
Pi Durateam
io.github.Nyarlathoteppppp由 GitHub 帳號 Nyarlathoteppppp 發布v0.7.12更新於 Oct 28, 2026
Pi agent teams on any provider: parallel delegates, forks, MCP tools; runs built to finish.
概覽
在任意模型供應商上執行一組 Pi 委派代理,讓主代理平行分派閱讀、檢索與審查任務,並只取回精簡報告。
- 可以做什麼
- 啟動、批次啟動、阻塞執行並收集委派任務,可把同一問題送給多個模型,也可從已完成工作階段的對話紀錄衍生新任務
- 對執行中的委派進行引導、回答其提問、追問已完成的委派、中止任務並查看狀態
- 以絕對路徑傳入附件,把長報告寫入檔案並回傳路徑,讀取 token 用量與費用
- 為個別委派授予指定的 MCP 伺服器與具名工具
- 可選擇啟用協調者,由其分派成員並撰寫一份綜合結論
- 查看可用模型、供應商憑證與設定
- 適用情境
- 適合需要多個模型或平行閱讀者的任務,例如審查程式碼差異、交叉核對結論、通讀大型程式碼庫,同時讓主 Claude Code 或 Codex 工作階段保持精簡。也適合需要輪次與時間預算、模型備援或可續接工作階段的長任務。
- 執行需求
- macOS 或 Linux、Node.js 22.19+,並已安裝 Pi 且登入某個供應商;需全域安裝 npm 套件 pi-durateam 並註冊為 stdio MCP 伺服器。模型呼叫使用你自己的供應商憑證。選用功能透過 PI_DELEGATE_* 環境變數設定。
安裝
在 SourceWeft 中
- 開啟 儀表板中的 Pi Durateam,將其新增到工作區。
- 為需要使用其工具的對話啟用該服務。
Desktop only,透過 STDIO。 STDIO 服務會啟動本機處理程序,因此需要 SourceWeft 桌面主機。
其他 MCP 客戶端
參照 儲存庫 中的啟動說明。
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.
來源:README.md,提交 15a6193
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0版本歷史
1- v0.7.12最新Oct 26, 2026
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