swarms SKILL.md skillA

swarms from kyegomez/swarms is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add kyegomez/swarms/swarms@git:20260925.7a22d86

Pins git:20260925.7a22d86 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
kyegomez/swarms
Path
SKILL.md
Versions recorded
3
Latest version
git:20260925.7a22d86, committed Sep 25, 2026
First version recorded
Aug 23, 2026
Size
22,197 bytes
Repository stars
7,284
License
Apache-2.0

Build agents and multi-agent systems with the Swarms framework — the Agent class, tools, autonomous loops, memory, and the 15+ multi-agent architectures (SequentialWorkflow, ConcurrentWorkflow, GraphWorkflow, HierarchicalSwarm, SwarmRouter, and more). Use whenever writing, reviewing, or debugging code that imports `swarms`.

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

# Swarms

Swarms is a multi-agent orchestration framework. Everything is built from one primitive — `Agent` — which multi-agent structures compose. This document is verified against **swarms v14.0.0**.

## Golden rules

1. **Import from the top level**: `from swarms import Agent`, never `from swarms.structs.agent import Agent`. The one common exception is `PlannerWorkerSwarm` (see below).
2. **Every agent needs a unique `agent_name`** — memory files and swarm routing key on it.
3. **Default to `max_loops=1`.** Use a specific integer for production. Use `"auto"` only for genuinely open-ended work.
4. **Pass `tools=None`, not `tools=[]`.** An empty list breaks schema generation.
5. **Check `examples/`** — 586 runnable examples live there. One is probably close to what you need.
6. **Never set `streaming_on=True` and `streaming_callback` together.** Pick one.

## Setup

```bash
pip install -U swarms
```

Set the key for whichever provider you use — any [LiteLLM](https://docs.litellm.ai/docs/providers) model string works:

```bash
export OPENAI_API_KEY="sk-..."
export ANTHROPIC_API_KEY="sk-ant-..."
export GROQ_API_KEY="..."
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add kyegomez/swarms/swarms@sha256:c4b691dc75c8bbd4

The line at the top of this page pins the label git:20260925.7a22d86, 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_mnfi25z3rgjmgel7.svg)](https://markdownregistry.com/a/art_mnfi25z3rgjmgel7)

5 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 3 versions of this file, between Aug 23, 2026 and Sep 25, 2026, about one every 17 days.

versioncommittedcommitsizeaudit
git:20260925.7a22d86 latest2026-09-25 7a22d86 22,197 BA view · diff
git:20260904.072e6d52026-09-04 072e6d5 22,206 BA view · diff
git:20260823.07f3bd32026-08-23 07f3bd3 22,210 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (22197 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

Source

GitHub

kyegomez/swarms · 7,284 stars · license Apache-2.0 · pushed 2026-10-20 · branch master

API

GET https://markdownregistry.com/api/v1/artifacts/art_mnfi25z3rgjmgel7
GET https://markdownregistry.com/api/v1/resolve?ref=kyegomez/swarms/swarms
GET https://markdownregistry.com/api/v1/blob/c4b691dc75c8bbd45a204b452eaa49656fcc788af8412a5e6412986074b6082e

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.

More from kyegomez/swarms

CLAUDE.md CLAUDE.md file
kyegomez/swarms · CLAUDE.md
git:20261014.4ca5fc2 · audit A · 7,284 stars
code-review SKILL.md skill
kyegomez/swarms · examples/single_agent/capabilities/skills/code-review/SKILL.md · Perform comprehensive code reviews focusing on best practices, security vulnerabilities, performance optimization, and…
git:20260707.2e41657 · audit A · 7,284 stars
data-visualization SKILL.md skill
kyegomez/swarms · examples/single_agent/capabilities/skills/data-visualization/SKILL.md · Create effective data visualizations using best practices for clarity, accuracy, and visual communication of insights
git:20260707.2e41657 · audit A · 7,284 stars
financial-analysis SKILL.md skill
kyegomez/swarms · examples/single_agent/capabilities/skills/financial-analysis/SKILL.md · Perform comprehensive financial analysis including DCF modeling, ratio analysis, and financial statement evaluation for…
git:20260707.2e41657 · audit A · 7,284 stars
commit-messages SKILL.md skill
kyegomez/swarms · examples/single_agent/capabilities/skills/multiple_skill_dirs/my_skills/commit-messages/SKILL.md · Write git commit messages and pull request titles in the WARP format used by the swarms repo
git:20261001.03c1706 · audit A · 7,284 stars
code-review SKILL.md skill
kyegomez/swarms · examples/single_agent/capabilities/skills/multiple_skill_dirs/team_skills/code-review/SKILL.md · Review Python code for bugs, missing tests and security issues using the team's shared standards
git:20261001.03c1706 · audit A · 7,284 stars

Every file in kyegomez/swarms

Browse by kind, by grade A, or by owner.