not absent.*