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.
Sequence the fund pipeline and delegate to the four subagents (economist, allocator, risk, executor).
Install Fund Orchestration
$ npx skills add SilvioBaratto/optimizer --skill fund-orchestration -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install SilvioBaratto/optimizer fund-orchestration --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/SilvioBaratto/optimizer.git skills-src && mkdir -p .claude/skills && cp -r skills-src/fund/src/fund/skills/fund-orchestration .claude/skills/fund-orchestration && 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 "fund-orchestration" agent skill from https://github.com/SilvioBaratto/optimizer/tree/development/fund/src/fund/skills/fund-orchestration into .claude/skills/fund-orchestration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "fund-orchestration", 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/SilvioBaratto/optimizer/tree/development/fund/src/fund/skills/fund-orchestrationType 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 SilvioBaratto/optimizer --skill fund-orchestration -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install SilvioBaratto/optimizer fund-orchestration --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/SilvioBaratto/optimizer.git skills-src && mkdir -p .agents/skills && cp -r skills-src/fund/src/fund/skills/fund-orchestration .agents/skills/fund-orchestration && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "fund-orchestration" agent skill from https://github.com/SilvioBaratto/optimizer/tree/development/fund/src/fund/skills/fund-orchestration into .agents/skills/fund-orchestration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "fund-orchestration", 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 SilvioBaratto/optimizer --skill fund-orchestration -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install SilvioBaratto/optimizer fund-orchestration --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/SilvioBaratto/optimizer.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/fund/src/fund/skills/fund-orchestration .cursor/skills/fund-orchestration && 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 "fund-orchestration" agent skill from https://github.com/SilvioBaratto/optimizer/tree/development/fund/src/fund/skills/fund-orchestration into .cursor/skills/fund-orchestration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "fund-orchestration", 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/SilvioBaratto/optimizer.git --path fund/src/fund/skills/fund-orchestration--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 SilvioBaratto/optimizer --skill fund-orchestration -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install SilvioBaratto/optimizer fund-orchestration --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/SilvioBaratto/optimizer.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/fund/src/fund/skills/fund-orchestration .gemini/skills/fund-orchestration && 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 "fund-orchestration" agent skill from https://github.com/SilvioBaratto/optimizer/tree/development/fund/src/fund/skills/fund-orchestration into .gemini/skills/fund-orchestration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "fund-orchestration", 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 SilvioBaratto/optimizer fund-orchestrationInstalls 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 SilvioBaratto/optimizer --skill fund-orchestration -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/SilvioBaratto/optimizer.git skills-src && mkdir -p .github/skills && cp -r skills-src/fund/src/fund/skills/fund-orchestration .github/skills/fund-orchestration && 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 "fund-orchestration" agent skill from https://github.com/SilvioBaratto/optimizer/tree/development/fund/src/fund/skills/fund-orchestration into .github/skills/fund-orchestration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "fund-orchestration", 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 SilvioBaratto/optimizer --skill fund-orchestration -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install SilvioBaratto/optimizer fund-orchestration --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/SilvioBaratto/optimizer.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/fund/src/fund/skills/fund-orchestration .opencode/skills/fund-orchestration && 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 "fund-orchestration" agent skill from https://github.com/SilvioBaratto/optimizer/tree/development/fund/src/fund/skills/fund-orchestration into .opencode/skills/fund-orchestration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "fund-orchestration", 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
fund-orchestration- GitHub stars
- 176
- Token cost
- ~635 tokens
- SKILL.md length
- 289 words
- Files
- 2
- Skills in repo
- 10
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Sequence the fund pipeline and delegate to the four subagents (economist, allocator, risk, executor).
- Works in 5 steps: Confirm an active ConstraintSet exists… → Delegate each step with the task tool,… → Enforce the round cap: stop at… → …
- The PM/orchestrator must plan a run
- SKILL.md covers When to use, Load-bearing rule, Pipeline order (detail in… and Procedure, plus 2 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Fund Orchestration is an agent skill from SilvioBaratto/optimizer. Sequence the fund pipeline and delegate to the four subagents (economist, allocator, risk, executor). Use when the PM/orchestrator must plan a run, hand a step to a subagent via the task tool, collect its structured report, and decide whether to proceed, re-run, or stop. Does NOT read the DB, call optimizer tools, or emit weights — it coordinates; the subagents and their tools do the work.
Its SKILL.md is about 640 tokens, which your agent loads only when the skill is triggered. The skill folder holds 1 other file (for example `reference.md`).
It sits in Agent Workflows, covering Subagents. The repository describes itself as: Quantitative portfolio construction and optimization platform built on skfolio and scikit-learn.
When your agent uses it
- The PM/orchestrator must plan a run
- Hand a step to a subagent via the task tool
- Collect its structured report
- Decide whether to proceed
Example prompts
- “/fund-orchestration”
Workflow steps
5 steps, taken from the first numbered list in SKILL.md.
- Confirm an active ConstraintSet exists for the portfolio (else route to the
- Delegate each step with the task tool, passing the ConstraintSet + the prior
- Enforce the round cap: stop at max_pm_rounds / recursion_limit; if hit, mark
- On a risk-gate BLOCK, return to the allocator with the violations — never override.
- Gate place_orders behind HITL; record every decision in the audit trail.
What it can do on your machine
Read from SKILL.md and the folder at commit 63e897b. 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
Fund Orchestration loads about 635 tokens when it runs. Until then it costs about 103 tokens; SKILL.md has 289 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
Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 289 words (~635 tokens).
“The main agent (PM) runs the fund as a deterministic pipeline, not a free chat. It delegates each step to a stateless subagent with complete instructions, collects the typed report, and moves on. Subagents never chatter freely; the PM owns…”
- name
- fund-orchestration
Files
SKILL.md and 1 other file in fund/src/fund/skills/fund-orchestration of SilvioBaratto/optimizer.
- SKILL.md
- reference.md
Open the folder on GitHubat commit 63e897b
Compare with similar skills
Fund Orchestration 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 |
|---|---|---|---|---|---|---|
| Fund Orchestration this skillSilvioBaratto/optimizer | 176 | — | ~635 | Automated safety check: Pass | Custom licence | |
| Claude Code Agent Developmentanthropics/claude-plugins-official | 38k | 7 repos | ~2.8k | Automated safety check: Pass | Apache-2.0 | |
| Subagent Driven DevelopmentAsvarox/allkaraoke | 261 | 37 repos | ~1.2k | Automated safety check: Pass | None | |
| Dispatching Parallel Agentsultralisp/ultralisp | 258 | 40 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 | ~11k | 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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Related
Categories
Questions about Fund Orchestration
What does Fund Orchestration do?
Sequence the fund pipeline and delegate to the four subagents (economist, allocator, risk, executor). Fund Orchestration is an agent skill from SilvioBaratto/optimizer. Sequence the fund pipeline and delegate to the four subagents (economist, allocator, risk, executor).
When should I use Fund Orchestration?
Fund Orchestration fits situations like: the PM/orchestrator must plan a run; hand a step to a subagent via the task tool; collect its structured report; decide whether to proceed.
How do I install Fund Orchestration in Claude Code?
Run `npx skills add SilvioBaratto/optimizer --skill fund-orchestration -a claude-code`. Or copy the skill folder (fund/src/fund/skills/fund-orchestration in SilvioBaratto/optimizer) into .claude/skills/fund-orchestration in your project. Claude Code loads it when a task matches its description.
How do I install Fund Orchestration in Codex?
Run `npx skills add SilvioBaratto/optimizer --skill fund-orchestration -a codex`. Or copy the skill folder (fund/src/fund/skills/fund-orchestration in SilvioBaratto/optimizer) into .agents/skills/fund-orchestration in your project. Codex loads it when a task matches its description.
Can I use Fund Orchestration 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 SilvioBaratto/optimizer --skill fund-orchestration -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/fund-orchestration, .gemini/skills/fund-orchestration, .github/skills/fund-orchestration and .opencode/skills/fund-orchestration in your project.
What does Fund Orchestration need to run?
SKILL.md names no scripts, command-line tools or credentials: Fund Orchestration is instructions for the agent only.
Does Fund Orchestration 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 Fund Orchestration 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 Fund Orchestration use?
Fund Orchestration has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.
How many tokens does Fund Orchestration use?
About 635 tokens (SKILL.md is roughly 2.5k 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 Fund Orchestration?
Skills that share tags, products or a category with Fund Orchestration: 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 Fund Orchestration?
SilvioBaratto (a GitHub user) maintains it in SilvioBaratto/optimizer, which has 176 GitHub stars. The repository holds 10 skills in this directory. The repository was last updated on October 7, 2026.
Source: SilvioBaratto/optimizer on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.