monitor-stream

monitor-stream is a skill for Claude Code from naimkatiman/continuous-improvement. It costs 16 tokens per session (173 once invoked), scanned A, original, MIT.

A skill for streaming live events from a group of coding agents through a monitoring tool. It reports agent starts, task completions, memory writes, and health checks.

In plain words
What is it for?
It is for observing an active agent swarm in real time and following its progress and health.
Why use it?
It makes ongoing agent work visible without repeatedly polling for updates.

Skill for Claude Code

Written for Claude Code: allowed-tools in frontmatter.

Part of the ruflo-swarm plugin — 2 skills, 1 command, 1 agent shipped together

Good fit It is for observing an active agent swarm in real time and following its progress and health.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/naimkatiman/continuous-improvement/monitor-stream
Install

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.

Any agent
npx skills add naimkatiman/continuous-improvement --skill monitor-stream
Clone the repo
git clone --depth 1 https://github.com/naimkatiman/continuous-improvement

Made for: Claude Code.

Or install ruflo-swarm, the plugin that ships this one along with the rest of its 2 skills, 1 command, 1 agent.

Wrote 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.

agentmods badge for monitor-stream

README.md
[![agentmods](https://agentmods.dev/badge/skills/naimkatiman/continuous-improvement/monitor-stream.svg)](https://agentmods.dev/skills/naimkatiman/continuous-improvement/monitor-stream)
Your own site
<a href="https://agentmods.dev/skills/naimkatiman/continuous-improvement/monitor-stream"><img src="https://agentmods.dev/badge/skills/naimkatiman/continuous-improvement/monitor-stream.svg" alt="Measured on agentmods" height="20"></a>
Per session 16 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 173 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00016 $0.00173
Opus 5 $0.00008 $0.00086
Sonnet 5 $0.00003 $0.00035
Haiku 4.5 $0.00002 $0.00017

Measured 4d ago against content hash a77105cb58f8, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-07, from the pricing page.

Security

Grade A, and why

monitor-stream 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 4d 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.

third-party/ruflo-swarm/skills/monitor-stream/SKILL.md · 16 lines

What it actually says

Use the Monitor tool to stream swarm events in real time instead of polling:

Run via Monitor: npx @claude-flow/cli@latest swarm watch --stream

This streams NDJSON events for agent spawns, task completions, memory writes, and health checks. Each stdout line triggers a notification.

For one-shot status, use MCP: mcp__claude-flow__swarm_status or mcp__claude-flow__swarm_health.

Prefer Monitor over polling swarm status in a loop. See ADR-091 for rationale.

Changes

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.

  1. 4d ago First seen · 16 lines · 16 tokens per session scan A a77105cb58f8

Subscribe to this mod's changes

monitor-stream is a skill published in the GitHub repository naimkatiman/continuous-improvement (7 stars, last pushed yesterday), licensed MIT. It adds 16 tokens to every session and 173 once invoked, about $0.0001 per session on Opus 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 2026-09-03.

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