async_multi_agent_coordination SKILL.md skillB
async_multi_agent_coordination from parisneo/lollms_client is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add parisneo/lollms_client/async_multi_agent_coordination@git:20260920.17e6935Pins git:20260920.17e6935 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- B, 16 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- parisneo/lollms_client
- Path
skills/async_multi_agent_coordination/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260920.17e6935, committed Sep 20, 2026
- Size
- 19,422 bytes
- Repository stars
- 13
- License
- Apache-2.0
Patterns and Python implementations for spawning multiple asynchronous worker instances, coordinating them via atomic file boards or local IPC sockets, and aggregating results.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Asynchronous Multi-Instance Spawning & Coordination
When a software engineering task requires processing dozens of files, running test suites in parallel, performing fuzz testing, or executing long-horizon tasks concurrently, running sequentially in a single turn wastes context and time.
This skill teaches how an orchestrating `lollms_code` agent can launch multiple independent background worker instances and coordinate them using **File-Based Task Boards** or **Local IPC Sockets**.
---
## 🏛️ Part 1: Coordination Architecture Patterns
```
┌───────────────────────────┐
│ PRIMARY AGENT / LEADER │
│ (Spawns & Coordinates) │
└─────────────┬─────────────┘
│
┌──────────────────────┴──────────────────────┐
▼ ▼
[Model A: File Task Board] [Model B: Socket IPC Hub]
.lollms_code/coordinator/tasks/ 127.0.0.1:<port> TCP Server
├── pending/ (tasks queued) ├── Events (REGISTER, PROGRESS)
…Read the whole file at its exact version.
How to install
mdr add parisneo/lollms_client/async_multi_agent_coordination@sha256:a09792d1c9119f92The line at the top of this page pins the label git:20260920.17e6935, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_v6x2wukpttplifrs)
0 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Sep 20, 2026.
Audit of the latest version
- fail: Frontmatter declares a name
- pass: Frontmatter block present
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (19422 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Starting a new one? Use a template for SKILL.md on mdpantry, which passes every one of these checks and says what to change in it.
Source
parisneo/lollms_client · 13 stars · license Apache-2.0 · pushed 2026-11-05 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_v6x2wukpttplifrs GET https://markdownregistry.com/api/v1/resolve?ref=parisneo/lollms_client/async_multi_agent_coordination GET https://markdownregistry.com/api/v1/blob/a09792d1c9119f92daaee92f6c4c09a97d87fa820d50cd6ce308fbd66a5d14f5
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.