
Pi Durateam
io.github.Nyarlathoteppppp由 GitHub 账号 Nyarlathoteppppp 发布v0.7.12更新于 Oct 28, 2026
Pi agent teams on any provider: parallel delegates, forks, MCP tools; runs built to finish.
概览
在任意模型供应商上运行一组 Pi 委派代理,让主代理并行分派阅读、检索与审查任务,并只收回精简报告。
- 可以做什么
- 启动、批量启动、阻塞运行并收集委派任务,可把同一问题发给多个模型,也可从已完成会话的对话记录派生新任务
- 对运行中的委派进行引导、回答其提问、追问已完成的委派、中止任务并查看状态
- 按绝对路径传入附件,把长报告写入文件并返回路径,读取 token 用量与费用
- 为单个委派授予指定的 MCP 服务器和具名工具
- 可选启用协调者,由其分派成员并撰写一份综合结论
- 查看可用模型、供应商凭据与设置
- 适用场景
- 适合需要多个模型或并行阅读者的任务,例如审查代码差异、交叉核对结论、通读大型代码库,同时让主 Claude Code 或 Codex 会话保持精简。也适合需要轮次与时间预算、模型回退或可恢复会话的长任务。
- 运行要求
- macOS 或 Linux、Node.js 22.19+,并已安装 Pi 且登录某个供应商;需全局安装 npm 包 pi-durateam 并注册为 stdio MCP 服务器。模型调用使用你自己的供应商凭据。可选功能通过 PI_DELEGATE_* 环境变量配置。
安装
在 SourceWeft 中
- 打开 控制台中的 Pi Durateam,将其添加到工作区。
- 为需要使用其工具的对话启用该服务。
Desktop only,通过 STDIO。 STDIO 服务会启动本地进程,因此需要 SourceWeft 桌面宿主。
其他 MCP 客户端
参照 仓库 中的启动说明。
README
[pi-durateam — Split work across models. Bring findings together.]
English · 简体中文
pi-durateam
A team of Pi agents for Claude Code and Codex, on any provider, with runs built to finish.
[npm] [CI] [Node.js] [License: MIT]
Quick start · Team · MCP tools · Dura · Reference
Renamed from
pi-durabletask-mcp: installpi-durateam. The old command still works; configuration,PI_DELEGATE_*variables, stored state and tool names are unchanged.
Your main agent plans, picks the models and judges the results. The reading, searching and cross-checking run on Pi delegates — Gemini, Grok, GPT, DeepSeek or any other provider Pi supports — and spend those quotas instead of your Claude Code or Codex one; what comes back is a compact status and the final report, or just a file path. In our own pre-release review, four agents read about two million tokens of this codebase on Gemini, Grok and a GPT model, and our Claude session received about 7 KB of reports.
- team — one task or several in parallel, the same question to several models, forks that read once and answer many questions, an opt-in coordinator, and MCP servers (read-only GitHub, a browser) granted per delegate.
- dura — every run has turn and time budgets and a last turn without tools, reserved for the answer.
maxToolCallsadds an optional tool-call cap. Opt in to a soft deadline, model fallback on provider errors, and sessions that survive a server restart.
For example, ask your agent: "Use Pi to review the attached diff with Gemini, Grok and GPT in parallel. Don't edit files. Report only real defects with file:line." It calls spawn_batch with one shared prompt and three models, collects with wait, and gets three independent reports with token usage and cost.
Quick start
Requires macOS or Linux, Node.js 22.19+ and Pi. CI runs Node.js 22 and 24 against Pi 1.0.0, 1.0.4, 1.1.0 and 1.3.0. Model calls use your own provider credentials.
1 · Install Pi (skip if you have it) and log in to a provider:
2 · Install pi-durateam:
Or install from source
3 · Connect. Claude Code:
Codex (~/.codex/config.toml):
The Codex desktop app starts MCP servers with a minimal PATH (no Homebrew or nvm directories), so it may find neither pi-durateam nor the node it runs on. The server then never starts and the session simply has no Pi tools. Use absolute paths there:
Reconnect the MCP server after updating pi-durateam or Pi. Other clients →
4 · Try it: "Use Pi to check the auth module for missing permission checks. Read only." init shows models, provider credentials and settings; models lists what delegates may use.
Optional: install the Agent Skill
The skill teaches your agent the workflow. Put SKILL.md in your client's skills directory:
Team: several models on one job
- Delegate.
spawnstarts one task in the background and returns asessionIdat once.spawn_batchstarts up to 4 per call by default (PI_DELEGATE_BATCH_MAX) and checks every task first, so nothing starts if one is bad.runblocks, for quick questions. Collect withwaitanduntil: "settled". - One question, several models. A batch-level
promptgoes to every task; each task names itsmodel, and its ownpromptis appended. Different model families miss different things, but agreement is not proof: verify findings before acting. - Read once, ask many.
forkFromstarts new tasks from a finished session's transcript, including the files it already read; each fork gets fresh budgets. - Steer and continue.
steera running delegate,answerits questions,follow_upa finished one (it keeps what it read),abortwhen needed.statusreportsidleMsandphase, which tell slow reasoning from a hung request. - Material in, reports out.
attachmentspasses a diff or notes by absolute path;saveTo/saveDirwrite long reports to files and return the path;usagegives tokens and cost. - Coordinator (opt-in). Pass a
coordinatorplan tospawn: a Pi coordinator dispatches your members, can ask one a targeted follow-up, and writes one synthesis that cites the original reports. RequirescodemodeinPI_DELEGATE_ALLOW_TOOLS. For most workspawn_batchand your own judgment are simpler. Workflow →
MCP tools per delegate
A delegate can use MCP servers from Pi's mcp.json — read-only GitHub, Serena, a browser, web search — selected per task; nothing is on by default. Add the server to ~/.pi/agent/mcp.json, permit its exact tool names in pi-durateam's environment (PI_DELEGATE_ALLOW_TOOLS="mcp__github__get_file_contents,mcp__github__search_code") and reconnect. Then select them per call:
- Only the servers in
mcpServersare connected. Of their tools, the delegate gets only themcp__<server>__<tool>names listed intoolsand permitted byPI_DELEGATE_ALLOW_TOOLS; selecting a server never grants all of its tools. - A call that selects servers but grants none of their tools is refused before anything starts — for example with
toolsomitted (the read-only default), or with onlycodemodeortool_search, which reach only tools named intools. Granting only tools hidden inmcp.jsonis refused too.tools: []remains a tool-free run. - The server's
exposureinmcp.jsondoes not matter to delegates: every tool named intoolsis declared to the delegate directly, so you can keep serversdeferredorcodemodethere for interactive Pi. Tools set tohiddenstay unreachable. Addcodemodetotoolsonly for scripted loops; scripts reach the same named tools. extensionscan stayfalse. Batch tasks inheritnativeMcpandmcpServers; coordinator members select their own.- A permitted MCP tool may write or act outside
cwd, and the secret-path guard does not cover external servers. Grant capabilities deliberately.
Setup for GitHub, Serena and agent-browser: optional tools. Web search: research. Details and recovery: native MCP.
Dura: runs built to finish
Always on
- Turn and time budgets.
spawnandspawn_batchdefault to 30 turns and 10 minutes,runto 12 turns and 5 minutes; the ceilings arePI_DELEGATE_MAX_TURNS(default 50) andPI_DELEGATE_MAX_DURATION_MS(default 15 minutes).maxToolCallsoptionally caps the delegate's own calls. - At 75% of the turn budget or tool-call cap (if
maxToolCallsis set), or after 2/3 of the time, the delegate is told to wrap up; its last turn has no tools and is reserved for the answer. answerStateflags an empty (missing) or cut-off (partial) answer. A run that ends without an answer (aborted,error) returns its latest substantial text assalvagedText. Finished results name the model that answered.
Opt-in
- Soft deadline (
PI_DELEGATE_DEADLINE_GRACE_MS): at the deadline the tools go, no new tool call starts, and the delegate has this long to answer; only a run still without an answer is aborted. - Model fallback (
PI_DELEGATE_FALLBACK_MODELS, orfallbackModelsper call): after a provider error that outlasts Pi's retries, the run continues in the same session on the next model listed, e.g."xai/*:high,antigravity/gemini-*". In our use, a Codex quota error now continues on Grok within seconds. - For models that keep calling tools:
PI_DELEGATE_ANSWER_GRACE=1gives one more tool-free turn,PI_DELEGATE_TOOL_CHOICE_NONEsendstoolChoice: "none"on that turn,PI_DELEGATE_FINISH_THINKINGlowers the thinking level once a run is wrapping up. - Durable sessions (
durable: true): SQLite checkpoints; after a server restart the session resumes with its id, history and budgets, and a tool call whose outcome is unknown is never blindly replayed. Finished ones are kept for 7 days by default (retentionDays,PI_DELEGATE_RETENTION_DAYS). handoff:savea note in one Claude/Codex window,readit in another to continue the same durable session.
Safe defaults
- A call that omits
toolsgets the read-only set (read,grep,find,ls, or yourPI_DELEGATE_DEFAULT_TOOLS); anything more must be permitted withPI_DELEGATE_ALLOW_TOOLS. This is not a sandbox: a delegate givenbashcan do anything you can. - Secret paths (
.env,~/.ssh, credentials) are refused for attachments, reads and searches;PI_DELEGATE_SECRET_GUARD=0turns this off. - Sessions live in memory and end with the MCP process. Durable storage, fallback, the soft deadline, the answer grace turn, native MCP and the coordinator are off unless you turn them on.
- By default at most 4 delegates run at once per server process (
PI_DELEGATE_MAX_CONCURRENT). A model name that does not resolve is refused, never replaced by the default.
Documentation
- Reference: tools, configuration, authentication, native MCP
- Optional MCP tools · Web research · Review and synthesize · Coordinator
- Development · Changelog · Issues
MIT · Built on howznguyen/pi-delegate-mcp and Pi Durable.
来源:README.md,提交 15a6193
工具
0版本历史
1- v0.7.12最新Oct 26, 2026
评分
已满足适用检查项的 50%
该评分衡量此收录条目的完整程度,依据注册中心条目、端点与公开来源计算得出。它不是对服务器本身的评价,也不表示服务器安全或当前可用:可连通性是带日期的检查结果,评分也不包含安装量或用户评价。
- 近 30 天内可连通25 分
请保持端点能够响应 MCP 握手;SourceWeft 每 30 天探测一次。
- 已声明认证方式10 分
请在注册中心条目中声明凭据请求头,或保持端点能够响应探测,以便判定其认证方式。
- 已列出工具15 分
请让服务器在无凭据时响应 tools/list,或发布可在沙箱中无凭据启动的软件包。
- 描述必需15 分
- 图标10 分
- 文档15 分
- 许可证10 分