swarms
Copilot instructions7.3k starsChanged 2 years agoApache-2.0View on GitHub
This repository is Swarms, a multi-agent orchestration framework for Python.
We split this copilot-instructions.md into the rules it gives an agent
3 rules. About 0 are common, 0 are distinctive, and 3 are very specific to this project.
≈0
Common · estimate
Many files like this have a rule of this kind.
≈0
Distinctive · estimate
This author's own choices. Worth a look.
3
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Very specific: line 5
Read AGENTS.md for the quickstart and rules, and CLAUDE.md for the full guide to Agent and every multi-agent structure.
- Very specific: line 6
Import from the top level: from swarms import Agent.
- Very specific: line 8
Commit and PR titles use [TYPE][Function/FileName][Short description].
≈ “Common” is an estimate: at least 1 in 5 of the 3,669 Copilot instructions files we read have a rule of the same kind, not the same words. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
Copilot instructions
This repository is Swarms, a multi-agent orchestration framework for Python.
- Read
AGENTS.mdfor the quickstart and rules, andCLAUDE.mdfor the full guide toAgentand every multi-agent structure. - Import from the top level:
from swarms import Agent. - For current APIs, use the docs MCP server at
https://docs.swarms.world/mcpor the plain-text docs at https://docs.swarms.world/llms.txt. - Commit and PR titles use
[TYPE][Function/FileName][Short description]. Format withblack --line-length 70.
Trending
More talk lately.about the whole repository
Who's talking about kyegomez/swarms
- @github-trending.bsky.social“📦 kyegomez / swarms ⭐ 2,288 (+63) 🗒 Python The Enterprise-Grade Production-Ready Multi-Agent …”Bluesky · Jan 4, 2025 · 5 likes
- A Hacker News story“Swarms – Automating all digital activities with millions of autonomous AI Agents”Hacker News · Jul 10, 2023 · 2 points
- @tom-doerr.bsky.social“https://github.com/kyegomez/swarms”Bluesky · Sep 4, 2025 · 1 likes
- Shubhamsaboo/awesome-llm-apps“[FEAT][Add Swarms Framework]”GitHub · Jul 15, 2025 · 1 reactions
- @pythonhub.dev“kyegomez / swarms The Enterprise-Grade Production-Ready Multi-Agent Orchestration Framework Join our …”Bluesky · Jan 30, 2025 · 1 likes
The biggest 5 of 56 mentions linking to the repository that our crawl found. Each line is their own headline.
See all 56
Talked about on GitHub, Bluesky and Hacker News (56 times).
On GitHub · 50
- Jul 15, 2025[FEAT][Add Swarms Framework] — Shubhamsaboo/awesome-llm-apps1 reaction · 1 comment
- Oct 21, 2024Implement agent-based system — rhettlunn/is-odd-ai1 reaction
- Oct 30, 2026[DOCS][fallback_models][Note that unset max_tokens and context_length follow each fallback model] — The-Swarm-Corporation/swarms-framework-docs0 reactions
- Oct 30, 2026[DOCS][cli/commands][swarms init keeps an existing .env instead of overwriting it] — The-Swarm-Corporation/swarms-framework-docs0 reactions
- Oct 30, 2026agent-skills.github.kyegomez.swarms: 6.8.1-unstable-2026-10-29 → 6.8.1-unstable-2026-10-30 — sudosubin/agents.nix0 reactions
45 more on GitHub
- Oct 30, 2026[DOCS][LiteLLM][Document removed audio inputs and helper migration] — The-Swarm-Corporation/swarms-framework-docs0 reactions
- Oct 30, 2026[DOCS][Conversation][Document direct helper replacements] — The-Swarm-Corporation/swarms-framework-docs0 reactions
- Oct 30, 2026[DOCS][Agent.bulk_run][Remove the bulk_run reference and keep run_batched] — The-Swarm-Corporation/swarms-framework-docs0 reactions
- Oct 30, 2026agent-skills.github.kyegomez.swarms: d715975 → c15bf31 — sudosubin/agents.nix0 reactions
- Oct 29, 2026agent-skills.github.kyegomez.swarms: 5d62400 → d715975 — sudosubin/agents.nix0 reactions
- Oct 29, 2026agent-skills.github.kyegomez.swarms: 6.8.1-unstable-2026-10-28 → 6.8.1-unstable-2026-10-29 — sudosubin/agents.nix0 reactions
- Oct 28, 2026agent-skills.github.kyegomez.swarms: 141e926 → 0a47c2d — sudosubin/agents.nix0 reactions
- Oct 28, 2026agent-skills.github.kyegomez.swarms: 6.8.1-unstable-2026-10-27 → 6.8.1-unstable-2026-10-28 — sudosubin/agents.nix0 reactions
- Oct 27, 2026[DOCS][ConcurrentWorkflow][Drop the 32-agent thread pool cap] — The-Swarm-Corporation/swarms-framework-docs0 reactions
- Oct 27, 2026agent-skills.github.kyegomez.swarms: 3b84969 → 1424eb8 — sudosubin/agents.nix0 reactions
- Oct 27, 2026[DOCS][create_file_in_folder][Note that names outside the folder raise ValueError] — The-Swarm-Corporation/swarms-framework-docs0 reactions
- Oct 27, 2026agent-skills.github.kyegomez.swarms: 0921c2c → 3b84969 — sudosubin/agents.nix0 reactions
- Oct 27, 2026[DOCS][mock_response][Add offline response-handling guide and examples] — The-Swarm-Corporation/RouteHub0 reactions
- Oct 27, 2026agent-skills.github.kyegomez.swarms: 6.8.1-unstable-2026-10-26 → 6.8.1-unstable-2026-10-27 — sudosubin/agents.nix0 reactions
- Oct 26, 2026agent-skills.github.kyegomez.swarms: cc53e45 → b7233e4 — sudosubin/agents.nix0 reactions
- Oct 26, 2026agent-skills.github.kyegomez.swarms: 6.8.1-unstable-2026-10-25 → 6.8.1-unstable-2026-10-26 — sudosubin/agents.nix0 reactions
- Oct 25, 2026agent-skills.github.kyegomez.swarms: fcca160 → e101985 — sudosubin/agents.nix0 reactions
- Oct 25, 2026agent-skills.github.kyegomez.swarms: b98563e → fcca160 — sudosubin/agents.nix0 reactions
- Oct 25, 2026agent-skills.github.kyegomez.swarms: 6.8.1-unstable-2026-10-24 → 6.8.1-unstable-2026-10-25 — sudosubin/agents.nix0 reactions
- Oct 25, 2026[DOCS][telemetry][Document SWARMS_OTEL_EXPORT_DELAY_MS and the mid-run export] — The-Swarm-Corporation/swarms-framework-docs0 reactions
- Oct 24, 2026[DOCS][RouteHub][Describe RouteHub as the only LLM gateway and drop litellm wording] — The-Swarm-Corporation/swarms-framework-docs0 reactions
- Oct 24, 2026agent-skills.github.kyegomez.swarms: bc2902d → e0de5e5 — sudosubin/agents.nix0 reactions
- Oct 24, 2026agent-skills.github.kyegomez.swarms: 6.8.1-unstable-2026-10-23 → 6.8.1-unstable-2026-10-24 — sudosubin/agents.nix0 reactions
- Oct 24, 2026agent-skills.github.kyegomez.swarms: 29b80ec → ec91f44 — sudosubin/agents.nix0 reactions
- Oct 23, 2026agent-skills.github.kyegomez.swarms: ed863a4 → 29b80ec — sudosubin/agents.nix0 reactions
- Oct 23, 2026agent-skills.github.kyegomez.swarms: 6.8.1-unstable-2026-10-22 → 6.8.1-unstable-2026-10-23 — sudosubin/agents.nix0 reactions
- Oct 22, 2026agent-skills.github.kyegomez.swarms: 6.8.1-unstable-2026-10-21 → 6.8.1-unstable-2026-10-22 — sudosubin/agents.nix0 reactions
- Oct 22, 2026agent-skills.github.kyegomez.swarms: 6967b7d → 846f0e0 — sudosubin/agents.nix0 reactions
- Oct 21, 2026agent-skills.github.kyegomez.swarms: 6.8.1-unstable-2026-10-20 → 6.8.1-unstable-2026-10-21 — sudosubin/agents.nix0 reactions
- Oct 21, 2026agent-skills.github.kyegomez.swarms: cdfa088 → 8ec7948 — sudosubin/agents.nix0 reactions
- Oct 20, 2026agent-skills.github.kyegomez.swarms: 11a5ed8 → cdfa088 — sudosubin/agents.nix0 reactions
- Oct 20, 2026[DOCS][GroupChat][Document max_bidders and the bidding cost of each turn] — The-Swarm-Corporation/swarms-framework-docs0 reactions
- Oct 20, 2026[DOCS][Agent.run][Document the fresh parameter for running a task on a new conversation] — The-Swarm-Corporation/swarms-framework-docs0 reactions
- Oct 20, 2026agent-skills.github.kyegomez.swarms: 6.8.1-unstable-2026-10-19 → 6.8.1-unstable-2026-10-20 — sudosubin/agents.nix0 reactions
- Oct 19, 2026[DOCS][Agent.clone][Document Agent.clone and per-task clones in run_concurrent_tasks] — The-Swarm-Corporation/swarms-framework-docs0 reactions
- Oct 19, 2026[DOCS][Agent.reset][Document that reset starts a fresh conversation instead of leaving the agent unusable] — The-Swarm-Corporation/swarms-framework-docs0 reactions
- Oct 19, 2026agent-skills.github.kyegomez.swarms: 6.8.1-unstable-2026-10-18 → 6.8.1-unstable-2026-10-19 — sudosubin/agents.nix0 reactions
- Oct 19, 2026[DOCS][AgentLoader][Update for the merged loader and AgentConfig schema] — The-Swarm-Corporation/swarms-framework-docs0 reactions
- Oct 19, 2026[DOCS][Agent][Document stopping_token and the preset_stopping_token fix] — The-Swarm-Corporation/swarms-framework-docs0 reactions
- Oct 19, 2026[DOCS][Agent.system_prompt][Document the new default, None and max_loops="auto" behaviour] — The-Swarm-Corporation/swarms-framework-docs0 reactions
- Oct 18, 2026agent-skills.github.kyegomez.swarms: 999cbee → ab1f7a2 — sudosubin/agents.nix0 reactions
- Oct 18, 2026[DOCS][MCPManager][stdio servers need an explicit command; mcp_url is never run] — The-Swarm-Corporation/swarms-framework-docs0 reactions
- Oct 18, 2026agent-skills.github.kyegomez.swarms: c0bacf0 → 999cbee — sudosubin/agents.nix0 reactions
- Oct 18, 2026agent-skills.github.kyegomez.swarms: 6.8.1-unstable-2026-10-17 → 6.8.1-unstable-2026-10-18 — sudosubin/agents.nix0 reactions
- Oct 17, 2026REVIEW — brianconlan2023/swarms0 reactions
On Bluesky · 5
- Jan 4, 2025📦 kyegomez / swarms ⭐ 2,288 (+63) 🗒 Python The Enterprise-Grade Production-Ready Multi-Agent Orchestration Framework Join our Community:… — @github-trending.bsky.social5 likes and reposts
- Sep 4, 2025https://github.com/kyegomez/swarms — @tom-doerr.bsky.social1 likes and repost
- Jan 30, 2025kyegomez / swarms The Enterprise-Grade Production-Ready Multi-Agent Orchestration Framework Join our Community:… — @pythonhub.dev1 likes and repost
- Jan 8, 2025🎉 Celebrating! 🎉 (500+ new stars) 📦 kyegomez / swarms ⭐ 3,648 (+522) 🗒 Python The Enterprise-Grade Production-Ready Multi-Agent… — @github-trending.bsky.social1 likes and repost · 1 reply
- Jan 5, 2025今日のGitHubトレンド kyegomez/swarms このリポジトリは、言語モデル(LLM)を自律エージェントとして連携させ、「群れ(Swarms)」を形成することで、より高度なAIシステムを実現することを目的としています。… — @dailygithubtrends.bsky.social1 likes and repost
On Hacker News · 1
- Jul 10, 2023Swarms – Automating all digital activities with millions of autonomous AI Agents2 points
Where files are headingNew Copilot instructions files have more rules about branches and pull requests, and fewer about code style.
Of the Copilot instructions files we read, the 2,297 first seen in the last six months, against the older ones: the kind of rule that gained most share, and the kind that lost most. About files like this in general, not this one, and an estimate, since a kind is a pattern in the words.
Does it work?
Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.
Reviews can't be read right now.
Your trail
Files you open will collect here, so you can find them again.
Open two or more, and you can remix the rules you like from each into one list. Kept in this browser only.
Now do this for your own.
Bring your CLAUDE.md, AGENTS.md or skills. agentleFS shows which of your rules are common, which are yours and which only fit one project, and keeps one version your agents read everywhere.

