Kubernetes Network Root Cause Analysis
kubeshark/kubeshark
Investigates past Kubernetes incidents from Kubeshark traffic snapshots: takes captures, dissects API calls, extracts PCAPs and compares traffic over time.
Stream live swarm events using the Monitor tool for real-time observability
$ npx skills add ruvnet/ruflo --skill monitor-stream -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install ruvnet/ruflo monitor-stream --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/ruvnet/ruflo.git skills-src && mkdir -p .claude/skills && cp -r skills-src/plugins/ruflo-swarm/skills/monitor-stream .claude/skills/monitor-stream && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "monitor-stream" agent skill from https://github.com/ruvnet/ruflo/tree/main/plugins/ruflo-swarm/skills/monitor-stream into .claude/skills/monitor-stream/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "monitor-stream", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/ruvnet/ruflo/tree/main/plugins/ruflo-swarm/skills/monitor-streamType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add ruvnet/ruflo --skill monitor-stream -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install ruvnet/ruflo monitor-stream --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ruvnet/ruflo.git skills-src && mkdir -p .agents/skills && cp -r skills-src/plugins/ruflo-swarm/skills/monitor-stream .agents/skills/monitor-stream && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "monitor-stream" agent skill from https://github.com/ruvnet/ruflo/tree/main/plugins/ruflo-swarm/skills/monitor-stream into .agents/skills/monitor-stream/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "monitor-stream", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add ruvnet/ruflo --skill monitor-stream -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install ruvnet/ruflo monitor-stream --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ruvnet/ruflo.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/plugins/ruflo-swarm/skills/monitor-stream .cursor/skills/monitor-stream && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "monitor-stream" agent skill from https://github.com/ruvnet/ruflo/tree/main/plugins/ruflo-swarm/skills/monitor-stream into .cursor/skills/monitor-stream/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "monitor-stream", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/ruvnet/ruflo.git --path plugins/ruflo-swarm/skills/monitor-stream--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add ruvnet/ruflo --skill monitor-stream -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install ruvnet/ruflo monitor-stream --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ruvnet/ruflo.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/plugins/ruflo-swarm/skills/monitor-stream .gemini/skills/monitor-stream && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "monitor-stream" agent skill from https://github.com/ruvnet/ruflo/tree/main/plugins/ruflo-swarm/skills/monitor-stream into .gemini/skills/monitor-stream/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "monitor-stream", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install ruvnet/ruflo monitor-streamInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add ruvnet/ruflo --skill monitor-stream -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/ruvnet/ruflo.git skills-src && mkdir -p .github/skills && cp -r skills-src/plugins/ruflo-swarm/skills/monitor-stream .github/skills/monitor-stream && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "monitor-stream" agent skill from https://github.com/ruvnet/ruflo/tree/main/plugins/ruflo-swarm/skills/monitor-stream into .github/skills/monitor-stream/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "monitor-stream", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add ruvnet/ruflo --skill monitor-stream -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install ruvnet/ruflo monitor-stream --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ruvnet/ruflo.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/plugins/ruflo-swarm/skills/monitor-stream .opencode/skills/monitor-stream && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "monitor-stream" agent skill from https://github.com/ruvnet/ruflo/tree/main/plugins/ruflo-swarm/skills/monitor-stream into .opencode/skills/monitor-stream/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "monitor-stream", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
monitor-streamStream live swarm events using the Monitor tool for real-time observability
Monitor Stream is an agent skill from ruvnet/ruflo. Stream live swarm events using the Monitor tool for real-time observability
Its SKILL.md is about 190 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in DevOps & Cloud, covering Observability. It works with Model Context Protocol. The repository describes itself as: 🌊 The original agent harness. Deploy intelligent multi-player swarms, coordinate autonomous workflows, and build conversational AI systems. Features adaptive memory…. The licence is MIT.
Read from SKILL.md and the folder at commit de590e1. It shows what the files ask for, not the result of running them.
Pre-approves these tools, so the agent can use them without asking each time:
Bash(npx *)mcp__plugin_ruflo-core_ruflo__swarm_statusmcp__plugin_ruflo-core_ruflo__swarm_healthMonitorFrom allowed-tools in the SKILL.md frontmatter.
Shell commands in SKILL.md call:
npxFrom the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md. Its commands use npx, which can reach the network depending on how they are called.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Monitor Stream loads about 188 tokens when it runs. Until then it costs about 23 tokens; SKILL.md has 63 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from ruvnet/ruflo at commit de590e1, republished under its MIT licence (© ruvnet). 63 words, ~188 tokens.
.claude/skills/monitor-stream/SKILL.md (or your agent's skills folder).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__plugin_ruflo-core_ruflo__swarm_status or mcp__plugin_ruflo-core_ruflo__swarm_health.
Prefer Monitor over polling swarm status in a loop. See ADR-091 for rationale.
© ruvnet, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in plugins/ruflo-swarm/skills/monitor-stream of ruvnet/ruflo.
Open the folder on GitHubat commit de590e1
Monitor Stream next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Monitor Stream this skillruvnet/ruflo | 74k | — | ~188 | Automated safety check: Pass | MIT | |
| Kubernetes Network Root Cause Analysiskubeshark/kubeshark | 12k | — | ~5.3k | Automated safety check: Pass | Apache-2.0 | |
| UModel Root Cause Analysisalibaba/UnifiedModel | 412 | — | ~1.9k | Automated safety check: Pass | Custom licence | |
| AWS Agentic AIzxkane/aws-skills | 367 | 1 repos | ~2.5k | Automated safety check: Pass | MIT | |
| Observability Triageevery-app/open-seo | 23k | — | ~1.7k | Automated safety check: Pass | MIT | |
| Agentmeasureroy-tong/AgentMeasure | 218 | — | ~753 | Automated safety check: Pass | MIT |
kubeshark/kubeshark
Investigates past Kubernetes incidents from Kubeshark traffic snapshots: takes captures, dissects API calls, extracts PCAPs and compares traffic over time.
alibaba/UnifiedModel
Investigates a service incident to its root cause by querying a UModel object graph alongside metrics, logs, topology and recent deployments.
zxkane/aws-skills
AWS Bedrock AgentCore comprehensive expert for deploying and managing AI agents at scale.
every-app/open-seo
Triage OpenSEO production errors in Cloudflare Workers Observability — verified query recipes, counting gotchas, and a known-noise filter list applied automatically.
roy-tong/AgentMeasure
Check whether agent telemetry preserves measurement semantics.
getsentry/toolkit
Review code for correct logging and error handling patterns.
ruvnet/ruflo
Stores, searches, and retrieves successful patterns with HNSW-indexed semantic search so agents can reuse past solutions instead of relearning them.
ruvnet/ruflo
Runs claude-flow CLI security scans for input validation, path traversal, SQL injection, XSS, hardcoded secrets and known CVEs, and writes an audit report.
ruvnet/ruflo
Applies the SPARC method (specification, pseudocode, architecture, refinement, completion) with 17 specialized modes and multi-agent orchestration, from research to deployment.
ruvnet/ruflo
Coordinates a hierarchical swarm of specialized agents through the claude-flow CLI for work that spans several files or modules at once.
ruvnet/ruflo
Sets up and drives Ruflo, an npm-installed orchestration layer for multi-agent swarms, persistent memory, routing, hooks and its MCP tool catalog.
ruvnet/ruflo
Reference for spawning, listing, monitoring and stopping agents with claude-flow commands, with agent type families, routing codes and coordination tips.
Works with
Categories
Stream live swarm events using the Monitor tool for real-time observability. Monitor Stream is an agent skill from ruvnet/ruflo.
Monitor Stream fits situations like: tasks that involve Observability.
Run `npx skills add ruvnet/ruflo --skill monitor-stream -a claude-code`. Or copy the skill folder (plugins/ruflo-swarm/skills/monitor-stream in ruvnet/ruflo) into .claude/skills/monitor-stream in your project. Claude Code loads it when a task matches its description.
Run `npx skills add ruvnet/ruflo --skill monitor-stream -a codex`. Or copy the skill folder (plugins/ruflo-swarm/skills/monitor-stream in ruvnet/ruflo) into .agents/skills/monitor-stream in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add ruvnet/ruflo --skill monitor-stream -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/monitor-stream, .gemini/skills/monitor-stream, .github/skills/monitor-stream and .opencode/skills/monitor-stream in your project.
Going by SKILL.md and its folder, Monitor Stream needs the command-line tools its instructions call (npx). Our summary lists: Node.js. Its frontmatter pre-approves these tools: Bash(npx *), mcp__plugin_ruflo-core_ruflo__swarm_status, mcp__plugin_ruflo-core_ruflo__swarm_health, Monitor.
SKILL.md contains no URLs. Its commands use npx, which can reach the network depending on how they are called. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
Monitor Stream is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 188 tokens (SKILL.md is roughly 752 characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Monitor Stream: Kubernetes Network Root Cause Analysis (kubeshark/kubeshark, 12k stars), UModel Root Cause Analysis (alibaba/UnifiedModel, 412 stars), AWS Agentic AI (zxkane/aws-skills, 367 stars) and Observability Triage (every-app/open-seo, 23k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
ruvnet (a GitHub user) maintains it in ruvnet/ruflo, which has 74,012 GitHub stars. The repository holds 264 skills in this directory. The repository was last updated on October 7, 2026.
Source: ruvnet/ruflo on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.