MCPInstall

swarm

Dispatch explicit disjoint packets exactly once through a caller-selected executor. Triggers: "swarm", "dispatch disjoint packets", "parallel explicit tasks".

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1.5K
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Install

Works with every agent the skills CLI supports.

npx skills add https://github.com/boshu2/agentops --skill swarm
  1. 01

    Install

    Run the command in your project. The CLI asks which agents to install for.

  2. 02

    Describe the task

    Ask your agent for something this skill covers. It loads swarm automatically when relevant.

  3. 03

    Review the result

    The agent follows the SKILL.md steps, scripts and references bundled with the skill.

SKILL.md

The instructions your agent reads when the skill is triggered.

Swarm

Swarm exposes one optional factory port:

dispatch_once(explicit_disjoint_packets, executor)
  -> per-packet candidate | evidence | error

The caller supplies every complete packet, proves their write scopes disjoint, and chooses the executor. Swarm dispatches each packet once, preserves packet and context identities, collects results, and stops.

Write scopes must be workspace-relative and canonical — symlink-resolved and already normalized. The disjointness check is lexical: it case-folds prefixes so scopes differing only by case are treated as a collision (safe on case-insensitive filesystems), but it cannot see a symlink that aliases two scopes onto one target. Supplying non-canonical or symlinked scopes forfeits the disjointness guarantee; a non-empty write_scope.exclude is rejected, not silently ignored, because the proof cannot honor it.

Exactly-once dispatch over proven-disjoint scopes is why parallel failures stay independent: no packet can observe, block, or corrupt another, so N packets yield N factual results about N experiments rather than one tangle. Those results are not semantic verdicts.

Named failure mode — partial-batch launch: dispatching valid packets before discovering an invalid one, leaving the batch half-run; validate the entire batch before the first call.

Anti-pattern: re-dispatching a packet whose executor returned an error. Corrective: return the error as that packet's factual result; retry is the caller's decision, not the dispatcher's.

The developer-only reference implementation is scripts/dispatch_once.py. Repository tests exercise this module; the supported native installed path follows this skill through the caller-selected executor and does not invoke Python. It validates the entire explicit batch before the first call, invokes the supplied executor exactly once for each packet, and returns executor exceptions as factual per-packet errors.

Swarm's own effect is invoking the selected executor once per packet; the real blast radius rides on the packets. Each packet's transitive effects — whatever its executor writes, runs, or reaches — are the caller's to declare on the packet, not Swarm's to bound.

Swarm does not select work, create packets, schedule from a backlog, persist a queue, claim ownership, retry, validate, integrate, close, use Git, or deliver. Executor failures remain executor evidence and cannot become core phase or verdict state. The adapter cannot select AgentOps semantics, issue a binding verdict, or turn factory completion into delivery or validation proof.

FAQ

What does the swarm skill do?

Dispatch explicit disjoint packets exactly once through a caller-selected executor. Triggers: "swarm", "dispatch disjoint packets", "parallel explicit tasks".

How do I install swarm?

Run npx skills add https://github.com/boshu2/agentops --skill swarm in your project. The skills CLI detects the agents you use and copies the skill into the right folder. For Claude Code you can also place the skill folder at ~/.claude/skills/swarm/ (personal) or .claude/skills/swarm/ (project).

Which AI agents can use swarm?

Any agent that supports the open Agent Skills format (a folder with a SKILL.md file), including Claude Code, Codex, Cursor, GitHub Copilot, Gemini CLI, Windsurf, Cline, OpenCode and more.

Is swarm safe to install?

No partner security audit is available yet. Skills can run commands and scripts, so read the SKILL.md and any bundled files before installing.

Who maintains swarm?

It is published by boshu2 in boshu2/agentops. It has 1,482 recorded installs.

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