# agentscope

> Build and run agents you can see, understand and trust.

- **URL**: https://www.freshcrate.ai/projects/agentscope
- **Author**: agentscope-ai
- **Category**: MCP Servers
- **Latest version**: `v2.0.1` (2026-06-05)
- **License**: Apache-2.0
- **Source**: https://github.com/agentscope-ai/agentscope
- **Homepage**: https://doc.agentscope.io/
- **Language**: Python
- **GitHub**: 24,189 stars, 2,598 forks
- **Registry**: github
- **Tags**: `agent`, `chatbot`, `large-language-models`, `llm`, `llm-agent`, `mcp`, `multi-agent`, `multi-modal`, `python`

## Description

Build and run agents you can see, understand and trust.

## Recent releases

| Version | Date | Urgency | Changes |
| --- | --- | --- | --- |
| `v2.0.1` | 2026-06-05 | High | ## Highlight  - **Agent Team** is supported  ## What's Changed * fix(webui): add missing files in the web ui example by @DavdGao in https://github.com/agentscope-ai/agentscope/pull/1661 * fix(readme): update the QR code for DingTalk group by @DavdGao in https://github.com/agentscope-ai/agentscope/pull/1662 * perf(service): support to provide extra tools and middlewares by @DavdGao in https://github.com/agentscope-ai/agentscope/pull/1709 * fix(formatter): drop thinking blocks without sign |
| `v2.0.0` | 2026-05-25 | Medium | ## AgentScope 2.0 is released!  Please refer to the new [docs](https://docs.agentscope.io) for more information.  ## What's Changed * chore(project): temporarily deprecate evaluate/module/rag/tts/realtime modules pending refactor by @DavdGao in https://github.com/agentscope-ai/agentscope/pull/1438 * refactor(msg): simplify core building blocks and Msg class structure by @DavdGao in https://github.com/agentscope-ai/agentscope/pull/1440 * feat(msg): formalize Msg type rules and constraints |
| `v1.0.21` | 2026-05-25 | High | ## What's Changed * docs: update dingtalk qr codes and add hyperlink by @qbc2016 in https://github.com/agentscope-ai/agentscope/pull/1620 * docs(readme): remove redundant links by @qbc2016 in https://github.com/agentscope-ai/agentscope/pull/1636 * feat(model): extend reasoning_effort options for OpenAI-compatible providers by @qbc2016 in https://github.com/agentscope-ai/agentscope/pull/1643 * fix(formatter): avoid emitting `text: null` in AnthropicChatFormatter tool_result by @qbc2016 in htt |
| `v1.0.20` | 2026-05-15 | High | ## What's Changed * fix(openai): catch response_format errors during streaming to enable fallback by @qbc2016 in https://github.com/agentscope-ai/agentscope/pull/1527 * feat(mcp): add execution timeout for mcp by @qbc2016 in https://github.com/agentscope-ai/agentscope/pull/1540 * chore(version): bumping version to 1.0.19.post1 by @qbc2016 in https://github.com/agentscope-ai/agentscope/pull/1543 * fix(mcp): preserve $defs and $ref in MCP tool input schema by @qbc2016 in https://github.com/age |
| `v1.0.19.post1` | 2026-04-28 | High | ## What's Changed * fix(openai): catch response_format errors during streaming to enable fallback by @qbc2016 in https://github.com/agentscope-ai/agentscope/pull/1527 * feat(mcp): add execution timeout for mcp by @qbc2016 in https://github.com/agentscope-ai/agentscope/pull/1540 * chore(version): bumping version to 1.0.19.post1 by @qbc2016 in https://github.com/agentscope-ai/agentscope/pull/1543   **Full Changelog**: https://github.com/agentscope-ai/agentscope/compare/v1.0.19...v1.0.19.post |
| `v1.0.19` | 2026-04-20 | High | ## What's Changed * docs(copaw): add news for copaw by @qbc2016 in https://github.com/agentscope-ai/agentscope/pull/1379 * feat(formatter): support local multimedia paths starting with file:// by @qbc2016 in https://github.com/agentscope-ai/agentscope/pull/1385 * feat(memory): add tablestore memory support by @zhanghaochenFCB in https://github.com/agentscope-ai/agentscope/pull/1308 * fix(examples): rename ReflectFailure.decompose_subtask.rephrased_plan to failed_subtask in deep research exam |
| `v1.0.18` | 2026-03-26 | Medium | ## What's Changed * fix(huggingface): add huggingface endpoint fix by @garyzhang99 in https://github.com/agentscope-ai/agentscope/pull/1340 * docs(readme): update the README.md and README_zh.md with copaw by @DavdGao in https://github.com/agentscope-ai/agentscope/pull/1353 * feat(test): fix version of pymilvus by @qbc2016 in https://github.com/agentscope-ai/agentscope/pull/1355 * feat(formatter): enhance _to_openai_image_url for local files without extension by @kingofpowers in https://githu |
| `v1.0.17` | 2026-03-13 | Low | ## What's Changed * fix(tool): expand user home in text file tools for paths with tilde by @YingchaoX in https://github.com/agentscope-ai/agentscope/pull/1262 * fix(docs): correct typo in quickstart_agent.py by @04cb in https://github.com/agentscope-ai/agentscope/pull/1273 * fix(openai-model): support newer vllm reasoning field parsing by @WeiSibo in https://github.com/agentscope-ai/agentscope/pull/1271 * fix(model): update DashScopeChatModel to use AioMultiModalConversatio… by @YingchaoX in |
| `v1.0.16` | 2026-02-15 | Low | ## Highlight  * fix bugs in the previous version (1.0.15)  ## What's Changed * fix(dependency): lazy import the websockets library by @DavdGao in https://github.com/agentscope-ai/agentscope/pull/1214 * fix(stream_printing_messages): add sleep in print to avoid blocking consumption by @qbc2016 in https://github.com/agentscope-ai/agentscope/pull/1218 * feat(model): add multimodality parameter in DashScope chat model by @qbc2016 in https://github.com/agentscope-ai/agentscope/pull/1215 * fix |
| `v1.0.16dev` | 2026-02-10 | Low | ## What's Changed * fix(dependency): lazy import the websockets library by @DavdGao in https://github.com/agentscope-ai/agentscope/pull/1214 * fix(stream_printing_messages): add sleep in print to avoid blocking consumption by @qbc2016 in https://github.com/agentscope-ai/agentscope/pull/1218 * feat(model): add multimodality parameter in DashScope chat model by @qbc2016 in https://github.com/agentscope-ai/agentscope/pull/1215 * fix(openai realtime): Add tool format for openai realtime model by |

## Dependency audit

- **Score**: 69/100
- **Total deps**: 68
- **Resolved**: 36
- **Unresolved**: 32
- **License conflicts**: 0
- **Warnings**: 11
- **Scanned**: 2026-05-18

## Citation

- HTML: https://www.freshcrate.ai/projects/agentscope
- Markdown: https://www.freshcrate.ai/projects/agentscope.md
- Dependencies JSON: https://www.freshcrate.ai/api/projects/agentscope/deps

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