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…/deeplethe/forkd
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deeplethe avatar

forkd

bydeeplethe· 1 MCP server

Stars

2.7k

Forks

212

Category

AI Agents & MCP

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TL;DR

Fork() for AI agent microVMs. Spawn 100 children in ~100ms from a warm parent; BRANCH a live VM in ~150ms. KVM-isolated, snapshot CoW.

How to install forkd?

deeplethe/forkd
$git clone https://github.com/deeplethe/forkd

Installs into the current project.

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Install & use

Install forkd by running `git clone https://github.com/deeplethe/forkd`, then use it for the current task and follow its documentation at https://github.com/deeplethe/forkd.

Files · 1

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README.md
1<br/>
2 
3<div align="center">
4 <picture>
5 <source media="(prefers-color-scheme: dark)" srcset="docs/logo-dark.svg">
6 <img alt="forkd" src="docs/logo.svg" width="220">
7 </picture>
8</div>
9 
10<br/>
11<br/>
12 
13<p align="center">
14 <a href="https://github.com/deeplethe/forkd/actions"><img alt="CI" src="https://img.shields.io/github/actions/workflow/status/deeplethe/forkd/ci.yml?branch=main&style=flat-square&label=ci"></a>
15 <a href="https://github.com/deeplethe/forkd/releases"><img alt="Release" src="https://img.shields.io/github/v/release/deeplethe/forkd?style=flat-square&color=4c956c"></a>
16 <a href="https://pypi.org/project/forkd/"><img alt="PyPI" src="https://img.shields.io/pypi/v/forkd?style=flat-square&color=3776ab&logo=pypi&logoColor=white"></a>
17 <a href="./LICENSE"><img alt="License" src="https://img.shields.io/badge/license-Apache--2.0-blue?style=flat-square"></a>
18 <a href="./README-zh.md"><img alt="中文 README" src="https://img.shields.io/badge/README-%E4%B8%AD%E6%96%87-red?style=flat-square"></a>
19 <a href="https://github.com/deeplethe/forkd/stargazers"><img alt="Stars" src="https://img.shields.io/github/stars/deeplethe/forkd?style=flat-square&color=eab308&logo=github"></a>
20</p>
21 
22<br/>
23 
24## Fork 100 microVMs in 101 ms. BRANCH a live VM in 56 ms (v0.4 live mode).
25 
26<div align="center">
27 <img alt="forkd: pull a portable snapshot from the hub, then fork 100 microVMs" src="docs/assets/quickstart-fork-100.gif" width="760">
28 <br/>
29 <em>Unedited: `forkd pull` a portable snapshot, then fork 100 microVMs — 100/100 alive, ~200&nbsp;ms wall-clock. <a href="docs/assets/quickstart-fork-100.cast">asciicast</a>. (First pull also fetches the rootfs sidecar once; cached here.)</em>
30</div>
31 
32<br/>
33 
34A microVM sandbox runtime for **AI agent fan-out**. Children fork
35from a warmed parent snapshot, inheriting its address space
36copy-on-write instead of cold-booting their own kernel.
37 
38forkd is built on Firecracker. The parent VM boots once, imports
39your runtime (Python + your dependencies, a JIT-warmed JVM, an
40already-loaded ML model) and is paused to disk. Each child is a
41separate Firecracker process that `mmap`s the parent's memory image
42with `MAP_PRIVATE`; the kernel implements copy-on-write at the page
43level, so children share the parent's resident memory until they
44diverge.
45 
46The result is two properties at once: per-child KVM isolation, and a
47spawn cost that's closer to `fork(2)` than to a cold-boot VM.
48 
49forkd also supports **BRANCH**: pause a running sandbox, snapshot its
50in-flight state, and resume — all in ~150 ms — so an agent can fork
51mid-thought, not only at warm-up. v0.3.4 fixed a slow-path regression
52where repeated BRANCHes on the same parent ballooned from 150 ms to
532.7 s ([#146](https://github.com/deeplethe/forkd/issues/146)); the
54chain now stays flat (17.6× faster on the 6th consecutive BRANCH).
55 
56**v0.4 live BRANCH** collapses the source-pause window from ~200 ms
57(Diff) to **56 ms p50 / 64 ms p90** on a 1.5 GiB source — measured
58on a real BRANCH workload, [`bench/live-fork-pause-window/RESULTS-v0.4.md`](./bench/live-fork-pause-window/RESULTS-v0.4.md).
59**3.6× faster pause** vs v0.3 Diff at p50, and the gap *widens* on
60slower storage because Live's pause is disk-independent (memory
61copy runs after resume, not during). With `wait: false` the caller
62returns in ~70 ms while the background copy completes asynchronously
63— a **200×** RT improvement for fire-and-forget BRANCH from agent
64code. Pass `--live` / `--no-wait` on the CLI, `mode: "live"` /
65`wait: false` on REST, or the same on the Python / TypeScript / MCP
66SDKs.
67 
68```python
69from forkd import Controller
70c = Controller()
71# Source must boot with live_fork=True (memfd-backed RAM, the prereq
72# for UFFD_WP to see writes from the running parent).
73parent = c.spawn_sandboxes("pyagent", n=1, live_fork=True)[0]
74# ... drive parent ... then BRANCH live + fire-and-forget:
75branch = c.branch_sandbox(parent["id"], mode="live", wait=False)
76# Returns after ~10 ms with status="writing"; poll list_sna

Preview

deeplethe/forkddeeplethe/forkd
Repodeeplethe/forkd
TypeMCP Servers
CategoryAI Agents & MCP
UpdatedJul 2026
LicenseApache-2.0
First seenJul 27, 2026

Tags

MCP

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