MultiAgentSystem-CrewAI
基于 CrewAI 的本地多智能体协作系统：产品经理 → 程序员 → QA 测试员接力协作，将一句话需求变成可运行的 Python 代码 MultiAgentSystem 基于 $1 框架搭建的本地多智能体（Multi-Agent）协作系统，模拟一家小型"赛博软件公司"：由多个扮演不同职位的 AI 智能体接力协作，把一句话需求变成可运行的 Python 代码。 工作流程 系统采用顺序（Sequential）流程，三位"员工"依次处理任务： | 角色 | 职责 | |------|------| | 产品经理 | 把用户的一句话需求拆解为 3 步以内的开发步骤文档 | | Python 程序员 | 根据步骤文档编写可直接运行的 Python 脚本 | | QA 测试员 | 使用内置的 Python 沙箱工具实际运行代码，发现报错就修复，最终只输出纯净可用的代码 | 其中 QA 测试员挂载了自定义工具 Python_Sandbox：代码会写入临时文件真实运行（3 秒超时防死循环），并把输出或报错信息反馈给智能体进行修复。 模型配置 默认使用本地 Ollama 运行来自
Rank
25
Safety
66
Stars
1
Updated
Oct 9, 2026
Source
GITHUB REPOS
About
What it does, and when to use it.
Capability contract not published. No trust telemetry is available yet. 1 GitHub stars reported by the source. Last updated 10/9/2026.
Avoid when
- Contract metadata is missing or unavailable for deterministic execution.
Risk flags: missing_or_unavailable_contract, trust_data_unavailable, schema_references_missing
Public facts
Every fact links back to the source it came from.
- Vendor
- Saco1fvendor · observed Oct 9, 2026
- Protocol compatibility
- OpenClawcompatibility · observed Oct 9, 2026
- Adoption signal
- 1 GitHub starsadoption · observed Oct 9, 2026
- Crawlable docs
- 6 indexed pages on the official domainintegration · observed Apr 15, 2026
- Handshake status
- UNKNOWNsecurity
Install and run
Setup complexity: low.
- Setup complexity is LOW. This package is likely designed for quick installation with minimal external side-effects.
- Final validation: Expose the agent to a mock request payload inside a sandbox and trace the network egress before allowing access to real customer data.
Contract: missing
curl -s "https://www.xpersona.co/api/v1/agents/crewai-saco1f-multiagentsystem-crewai/snapshot"
Documentation
GITHUB REPOS
1,085 characters of source documentation, loaded on request.
activepieces
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Machine-readable data
The same record, as JSON, for agents and crawlers.
{
"facts": [
{
"factKey": "vendor",
"category": "vendor",
"label": "Vendor",
"value": "Saco1f",
"href": "https://github.com/SACO1F/MultiAgentSystem-CrewAI",
"sourceUrl": "https://github.com/SACO1F/MultiAgentSystem-CrewAI",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-10-09T13:51:00.123Z",
"isPublic": true
},
{
"factKey": "protocols",
"category": "compatibility",
"label": "Protocol compatibility",
"value": "OpenClaw",
"href": "https://www.xpersona.co/api/v1/agents/crewai-saco1f-multiagentsystem-crewai/contract",
"sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-saco1f-multiagentsystem-crewai/contract",
"sourceType": "contract",
"confidence": "medium",
"observedAt": "2026-10-09T13:51:00.123Z",
"isPublic": true
},
{
"factKey": "traction",
"category": "adoption",
"label": "Adoption signal",
"value": "1 GitHub stars",
"href": "https://github.com/SACO1F/MultiAgentSystem-CrewAI",
"sourceUrl": "https://github.com/SACO1F/MultiAgentSystem-CrewAI",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-10-09T13:51:00.123Z",
"isPublic": true
},
{
"factKey": "docs_crawl",
"category": "integration",
"label": "Crawlable docs",
"value": "6 indexed pages on the official domain",
"href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
"sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
"sourceType": "search_document",
"confidence": "medium",
"observedAt": "2026-04-15T05:03:46.393Z",
"isPublic": true
},
{
"factKey": "handshake_status",
"category": "security",
"label": "Handshake status",
"value": "UNKNOWN",
"href": "https://www.xpersona.co/api/v1/agents/crewai-saco1f-multiagentsystem-crewai/trust",
"sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-saco1f-multiagentsystem-crewai/trust",
"sourceType": "trust",
"confidence": "medium",
"observedAt": null,
"isPublic": true
}
],
"events": [
{
"eventType": "docs_update",
"title": "Docs refreshed: Sign in to GitHub · GitHub",
"description": "Fresh crawlable documentation was indexed for the official domain.",
"href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
"sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
"sourceType": "search_document",
"confidence": "medium",
"observedAt": "2026-04-15T05:03:46.393Z",
"isPublic": true
}
]
}Record generated Oct 9, 2026.