Agent Swarm is a self-hosted operating system for coordinating AI agents as a company-wide workforce. A lead agent assigns work to workers running in isolated containers, while shared memory, tools, schedules, workflows, and review gates preserve and manage that work. The catalogue entries provide agents, commands, skills, hooks, and other extensions for operating the system.
Borrowing it
Nothing to install: this file belongs to desplega-ai/agent-swarm. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/desplega-ai/agent-swarm/main/.claude/agents/semble-search.mdgit clone --depth 1 https://github.com/desplega-ai/agent-swarmWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/agents/desplega-ai/agent-swarm/semble-search)<a href="https://agentmods.dev/agents/desplega-ai/agent-swarm/semble-search"><img src="https://agentmods.dev/badge/agents/desplega-ai/agent-swarm/semble-search/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/agents/desplega-ai/agent-swarm/semble-search"><img src="https://agentmods.dev/badge/agents/desplega-ai/agent-swarm/semble-search.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00047 | $0.00294 |
| Opus 5.5 | $0.00019 | $0.00118 |
| Sonnet 5.5 | $0.00009 | $0.00059 |
| Haiku 4.5 | $0.00005 | $0.00029 |
Grade A, and why
semble-search scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2mo ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
Copies of this mod
1 near-identical copy found in the catalogue:
- semble-search — 100% identical, 0 lines differ
What it actually says
Use semble search to find code by describing what it does or naming a symbol/identifier, instead of grep:
semble search "authentication flow" ./my-project
semble search "save_pretrained" ./my-project
semble search "save model to disk" ./my-project --top-k 10
Use semble find-related to discover code similar to a known location (pass file_path and line from a prior search result):
semble find-related src/auth.py 42 ./my-project
path defaults to the current directory when omitted; git URLs are accepted.
If semble is not on $PATH, use uvx --from "semble[mcp]" semble in its place.
Workflow
- Start with
semble searchto find relevant chunks. - Inspect full files only when the returned chunk is not enough context.
- Optionally use
semble find-relatedwith a promising result'sfile_pathandlineto discover related implementations. - Use grep only when you need exhaustive literal matches or quick confirmation of an exact string.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 2mo ago First seen · 31 lines · 47 tokens per session scan A 0edea5ff2344
semble-search is an agent published in the GitHub repository desplega-ai/agent-swarm (1,012 stars, last pushed today), licensed MIT. It adds 47 tokens to every session and 294 once invoked, about $0.0002 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
semble-search compared with agents from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| semble-searchdesplega-ai/agent-swarm | Agent | 1.0k | today | MIT | A | 47 | Claude Code |
| rlm-json-analyzerzircote-plugins/claude-team-orchestration | Agent | 15 | 2mo ago | MIT | A | 42 | Claude Code |
| rlm-synthesizerzircote-plugins/claude-team-orchestration | Agent | 15 | 2mo ago | MIT | A | 33 | Claude Code |
| rlm-chunk-analyzerzircote-plugins/claude-team-orchestration | Agent | 15 | 2mo ago | MIT | A | 43 | Claude Code |
| rlm-code-analyzerzircote-plugins/claude-team-orchestration | Agent | 15 | 2mo ago | MIT | A | 39 | Claude Code |
| rlm-data-analyzerzircote-plugins/claude-team-orchestration | Agent | 15 | 2mo ago | MIT | A | 44 | Claude Code |
| docs-specialistZaxbyHub/opencode-swarm | Agent | 518 | today | MIT | A | 34 | Claude Code |