OpenManus-RL is an open-source project jointly led by Ulab-UIUC and MetaGPT. It is an extended version of OpenManus, the open-source replica of Manus. Inspired by the success of RL-tuned reasoning LLMs such as Deepseek-R1 and QwQ-32B, it aims to explore a new paradigm for RL-based LLM agent tuning. The project will regularly publish testing progress and tuned models on agent benchmarks such as GAIA and AgentBench.To help everyone make better use of OpenManus, we have prepared a detailed tutorial covering everything from environment setup to connecting to 『Interface AI』, guiding you step by step through OpenManus!
Register and log in to JieKou.AI. Enter the invitation code 【YGHNZ0】 during registration to receive a $2 registration bonus.Open the 【API key】 management page, click the add button, enter a custom key name, and generate an API key.
!Note: The key is encrypted and stored on the server. Once created, it cannot be viewed again, so please keep it safe. If it is lost, you will need to delete it in the console and create a new key.
For the full installation guide, see: Installation Guide. The following installation tutorial uses Windows as an example and follows “Method 2” from the installation guide.
OpenManus needs to be configured with the LLM API you want to use. Follow these steps:
Create a config.toml file in the config directory. You can copy it from the example:
cp config/config.example.toml config/config.toml
Edit config/config.toml, change 【model】, 【base_url】, and 【api_key】, then add your API key and custom settings:
# Global LLM configuration[llm]model = "gpt-4o"# To change the model, copy the model name from the official Interface AI website herebase_url = "https://api.highwayapi.ai/openai"api_key = "Paste the API Key from the official Interface AI website here" # Change thismax_tokens = 4096temperature = 0.0# Optional configuration for a specific LLM model[llm.vision]model = "gpt-4o"# To change the model, copy the model name from the official Interface AI website herebase_url = "https://api.highwayapi.ai/openai"api_key ="Paste the API Key from the official Interface AI website here" # Change this
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2500w`}),`\n`,_jsx(OptimizedImage,{src:`https://mintcdn.com/jiekou/jZWTU8DENg390ghC/images/common_apikey_menu.png?fit=max\u0026auto=format\u0026n=jZWTU8DENg390ghC\u0026q=85\u0026s=c9e84d535312e3f853410855663fd2e7`,alt:`Example Image2`,\"data-og-width\":`1893`,width:`1893`,\"data-og-height\":`1056`,height:`1056`,\"data-path\":`images/common_apikey_menu.png`,\"data-optimize\":`true`,\"data-opv\":`3`,srcset:`https://mintcdn.com/jiekou/jZWTU8DENg390ghC/images/common_apikey_menu.png?w=280\u0026fit=max\u0026auto=format\u0026n=jZWTU8DENg390ghC\u0026q=85\u0026s=5ceb4753969c68eca81715725c672614 280w, https://mintcdn.com/jiekou/jZWTU8DENg390ghC/images/common_apikey_menu.png?w=560\u0026fit=max\u0026auto=format\u0026n=jZWTU8DENg390ghC\u0026q=85\u0026s=788c5fecd67d38362677c17ffcc4bd6b 560w, https://mintcdn.com/jiekou/jZWTU8DENg390ghC/images/common_apikey_menu.png?w=840\u0026fit=max\u0026auto=format\u0026n=jZWTU8DENg390ghC\u0026q=85\u0026s=5019b93e87178e95ef47449f287bff6b 840w, 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Once created, it cannot be viewed again, so please keep it safe. If it is lost, you will need to delete it in the console and create a new key.`}),`\n`,_jsx(OptimizedImage,{src:`https://mintcdn.com/jiekou/plu1OZSHwjdzCc5v/images/common_apikey_save.png?fit=max\u0026auto=format\u0026n=plu1OZSHwjdzCc5v\u0026q=85\u0026s=30053211224f16298aefbe8602e71089`,alt:`Example Image4`,\"data-og-width\":`1909`,width:`1909`,\"data-og-height\":`906`,height:`906`,\"data-path\":`images/common_apikey_save.png`,\"data-optimize\":`true`,\"data-opv\":`3`,srcset:`https://mintcdn.com/jiekou/plu1OZSHwjdzCc5v/images/common_apikey_save.png?w=280\u0026fit=max\u0026auto=format\u0026n=plu1OZSHwjdzCc5v\u0026q=85\u0026s=e00d49076738f1f49932d65ad63dae89 280w, https://mintcdn.com/jiekou/plu1OZSHwjdzCc5v/images/common_apikey_save.png?w=560\u0026fit=max\u0026auto=format\u0026n=plu1OZSHwjdzCc5v\u0026q=85\u0026s=75e94eb42a7908f2447d046ec787a169 560w, https://mintcdn.com/jiekou/plu1OZSHwjdzCc5v/images/common_apikey_save.png?w=840\u0026fit=max\u0026auto=format\u0026n=plu1OZSHwjdzCc5v\u0026q=85\u0026s=98f0d28470f57642346820484f396dd6 840w, https://mintcdn.com/jiekou/plu1OZSHwjdzCc5v/images/common_apikey_save.png?w=1100\u0026fit=max\u0026auto=format\u0026n=plu1OZSHwjdzCc5v\u0026q=85\u0026s=3b24e7f8dccec9f4332c94bec5e8ae65 1100w, https://mintcdn.com/jiekou/plu1OZSHwjdzCc5v/images/common_apikey_save.png?w=1650\u0026fit=max\u0026auto=format\u0026n=plu1OZSHwjdzCc5v\u0026q=85\u0026s=f7d9d3807ae7acb4f29a37b3d93da07f 1650w, https://mintcdn.com/jiekou/plu1OZSHwjdzCc5v/images/common_apikey_save.png?w=2500\u0026fit=max\u0026auto=format\u0026n=plu1OZSHwjdzCc5v\u0026q=85\u0026s=95e16ca97be77d0f9021b2c9379fba2f 2500w`}),`\n`,_jsx(Heading,{level:`3`,id:`3-get-the-model-id-you-want-to-use`,children:`(3) Get the model ID you want to use`}),`\n`,_jsx(_components.p,{children:`Find the model you want to use in the JieKou.AI Model Marketplace, then copy the model ID and base URL.`}),`\n`,_jsxs(_components.ul,{children:[`\n`,_jsx(_components.li,{children:`Gemini-3-pro-preview`}),`\n`,_jsx(_components.li,{children:`Gemini-2.5-pro`}),`\n`,_jsx(_components.li,{children:`Claude-sonnet-4-5`}),`\n`,_jsx(_components.li,{children:`Gpt-5.1`}),`\n`,_jsx(_components.li,{children:`Gpt-4o`}),`\n`]}),`\n`,_jsxs(_components.p,{children:[`For other model IDs, maximum context lengths, and pricing, see: `,_jsx(_components.a,{href:`https://jiekou.ai/models-console/library?auth_res=success\u0026is_reg=false`,children:`Model Marketplace`})]}),`\n`,_jsx(Heading,{level:`2`,id:`2-install-openmanus`,children:`2. Install OpenManus`}),`\n`,_jsxs(_components.p,{children:[`For the full installation guide, see: `,_jsx(_components.a,{href:`https://github.com/FoundationAgents/OpenManus/blob/main/README_zh.md#%E5%AE%89%E8%A3%85%E6%8C%87%E5%8D%97`,children:`Installation Guide`}),`. The following installation tutorial uses Windows as an example and follows “Method 2” from the installation guide.`]}),`\n`,_jsxs(_components.ol,{children:[`\n`,_jsx(_components.li,{children:`Install uv, a fast Python package manager:`}),`\n`]}),`\n`,_jsx(CodeBlock,{numberOfLines:`2`,language:`text`,children:_jsx(_components.pre,{className:`shiki shiki-themes github-light-default dark-plus`,style:{backgroundColor:`#ffffff`,\"--shiki-dark-bg\":`#0B0C0E`,color:`#1f2328`,\"--shiki-dark\":`#D4D4D4`},language:`text`,children:_jsxs(_components.code,{language:`text`,numberOfLines:`2`,children:[_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`curl -LsSf https://astral.sh/uv/install.sh | sh`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{})})]})})}),`\n`,_jsxs(_components.ol,{start:`2`,children:[`\n`,_jsx(_components.li,{children:`Clone the repository:`}),`\n`]}),`\n`,_jsx(CodeBlock,{numberOfLines:`3`,language:`text`,children:_jsx(_components.pre,{className:`shiki shiki-themes github-light-default dark-plus`,style:{backgroundColor:`#ffffff`,\"--shiki-dark-bg\":`#0B0C0E`,color:`#1f2328`,\"--shiki-dark\":`#D4D4D4`},language:`text`,children:_jsxs(_components.code,{language:`text`,numberOfLines:`3`,children:[_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`git clone https://github.com/FoundationAgents/OpenManus.git`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`cd OpenManus`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{})})]})})}),`\n`,_jsxs(_components.ol,{start:`3`,children:[`\n`,_jsx(_components.li,{children:`Create and activate a virtual environment:`}),`\n`]}),`\n`,_jsx(CodeBlock,{numberOfLines:`5`,language:`text`,children:_jsx(_components.pre,{className:`shiki shiki-themes github-light-default dark-plus`,style:{backgroundColor:`#ffffff`,\"--shiki-dark-bg\":`#0B0C0E`,color:`#1f2328`,\"--shiki-dark\":`#D4D4D4`},language:`text`,children:_jsxs(_components.code,{language:`text`,numberOfLines:`5`,children:[_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`uv venv --python 3.12`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`source .venv/bin/activate # Unix/macOS systems`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`For Windows systems:`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`.venv\\\\Scripts\\\\activate`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{})})]})})}),`\n`,_jsxs(_components.ol,{start:`4`,children:[`\n`,_jsx(_components.li,{children:`Install dependencies:`}),`\n`]}),`\n`,_jsx(CodeBlock,{numberOfLines:`2`,language:`text`,children:_jsx(_components.pre,{className:`shiki shiki-themes github-light-default dark-plus`,style:{backgroundColor:`#ffffff`,\"--shiki-dark-bg\":`#0B0C0E`,color:`#1f2328`,\"--shiki-dark\":`#D4D4D4`},language:`text`,children:_jsxs(_components.code,{language:`text`,numberOfLines:`2`,children:[_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`uv pip install -r requirements.txt`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{})})]})})}),`\n`,_jsx(Heading,{level:`2`,id:`3-configure-openmanus`,children:`3. Configure OpenManus`}),`\n`,_jsx(_components.p,{children:`OpenManus needs to be configured with the LLM API you want to use. Follow these steps:`}),`\n`,_jsxs(_components.ol,{children:[`\n`,_jsxs(_components.li,{children:[`Create a `,_jsx(_components.code,{children:`config.toml`}),` file in the `,_jsx(_components.code,{children:`config`}),` directory. You can copy it from the example:`]}),`\n`]}),`\n`,_jsx(CodeBlock,{numberOfLines:`2`,language:`text`,children:_jsx(_components.pre,{className:`shiki shiki-themes github-light-default dark-plus`,style:{backgroundColor:`#ffffff`,\"--shiki-dark-bg\":`#0B0C0E`,color:`#1f2328`,\"--shiki-dark\":`#D4D4D4`},language:`text`,children:_jsxs(_components.code,{language:`text`,numberOfLines:`2`,children:[_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`cp config/config.example.toml config/config.toml`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{})})]})})}),`\n`,_jsxs(_components.ol,{start:`2`,children:[`\n`,_jsxs(_components.li,{children:[`Edit `,_jsx(_components.code,{children:`config/config.toml`}),`, change 【model】, 【base_url】, and 【api_key】, then add your API key and custom settings:`]}),`\n`]}),`\n`,_jsx(CodeBlock,{numberOfLines:`13`,language:`text`,children:_jsx(_components.pre,{className:`shiki shiki-themes github-light-default dark-plus`,style:{backgroundColor:`#ffffff`,\"--shiki-dark-bg\":`#0B0C0E`,color:`#1f2328`,\"--shiki-dark\":`#D4D4D4`},language:`text`,children:_jsxs(_components.code,{language:`text`,numberOfLines:`13`,children:[_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`# Global LLM configuration`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`[llm]`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`model = \"gpt-4o\"# To change the model, copy the model name from the official Interface AI website here`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`base_url = \"https://api.highwayapi.ai/openai\"`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`api_key = \"Paste the API Key from the official Interface AI website here\" # Change this`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`max_tokens = 4096`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`temperature = 0.0`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`# Optional configuration for a specific LLM model`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`[llm.vision]`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`model = \"gpt-4o\"# To change the model, copy the model name from the official Interface AI website here`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`base_url = \"https://api.highwayapi.ai/openai\"`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`api_key =\"Paste the API Key from the official Interface AI website here\" # Change this`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{})})]})})}),`\n`,_jsx(Heading,{level:`2`,id:`4-quick-start-openmanus`,children:`4. Quick start OpenManus`}),`\n`,_jsx(_components.p,{children:`Run OpenManus with a single command:`}),`\n`,_jsx(CodeBlock,{numberOfLines:`2`,language:`text`,children:_jsx(_components.pre,{className:`shiki shiki-themes github-light-default dark-plus`,style:{backgroundColor:`#ffffff`,\"--shiki-dark-bg\":`#0B0C0E`,color:`#1f2328`,\"--shiki-dark\":`#D4D4D4`},language:`text`,children:_jsxs(_components.code,{language:`text`,numberOfLines:`2`,children:[_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`python main.py`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{})})]})})}),`\n`,_jsxs(_components.p,{children:[`Then enter your idea after `,_jsx(_components.code,{children:`enter your prompt`}),`!`]})]})}function MDXContent(props={}){const{wrapper:MDXLayout}={..._provideComponents(),...props.components};return MDXLayout?_jsx(MDXLayout,{...props,children:_jsx(_createMdxContent,{...props})}):_createMdxContent(props)}return{default:MDXContent};function _missingMdxReference(id,component){throw new Error(`Expected `+(component?`component`:`object`)+\" `\"+id+\"` to be defined: you likely forgot to import, pass, or provide it.\")}","frontmatter":{},"scope":{"config":{},"pageMetadata":{"title":"OpenManus","og:title":"JieKou.AI × OpenManus Guide","description":null,"href":"/en/docs/integration/openmanus"}}},"mdxSourceWithNoJs":null},"mdxExtracts":{"tableOfContents":[{"title":"1. 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