Claude Code Agent Development
anthropics/claude-plugins-official
Explains how to write agents for Claude Code plugins: the markdown file with YAML frontmatter, trigger descriptions, model and color settings, and system prompt design.
Analyze workflow patterns using the Agent Monitor's workflow intelligence API — orchestration DAGs, tool flow transitions, subagent effectiveness, model delegation patterns, error propagation by…
Install Workflow Optimizer
$ npx skills add hoangsonww/Claude-Code-Agent-Monitor --skill workflow-optimizer -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install hoangsonww/Claude-Code-Agent-Monitor workflow-optimizer --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/hoangsonww/Claude-Code-Agent-Monitor.git skills-src && mkdir -p .claude/skills && cp -r skills-src/plugins/ccam-productivity/skills/workflow-optimizer .claude/skills/workflow-optimizer && 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 "workflow-optimizer" agent skill from https://github.com/hoangsonww/Claude-Code-Agent-Monitor/tree/master/plugins/ccam-productivity/skills/workflow-optimizer into .claude/skills/workflow-optimizer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "workflow-optimizer", 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/hoangsonww/Claude-Code-Agent-Monitor/tree/master/plugins/ccam-productivity/skills/workflow-optimizerType 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 hoangsonww/Claude-Code-Agent-Monitor --skill workflow-optimizer -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install hoangsonww/Claude-Code-Agent-Monitor workflow-optimizer --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/hoangsonww/Claude-Code-Agent-Monitor.git skills-src && mkdir -p .agents/skills && cp -r skills-src/plugins/ccam-productivity/skills/workflow-optimizer .agents/skills/workflow-optimizer && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "workflow-optimizer" agent skill from https://github.com/hoangsonww/Claude-Code-Agent-Monitor/tree/master/plugins/ccam-productivity/skills/workflow-optimizer into .agents/skills/workflow-optimizer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "workflow-optimizer", 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 hoangsonww/Claude-Code-Agent-Monitor --skill workflow-optimizer -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install hoangsonww/Claude-Code-Agent-Monitor workflow-optimizer --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/hoangsonww/Claude-Code-Agent-Monitor.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/plugins/ccam-productivity/skills/workflow-optimizer .cursor/skills/workflow-optimizer && 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 "workflow-optimizer" agent skill from https://github.com/hoangsonww/Claude-Code-Agent-Monitor/tree/master/plugins/ccam-productivity/skills/workflow-optimizer into .cursor/skills/workflow-optimizer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "workflow-optimizer", 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/hoangsonww/Claude-Code-Agent-Monitor.git --path plugins/ccam-productivity/skills/workflow-optimizer--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 hoangsonww/Claude-Code-Agent-Monitor --skill workflow-optimizer -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install hoangsonww/Claude-Code-Agent-Monitor workflow-optimizer --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/hoangsonww/Claude-Code-Agent-Monitor.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/plugins/ccam-productivity/skills/workflow-optimizer .gemini/skills/workflow-optimizer && 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 "workflow-optimizer" agent skill from https://github.com/hoangsonww/Claude-Code-Agent-Monitor/tree/master/plugins/ccam-productivity/skills/workflow-optimizer into .gemini/skills/workflow-optimizer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "workflow-optimizer", 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 hoangsonww/Claude-Code-Agent-Monitor workflow-optimizerInstalls 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 hoangsonww/Claude-Code-Agent-Monitor --skill workflow-optimizer -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/hoangsonww/Claude-Code-Agent-Monitor.git skills-src && mkdir -p .github/skills && cp -r skills-src/plugins/ccam-productivity/skills/workflow-optimizer .github/skills/workflow-optimizer && 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 "workflow-optimizer" agent skill from https://github.com/hoangsonww/Claude-Code-Agent-Monitor/tree/master/plugins/ccam-productivity/skills/workflow-optimizer into .github/skills/workflow-optimizer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "workflow-optimizer", 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 hoangsonww/Claude-Code-Agent-Monitor --skill workflow-optimizer -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install hoangsonww/Claude-Code-Agent-Monitor workflow-optimizer --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/hoangsonww/Claude-Code-Agent-Monitor.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/plugins/ccam-productivity/skills/workflow-optimizer .opencode/skills/workflow-optimizer && 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 "workflow-optimizer" agent skill from https://github.com/hoangsonww/Claude-Code-Agent-Monitor/tree/master/plugins/ccam-productivity/skills/workflow-optimizer into .opencode/skills/workflow-optimizer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "workflow-optimizer", 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.
Facts
- Skill name
workflow-optimizer- GitHub stars
- 1.1k
- Used in
- 1 other repo
- Token cost
- ~997 tokens
- SKILL.md length
- 406 words
- Files
- 2
- Skills in repo
- 78
- Repo updated
- First seen
- Licence
- MIT
At a glance
Analyze workflow patterns using the Agent Monitor's workflow intelligence API — orchestration DAGs, tool flow transitions, subagent effectiveness, model delegation patterns, error propagation by…
- Works in 6 steps: Tool Flow Optimization → Subagent Strategy → Model Delegation Analysis → …
- Tasks that involve Subagents
- SKILL.md covers Input, Data Sources, Optimization Analyses and Output
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Workflow Optimizer is an agent skill from hoangsonww/Claude-Code-Agent-Monitor. Analyze workflow patterns using the Agent Monitor's workflow intelligence API — orchestration DAGs, tool flow transitions, subagent effectiveness, model delegation patterns, error propagation by depth, concurrency lanes, compaction impact, and agent co-occurrence. Produces prioritized optimization recommendations with quantified impact.
Its SKILL.md is about 1000 tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files (for example `agents/openai.yaml`).
It sits in Agent Workflows, covering Subagents. The repository describes itself as: 🚀 A real-time monitoring dashboard for Claude Code & Codex, built with SQLite3, Node.js, Express, React, Vite, TailwindCSS, & WebSockets. It tracks sessions, agent activity… The licence is MIT.
When your agent uses it
- Tasks that involve Subagents
Example prompts
- “/workflow-optimizer”
Workflow steps
6 steps, taken from the step headings in SKILL.md.
What it can do on your machine
Read from SKILL.md and the folder at commit e0f4a1a. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Workflow Optimizer loads about 997 tokens when it runs. Until then it costs about 89 tokens; SKILL.md has 406 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.
Safety
Auto-check passed
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.
SKILL.md
The full file from hoangsonww/Claude-Code-Agent-Monitor at commit e0f4a1a, republished under its MIT licence (© hoangsonww). 406 words, ~997 tokens.
Download SKILL.mdSave it as
.claude/skills/workflow-optimizer/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.- name
- workflow-optimizer
- description
- Analyze workflow patterns using the Agent Monitor's workflow intelligence API — orchestration DAGs, tool flow transitions, subagent effectiveness, model delegation patterns, error propagation by depth, concurrency lanes, compaction impact, and agent co-occurrence. Produces prioritized optimization recommendations with quantified impact.
Workflow Optimizer
Analyze Claude Code workflows using the Agent Monitor's workflow intelligence engine.
Input
The user provides: $ARGUMENTS
Options: "analyze", a session ID for single-session analysis, or a focus: "tools", "subagents", "cost", "errors".
Data Sources
| Endpoint | Returns |
|---|---|
GET /api/sessions?limit=100 | Session list with metadata |
GET /api/workflows/{sessionId} | 11 workflow datasets (see below) |
GET /api/analytics | Tool usage top 20, event types, agent types |
GET /api/pricing | Model pricing rules for cost comparison |
Workflow Intelligence API (GET /api/workflows/{sessionId})
Returns these 11 datasets per session:
| Dataset | Content |
|---|---|
stats | Aggregate session stats: tool count, agent depth, event count |
orchestration | DAG: agent nodes with parent/child edges, depths, types |
toolFlow | Transition matrix: tool A → tool B with counts (common sequences) |
effectiveness | Subagent success: per-type completion rates, avg duration, task success |
patterns | Recurring sequences: detected workflow patterns with frequency |
modelDelegation | Model choices: which models are delegated which tasks |
errorPropagation | Error flow by depth: where in the agent tree errors originate and propagate |
concurrency | Concurrency lanes: overlapping agent execution timelines |
complexity | Complexity score: numerical score based on depth, breadth, tool diversity |
compaction | Compaction impact: token savings, frequency, context health |
cooccurrence | Agent pairs: which agents frequently run together |
Optimization Analyses
1. Tool Flow Optimization
From toolFlow transition data:
- Identify the most common tool sequences (e.g., Read → Edit → Bash)
- Find redundant transitions (same tool called repeatedly = retries)
- Detect anti-patterns: high-frequency failure loops
- Recommend tool chain shortcuts
2. Subagent Strategy
From effectiveness + orchestration:
- Which subagent types (task, explore, code-review) have highest completion rates
- Average duration per subagent type — are subagents taking too long?
- Underutilized types: tasks that could benefit from delegation
- Over-spawning: too many subagents for simple tasks
Show full SKILL.md (142 more words)Show less
3. Model Delegation Analysis
From modelDelegation:
- Which models handle which task types
- Cost-per-task comparison across models
- Opportunities to delegate simple tasks to cheaper models (Haiku/Sonnet instead of Opus)
- Calculate estimated savings from model rebalancing
4. Error Prevention
From errorPropagation:
- Where errors originate (agent depth level)
- How errors cascade to parent agents
- Error types (APIError, tool failure) by frequency
- Defensive strategies: which patterns lead to fewer errors
5. Concurrency Optimization
From concurrency:
- Which agents run in parallel vs sequential
- Bottlenecks: sequential agents that could be parallelized
- Resource contention: overlapping heavy tasks
6. Context Health
From compaction:
- How often compaction occurs per session
- Token recovery from compaction baselines
- Sessions that hit context limits — suggest breaking into smaller tasks
Output
Prioritized recommendations table:
| # | Recommendation | Source Data | Impact | Effort | Est. Savings |
|---|
Top 5 recommendations with detailed explanation, supporting data from the workflow API, and implementation steps.
© hoangsonww, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
SKILL.md and 1 other file in plugins/ccam-productivity/skills/workflow-optimizer of hoangsonww/Claude-Code-Agent-Monitor.
- SKILL.md
- agents/openai.yaml
Open the folder on GitHubat commit e0f4a1a
Used in 1 other repository
We found 1 copy of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in hoangsonww/Claude-Code-Agent-Monitor, which our catalogue first saw on October 7, 2026.
Compare with similar skills
Workflow Optimizer 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 |
|---|---|---|---|---|---|---|
| Workflow Optimizer this skillhoangsonww/Claude-Code-Agent-Monitor | 1.1k | 1 repos | ~997 | Automated safety check: Pass | MIT | |
| Claude Code Agent Developmentanthropics/claude-plugins-official | 38k | 8 repos | ~2.8k | Automated safety check: Pass | Apache-2.0 | |
| Subagent Driven DevelopmentAsvarox/allkaraoke | 261 | 38 repos | ~1.2k | Automated safety check: Pass | None | |
| Dispatching Parallel Agentsultralisp/ultralisp | 258 | 41 repos | ~1.5k | Automated safety check: Pass | None | |
| Paseo Advisor Second Opiniongetpaseo/paseo | 20k | 1 repos | ~756 | Automated safety check: Pass | Custom licence | |
| Task Observerrebelytics/one-skill-to-rule-them-all | 3.2k | 1 repos | ~12k | Automated safety check: Pass | CC-BY-4.0 |
Similar skills
- Official
Subagent Driven Development
Asvarox/allkaraoke
A skill your agent uses when executing implementation plans with independent tasks in the current session
Dispatching Parallel Agents
ultralisp/ultralisp
A skill your agent uses when facing 2+ independent tasks that can be worked on without shared state or sequential dependencies
Paseo Advisor Second Opinion
getpaseo/paseo
Launches one separate agent through Paseo to give a second opinion on the current task, with a self-contained briefing and no permission to edit files.
Task Observer
rebelytics/one-skill-to-rule-them-all
Monitors task execution for skill improvement opportunities.
O2 Review Loop
openobserve/openobserve
Splits a change into planner, coder and independent reviewer roles: you confirm a spec, a subagent implements it, and a separate reviewer checks each round's local WIP commit.
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Version Release
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Choose and apply the correct semantic version bump for this repository.
Cost Breakdown
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Break down Claude Code costs using the Agent Monitor pricing engine.
File Headers
hoangsonww/Claude-Code-Agent-Monitor
MANDATORY for every coding agent (Claude Code, Codex, or any other) on every change-set — every applicable source file the agent creates or updates MUST start with the project's copyright/authorship…
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Diagnose Claude Code hook installation, delivery, and ingestion issues.
Memory Review
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Review the file-based memory store via the Agent Monitor Config Explorer API: the user and project CLAUDE.md plus per-project auto-memory files under ~/.claude/projects/<slug/memory/.md.
Related
Categories
Questions about Workflow Optimizer
What does Workflow Optimizer do?
Analyze workflow patterns using the Agent Monitor's workflow intelligence API — orchestration DAGs, tool flow transitions, subagent effectiveness, model delegation patterns, error propagation by…. Workflow Optimizer is an agent skill from hoangsonww/Claude-Code-Agent-Monitor. Analyze workflow patterns using the Agent Monitor's workflow intelligence API — orchestration DAGs, tool flow transitions, subagent effectiveness, model delegation patterns, error propagation by depth, concurrency lanes, compaction impact, and agent co-occurrence.
When should I use Workflow Optimizer?
Workflow Optimizer fits situations like: tasks that involve Subagents.
How do I install Workflow Optimizer in Claude Code?
Run `npx skills add hoangsonww/Claude-Code-Agent-Monitor --skill workflow-optimizer -a claude-code`. Or copy the skill folder (plugins/ccam-productivity/skills/workflow-optimizer in hoangsonww/Claude-Code-Agent-Monitor) into .claude/skills/workflow-optimizer in your project. Claude Code loads it when a task matches its description.
How do I install Workflow Optimizer in Codex?
Run `npx skills add hoangsonww/Claude-Code-Agent-Monitor --skill workflow-optimizer -a codex`. Or copy the skill folder (plugins/ccam-productivity/skills/workflow-optimizer in hoangsonww/Claude-Code-Agent-Monitor) into .agents/skills/workflow-optimizer in your project. Codex loads it when a task matches its description.
Can I use Workflow Optimizer in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add hoangsonww/Claude-Code-Agent-Monitor --skill workflow-optimizer -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/workflow-optimizer, .gemini/skills/workflow-optimizer, .github/skills/workflow-optimizer and .opencode/skills/workflow-optimizer in your project.
What does Workflow Optimizer need to run?
SKILL.md names no scripts, command-line tools or credentials: Workflow Optimizer is instructions for the agent only.
Does Workflow Optimizer access the network?
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Is Workflow Optimizer safe to install?
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.
What licence does Workflow Optimizer use?
Workflow Optimizer is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Workflow Optimizer use?
About 997 tokens (SKILL.md is roughly 4k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Workflow Optimizer?
Skills that share tags, products or a category with Workflow Optimizer: Claude Code Agent Development (anthropics/claude-plugins-official, 38k stars), Subagent Driven Development (Asvarox/allkaraoke, 261 stars), Dispatching Parallel Agents (ultralisp/ultralisp, 258 stars) and Paseo Advisor Second Opinion (getpaseo/paseo, 20k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Workflow Optimizer?
hoangsonww (a GitHub user) maintains it in hoangsonww/Claude-Code-Agent-Monitor, which has 1,052 GitHub stars. The repository holds 78 skills in this directory. The repository was last updated on October 6, 2026.
Source: hoangsonww/Claude-Code-Agent-Monitor on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.