# bedrock-agentcore-sdk-python

> Python SDK for transforming any AI agent into a production-ready application. Framework-agnostic primitives for runtime, memory, authentication, and tools with AWS-managed infrastructure.

- **URL**: https://www.freshcrate.ai/projects/bedrock-agentcore-sdk-python
- **Author**: aws
- **Category**: Frameworks
- **Latest version**: `v1.13.0` (2026-06-02)
- **License**: Apache-2.0
- **Source**: https://github.com/aws/bedrock-agentcore-sdk-python
- **Language**: Python
- **GitHub**: 684 stars, 108 forks
- **Registry**: github
- **Tags**: `python`

## Description

Python SDK for transforming any AI agent into a production-ready application. Framework-agnostic primitives for runtime, memory, authentication, and tools with AWS-managed infrastructure.

## Recent releases

| Version | Date | Urgency | Changes |
| --- | --- | --- | --- |
| `v1.13.0` | 2026-06-02 | High | ## Installation ```bash pip install bedrock-agentcore==1.13.0 ```  ## What's Changed See [CHANGELOG.md](https://github.com/aws/bedrock-agentcore-sdk-python/blob/v1.13.0/CHANGELOG.md) for details.   ## What's Changed * feat: AgentCore tool search plugin for Strands Agents by @senthilkumarmohan in https://github.com/aws/bedrock-agentcore-sdk-python/pull/494 * ci: skip bearer token integ tests pending AgentCredentialProviderService fix by @jariy17 in https://github.com/aws/bedrock-agentcore-sdk-pyt |
| `v1.12.0` | 2026-05-28 | High | ## Installation ```bash pip install bedrock-agentcore==1.12.0 ```  ## What's Changed See [CHANGELOG.md](https://github.com/aws/bedrock-agentcore-sdk-python/blob/v1.12.0/CHANGELOG.md) for details.   ## What's Changed * feat: add async support to MemorySessionManager by @nborges-aws in https://github.com/aws/bedrock-agentcore-sdk-python/pull/478 * add metadata support for LTM by @nborges-aws in https://github.com/aws/bedrock-agentcore-sdk-python/pull/481 * fix: out-of-scope variable in catch block |
| `v1.11.0` | 2026-05-22 | High | ## Installation ```bash pip install bedrock-agentcore==1.11.0 ```  ## What's Changed See [CHANGELOG.md](https://github.com/aws/bedrock-agentcore-sdk-python/blob/v1.11.0/CHANGELOG.md) for details.   ## What's Changed * test: add OTEL span content leakage integration tests by @jesseturner21 in https://github.com/aws/bedrock-agentcore-sdk-python/pull/485 * fix: stop retrying after successful payment signing is rejected by merchant by @rajuans in https://github.com/aws/bedrock-agentcore-sdk-python/p |
| `v1.10.0` | 2026-05-19 | High | ## Installation ```bash pip install bedrock-agentcore==1.10.0 ```  ## What's Changed See [CHANGELOG.md](https://github.com/aws/bedrock-agentcore-sdk-python/blob/v1.10.0/CHANGELOG.md) for details.   ## What's Changed * chore: replace all github.token/GITHUB_TOKEN with GitHub App token by @aidandaly24 in https://github.com/aws/bedrock-agentcore-sdk-python/pull/475 * feat: expand custom request header forwarding to match runtime allowlist by @padmak30 in https://github.com/aws/bedrock-agentcore-sdk |
| `v1.9.1` | 2026-05-12 | High | ## Installation ```bash pip install bedrock-agentcore==1.9.1 ```  ## What's Changed See [CHANGELOG.md](https://github.com/aws/bedrock-agentcore-sdk-python/blob/v1.9.1/CHANGELOG.md) for details.   ## What's Changed * docs: add AGENTS.md and testing anti-patterns section by @Hweinstock in https://github.com/aws/bedrock-agentcore-sdk-python/pull/465 * fix: remove double-base64 encoding in upload_file/download_file by @Hweinstock in https://github.com/aws/bedrock-agentcore-sdk-python/pull/464 * fix: |
| `v1.9.0` | 2026-05-07 | High | ## Installation ```bash pip install bedrock-agentcore==1.9.0 ```  ## What's Changed See [CHANGELOG.md](https://github.com/aws/bedrock-agentcore-sdk-python/blob/v1.9.0/CHANGELOG.md) for details.   ## What's Changed * fix: preserve multi-turn history in Strands ConversationTurn by @tejaskash in https://github.com/aws/bedrock-agentcore-sdk-python/pull/454 * feat(payments): add AgentCore Payments module by @aidandaly24 in https://github.com/aws/bedrock-agentcore-sdk-python/pull/457 * ci: add payment |
| `v1.8.0` | 2026-04-30 | High | ## Installation ```bash pip install bedrock-agentcore==1.8.0 ```  ## What's Changed See [CHANGELOG.md](https://github.com/aws/bedrock-agentcore-sdk-python/blob/v1.8.0/CHANGELOG.md) for details.   ## What's Changed * fix: increase memory regression test timeout to 15 minutes by @nborges-aws in https://github.com/aws/bedrock-agentcore-sdk-python/pull/442 * docs: update README links and remove Starter Toolkit references by @tejaskash in https://github.com/aws/bedrock-agentcore-sdk-python/pull/444 * |
| `v1.7.0` | 2026-04-28 | High | ## Installation ```bash pip install bedrock-agentcore==1.7.0 ```  ## What's Changed See [CHANGELOG.md](https://github.com/aws/bedrock-agentcore-sdk-python/blob/v1.7.0/CHANGELOG.md) for details.   ## What's Changed * fix: reduce flakiness in retrieval config integration test by @Hweinstock in https://github.com/aws/bedrock-agentcore-sdk-python/pull/437 * fix: add pytest-rerunfailures to integ test config by @nborges-aws in https://github.com/aws/bedrock-agentcore-sdk-python/pull/435 * feat: add p |
| `v1.6.4` | 2026-04-23 | High | ## Installation ```bash pip install bedrock-agentcore==1.6.4 ```  ## What's Changed See [CHANGELOG.md](https://github.com/aws/bedrock-agentcore-sdk-python/blob/v1.6.4/CHANGELOG.md) for details.   ## What's Changed * fix: implement update_message() for guardrail redaction support by @notgitika in https://github.com/aws/bedrock-agentcore-sdk-python/pull/388 * fix(converters): prepend reasoningContent blocks in _openai_to_bedrock() by @cagataycali in https://github.com/aws/bedrock-agentcore-sdk-pyt |
| `v1.6.3` | 2026-04-16 | High | ## Installation ```bash pip install bedrock-agentcore==1.6.3 ```  ## What's Changed See [CHANGELOG.md](https://github.com/aws/bedrock-agentcore-sdk-python/blob/v1.6.3/CHANGELOG.md) for details.   ## What's Changed * fix: validate region parameter to prevent SSRF request redirection by @jariy17 in https://github.com/aws/bedrock-agentcore-sdk-python/pull/417 * Release v1.6.3 by @github-actions[bot] in https://github.com/aws/bedrock-agentcore-sdk-python/pull/421   **Full Changelog**: https://github |

## Dependency audit

- **Score**: 74/100
- **Total deps**: 13
- **Resolved**: 4
- **Unresolved**: 9
- **License conflicts**: 0
- **Warnings**: 6
- **Scanned**: 2026-05-25

## Citation

- HTML: https://www.freshcrate.ai/projects/bedrock-agentcore-sdk-python
- Markdown: https://www.freshcrate.ai/projects/bedrock-agentcore-sdk-python.md
- Dependencies JSON: https://www.freshcrate.ai/api/projects/bedrock-agentcore-sdk-python/deps

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