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waggle

bymodiqo· 1 MCP server

Stars

860

Forks

110

Category

AI Agents & MCP

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TL;DR

Attributed, resolvable artifact references for agent handoffs — a ~30-byte token instead of pasted context. MCP-native; the reference layer for the agent-harness world.

How to install waggle?

modiqo/waggle
$git clone https://github.com/modiqo/waggle

Installs into the current project.

›Prefer a prompt? Paste this to your agent

Install & use

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

Files · 1

View on GitHub
README.md
1<h1 align="center">
2 <img src="docs/assets/logo.svg" width="52" alt="the waggle mark: a figure-eight dance with the waggle run as an arrow" align="center"> waggle
3</h1>
4 
5<p align="center">
6 <strong>Not a path. Not a URL. A handoff that answers back.</strong>
7</p>
8 
9<p align="center">
10 Locations are dumb — no per-agent shaping, no receipts, no way to fix them
11 once sent. waggle's 30-byte <strong>token</strong> resolves into each
12 agent's own view, <strong>counts every read</strong>, and propagates a
13 correction to every holder. A path can't do that; a URL needs a server;
14 this needs neither.
15</p>
16 
17<a href="https://trendshift.io/repositories/82635?utm_source=trendshift-badge&amp;utm_medium=badge&amp;utm_campaign=badge-trendshift-82635" target="_blank" rel="noopener noreferrer"><img src="https://trendshift.io/api/badge/trendshift/repositories/82635/weekly?language=Rust" alt="modiqo%2Fwaggle | Trendshift" width="250" height="55"/></a>
18 
19<a href="https://trendshift.io/repositories/82635?utm_source=trendshift-badge&amp;utm_medium=badge&amp;utm_campaign=badge-trendshift-82635" target="_blank" rel="noopener noreferrer"><img src="https://trendshift.io/api/badge/trendshift/repositories/82635/daily?language=Rust" alt="modiqo%2Fwaggle | Trendshift" width="250" height="55"/></a>
20 
21 
22 
23<p align="center">
24 <a href="#the-problem">The problem</a> ·
25 <a href="#how-it-works">How it works</a> ·
26 <a href="#install">Install</a> ·
27 <a href="#wire-it-into-your-harness">Harness setup</a> ·
28 <a href="#by-file-type">By file type</a> ·
29 <a href="#reach-local--machines--the-edge">Reach</a> ·
30 <a href="#the-tmux-switchboard">Switchboard</a> ·
31 <a href="docs/design/essay.md">The essay</a> ·
32 <a href="paper/">The paper</a>
33</p>
34 
35<p align="center">
36 <img src="docs/assets/hero.svg" alt="The handoff, before and after: pasting the whole artifact to every subagent, versus handing off a 30-byte token that each consumer resolves into its own projection" width="940">
37</p>
38 
39## The problem
40 
41We are entering the world of agent harnesses: Claude Code orchestrators
42fanning out subagents, Codex sessions delegating in parallel, cross-vendor
43agents discovering each other over open protocols. And every one of these
44handoffs, today, works the same way: **forward the context and hope.**
45 
46The costs are measured, not hypothetical. Multi-agent systems consume ~15×
47the tokens of a chat session — the overhead attributed by the vendor itself
48to *"duplicating context across agents… and summarizing results for
49handoffs,"* whose one-line summary is **"each handoff loses context."**
50Roughly 37% of multi-agent failures trace to exactly this seam.
51 
52Waggle's competitor is not another protocol. It is
53`"Here's /tmp/analysis.md. Use it."` — and that instinct is *correct*: a
54path is a 30-byte reference, which is exactly the right size for a handoff.
55But a raw path has **no attribution** (who made this, from what), **no
56adaptation** (the small-context model gets the same 9,000 tokens as the
57frontier model), **no lifecycle** (a stale path silently serves wrong data
58forever), **no telemetry** (which subagent actually read its input? which
59stalled?), and **no reach** (it dies at the machine boundary).
60 
61<p align="center">
62 <img src="docs/assets/context.svg" alt="Three context windows compared: a full handoff fills the window with the artifact again; a raw path is cheap but blind; a waggle token stays small and pulls back only budgeted slices through resolve, search, and read" width="940">
63</p>
64 
65Only the *string* enters the consumer's context — the artifact behind it
66never travels unless something fetches it. Waggle standardizes that third
67pattern and enforces its one hard rule **by type**: the token travels; the
68artifact never auto-expands; `resolve`, `read`, and `search` return only the
69projection or slice the consumer asked for, under byte budgets. Cheap like a
70path — but the reference answers back.
71 
72## "But my subagents share a filesystem — that's already share-by-reference"
73 
74It is,

Preview

modiqo/wagglemodiqo/waggle
Repomodiqo/waggle
TypeMCP Servers
CategoryAI Agents & MCP
UpdatedJul 2026
LicenseApache-2.0
First seenJul 27, 2026

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MCP

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