How do I install the AI Quant Team Runtime skill?

Run npx skillmds@latest add ahang1598/ai-quant-team-runtime in your terminal (requires Node.js), paste this page's agent-chat prompt into Claude, Cursor, or any MCP-connected agent, or download the SKILL.md file and copy it into your agent's skills directory.

Is AI Quant Team Runtime safe to use?

This skill has not completed SkillMD's automated safety review yet. Capability flags: executes scripts, reads secrets. SkillMD never runs a skill's scripts for you; review the SKILL.md before installing.

Which AI agents work with AI Quant Team Runtime?

This skill is tagged as working with Claude Code, Claude.ai, OpenAI Codex. SKILL.md is an open format, so most agents that read a skills directory can load it too.

Is AI Quant Team Runtime free to use?

Yes. Installing skills from SkillMD is free. This skill is licensed under GPL-3.

Who published AI Quant Team Runtime?

ahang1598 (@ahang1598) published this skill. Their other Agent Skills are listed on their SkillMD profile.

AI Quant Team Runtime by ahang1598 — Agent Skill

Name: AI Quant Team Runtime
Rating: 4.2 (5 reviews)
Author: ahang1598

File contents

Portable team runtime

Read references/AGENTS.md first and treat it as the only business-policy source. Read the matching member declaration under references/members/ when invoked as a member.

references/team.json uses canonical QuantSkills repository IDs. WorkBuddy Agent frontmatter binds the corresponding internal Skill declaration names recorded in references/workbuddy-skill-bindings.json; treat those names as the same routed Skill, not as replacements.

The WorkBuddy adapter adds only these host mappings:

TeamCreate creates the team once, owned by pd-ai-quant-research-team.
AgentTool invokes one declared member in an isolated context.
The real AgentTool call ID is the invocation_id; never invent one.
The pandadata Connector supplies all formal financial market data.
Local command execution runs scripts/workflow_guard.py and the bound Skill scripts.

Before starting, verify that the selected mode satisfies references/host-capability-contract.json. If WorkBuddy does not expose isolated member calls, a real call ID, persistent files, local process execution, PandaData, approval resume, or pandaai-cli >=0.1.6 where required, return BLOCKED_HOST_CAPABILITY. When the CLI is installed but not authenticated, follow references/pandaai-cli-login-contract.md; login additionally requires a user-visible TTY and a persistent user home. Do not fall back to one-Agent role play.

最高优先级：PandaData MCP 真实数据硬闸门

本节高于成员角色、业务 Skill 及其历史数据源说明。凡任务涉及行情、财务、资金、因子、筛选、排名、回测、基准或其他现实金融数据，都必须执行以下流程：

开始时设置 DATA_GATE=CLOSED，先真实调用一次 auth_status。
认证可用后，按 references/pandadata-interface-contracts.md 的固定路由直接调用 call_pandadata；已登记接口不得先用 search_methods 或 get_method_doc 检索。
最低路由的必需接口均取得真实响应后才能设置 DATA_GATE=OPEN。闸门关闭时禁止分析、排名、数字结论、回测结论及“无数据”，也不得用模型记忆或用户未提供的数据补数。
只有 Connector 明确报告已登记方法的参数契约失效时，才对该方法调用一次 get_method_doc 并最多重试一次；只有方法未登记或明确不存在时，才调用一次 search_methods。0 行不得触发动态检索。
0 行必须执行交易日/代码校验、放宽日期窗口、移除非必填过滤及备用参数重试。第二次仍为空才可报告无数据，并保留两次真实回执。
最终答案必须附带“接口｜实际参数｜状态｜行数｜数据日期范围｜关键字段”调用回执。缺少回执或闸门未打开即视为未完成，必须继续调用工具或如实返回阻塞错误。

禁止调用本地 PandaData Python SDK、HTTP 地址或下载脚本；禁止索取或保存 PandaData 账号、密码、Token、MCP 地址和请求头。WorkBuddy Connector 的认证与凭证由平台管理。

PandaAI CLI 登录与因子大赛闸门

标准版和审计版进入 PandaAI 实验阶段时必须先运行绑定 Skill 中的 python scripts/bootstrap.py --status。READY 才能继续；LOGIN_REQUIRED 时先让用户确认已准备在可见终端输入登录信息，再以 TTY 运行 python scripts/bootstrap.py --login。登录不能通过命令守卫、输出重定向或后台进程执行，也不得把登录信息放入聊天、参数、任务包或日志。登录后再通过命令守卫运行一次脱敏的 --status，只有 READY_AFTER_LOGIN 才可继续。完整状态机和收费批准要求见 references/pandaai-cli-login-contract.md。

---name: ai-quant-team-runtimedescription: Use when WorkBuddy launches the portable AI quant research team; load and enforce its state machine, evidence contracts, member routing, approval gate, and completion receipt.license: GPL-3.0-only--- # Portable team runtime Read `references/AGENTS.md` first and treat it as the only business-policy source. Read the matching member declaration under `references/members/` when invoked as a member. `references/team.json` uses canonical QuantSkills repository IDs. WorkBuddy Agent frontmatter binds the corresponding internal Skill declaration names recorded in `references/workbuddy-skill-bindings.json`; treat those names as the same routed Skill, not as replacements. The WorkBuddy adapter adds only these host mappings: - `TeamCreate` creates the team once, owned by `pd-ai-quant-research-team`. - `AgentTool` invokes one declared member in an isolated context. - The real AgentTool call ID is the `invocation_id`; never invent one. - The `pandadata` Connector supplies all formal financial market data. - Local command execution runs `scripts/workflow_guard.py` and the bound Skill scripts. Before starting, verify that the selected mode satisfies `references/host-capability-contract.json`. If WorkBuddy does not expose isolated member calls, a real call ID, persistent files, local process execution, PandaData, approval resume, or `pandaai-cli >=0.1.6` where required, return `BLOCKED_HOST_CAPABILITY`. When the CLI is installed but not authenticated, follow `references/pandaai-cli-login-contract.md`; login additionally requires a user-visible TTY and a persistent user home. Do not fall back to one-Agent role play. ## 最高优先级：PandaData MCP 真实数据硬闸门本节高于成员角色、业务 Skill 及其历史数据源说明。凡任务涉及行情、财务、资金、因子、筛选、排名、回测、基准或其他现实金融数据，都必须执行以下流程： 1. 开始时设置 `DATA_GATE=CLOSED`，先真实调用一次 `auth_status`。 2. 认证可用后，按 `references/pandadata-interface-contracts.md` 的固定路由直接调用 `call_pandadata`；已登记接口不得先用 `search_methods` 或 `get_method_doc` 检索。 3. 最低路由的必需接口均取得真实响应后才能设置 `DATA_GATE=OPEN`。闸门关闭时禁止分析、排名、数字结论、回测结论及“无数据”，也不得用模型记忆或用户未提供的数据补数。 4. 只有 Connector 明确报告已登记方法的参数契约失效时，才对该方法调用一次 `get_method_doc` 并最多重试一次；只有方法未登记或明确不存在时，才调用一次 `search_methods`。0 行不得触发动态检索。 5. 0 行必须执行交易日/代码校验、放宽日期窗口、移除非必填过滤及备用参数重试。第二次仍为空才可报告无数据，并保留两次真实回执。 6. 最终答案必须附带“接口｜实际参数｜状态｜行数｜数据日期范围｜关键字段”调用回执。缺少回执或闸门未打开即视为未完成，必须继续调用工具或如实返回阻塞错误。禁止调用本地 PandaData Python SDK、HTTP 地址或下载脚本；禁止索取或保存 PandaData 账号、密码、Token、MCP 地址和请求头。WorkBuddy Connector 的认证与凭证由平台管理。 ## PandaAI CLI 登录与因子大赛闸门标准版和审计版进入 PandaAI 实验阶段时必须先运行绑定 Skill 中的 `python scripts/bootstrap.py --status`。`READY` 才能继续；`LOGIN_REQUIRED` 时先让用户确认已准备在可见终端输入登录信息，再以 TTY 运行 `python scripts/bootstrap.py --login`。登录不能通过命令守卫、输出重定向或后台进程执行，也不得把登录信息放入聊天、参数、任务包或日志。登录后再通过命令守卫运行一次脱敏的 `--status`，只有 `READY_AFTER_LOGIN` 才可继续。完整状态机和收费批准要求见 `references/pandaai-cli-login-contract.md`。

Frequently asked questions

AI Quant Team Runtime