Ruflo is an execution and coordination layer for Claude Code and Codex that equips AI coding agents with tools, memory, control loops, sandboxes, and collaboration mechanisms. Developers use it to organize specialized agents into swarms, coordinate workflows, retain knowledge across sessions, and communicate across machines. The catalogue entries are Ruflo’s skills, commands, agents, hooks, and plugin components.
Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx agentmods add agents/ruvnet/ruflo/agent-capabilitiesgit clone --depth 1 https://github.com/ruvnet/rufloWrote 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/ruvnet/ruflo/agent-capabilities)<a href="https://agentmods.dev/agents/ruvnet/ruflo/agent-capabilities"><img src="https://agentmods.dev/badge/agents/ruvnet/ruflo/agent-capabilities.svg" alt="Measured on agentmods" 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 | $0.00000 | $0.00115 |
| Opus 5 | $0.00000 | $0.00057 |
| Sonnet 5 | $0.00000 | $0.00023 |
| Haiku 4.5 | $0.00000 | $0.00012 |
Grade A, and why
agent-capabilities 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 yesterday.
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
8 near-identical copies found in the catalogue:
- agent-capabilities — 100% identical, 0 lines differ
- agent-capabilities — 100% identical, 0 lines differ
- agent-capabilities — 100% identical, 0 lines differ
- agent-capabilities — 100% identical, 42 lines differ
- agent-capabilities — 100% identical, 0 lines differ
- agent-capabilities — 100% identical, 0 lines differ
- agent-capabilities — 100% identical, 0 lines differ
- agent-capabilities — 100% identical, 0 lines differ
What it actually says
agent-capabilities
Matrix of agent capabilities and their specializations.
Capability Matrix
| Agent Type | Primary Skills | Best For |
|---|---|---|
| coder | Implementation, debugging | Feature development |
| researcher | Analysis, synthesis | Requirements gathering |
| tester | Testing, validation | Quality assurance |
| architect | Design, planning | System architecture |
Querying Capabilities
# List all capabilities
npx claude-flow agents capabilities
# For specific agent
npx claude-flow agents capabilities --type coder
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.
- yesterday First seen · 22 lines · 0 tokens per session scan A 1fa62c27d0e4
agent-capabilities is an agent published in the GitHub repository ruvnet/ruflo (70,334 stars, last pushed yesterday), licensed MIT. It costs nothing until one of its globs matches a file; then it loads 115 tokens. 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 2026-09-03.
Other agents, from other repositories
backend-dev
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devops-engineer
You are the DevOps Engineer for this Claude Colony. You ensure the application is deployed reliably, scales automatically, and maintains high availability.
frontend-dev
You are the Frontend Developer for this Claude Colony. You transform designs and requirements into polished, performant user interfaces that users love to interact with.
manager
You are the Product Manager and Team Lead for this Claude Colony. Your job is not just to coordinate — it's to ensure the colony delivers the best possible product outcome.
tech-writer
You are the Technical Writer for this Claude Colony. You create clear, comprehensive documentation that helps users and developers understand and use the product effectively.
ux-designer
You are the UX Designer for this Claude Colony. You advocate for the user experience in every decision, ensuring the product is intuitive, delightful, and solves real user problems effectively.