by Nanako0129
Multi-model orchestration layer for Claude Code — the frontier model plans, cheaper models execute, verification guards quality. One-prompt install.
# Add to your Claude Code skills
git clone https://github.com/Nanako0129/pilotfishLast scanned: 7/9/2026
{
"issues": [
{
"file": "README.md",
"line": 102,
"type": "remote-install",
"message": "Install command (remote install script piped to a shell — review the source before running): \"curl | sh\"",
"severity": "low"
},
{
"file": "README.md",
"line": 190,
"type": "dangerous-command",
"message": "Dangerous command (writes to Claude config): \"> ... <!-- pilotfish:end --> block from ~/.claude/\"",
"severity": "medium"
}
],
"status": "PASSED",
"scannedAt": "2026-07-09T07:46:28.037Z",
"npmAuditRan": true,
"pipAuditRan": true,
"promptInjectionRan": true
}pilotfish is an open-source ai agents skill for AI coding assistants such as Claude Code, Codex CLI, and ChatGPT, built by Nanako0129. Multi-model orchestration layer for Claude Code — the frontier model plans, cheaper models execute, verification guards quality. One-prompt install. It has 652 GitHub stars.
Yes. pilotfish passed SkillsLLM's automated security scan — a dependency vulnerability audit plus prompt-injection heuristics — with no high-severity issues. You can read the full report in the Security Report section on this page.
Clone the repository with "git clone https://github.com/Nanako0129/pilotfish" and add it to your Claude Code skills directory (see the Installation section above).
pilotfish is primarily written in Python. It is open-source under Nanako0129 on GitHub, so you can review or fork the full source.
Yes. SkillsLLM lists many other AI Agents skills you can browse and compare side by side. Open the AI Agents category from the badge at the top of this page, or use the Related Skills and comparison links further down to weigh pilotfish against similar tools.
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⚠️ Third-Party Software Notice
This skill is third-party open-source software developed and hosted independently on GitHub. SkillsLLM is an informational directory and does not control or maintain the underlying repository.
Any security checks, ratings, or warnings displayed by SkillsLLM are automated and limited in scope. They do not constitute a security certification or guarantee that the software is safe, error-free, or free from malicious code, vulnerabilities, compromised dependencies, or prompt-injection risks.
Review the source code, permissions, dependencies, and configuration before installing or running any third-party skill. Use is at your own risk. To the maximum extent permitted by applicable law, SkillsLLM is not liable for losses arising from third-party software.
Small, fast role agents handle volume work while the frontier main session keeps planning, approval, integration, and final judgment.
pilotfish is a multi-model orchestration policy for
Claude Code. The macOS and Linux Plugin beta
adds hook-based ambient activation; the global configuration install remains a
legacy alternative. The policy uses the opus family for the main session,
Sonnet and Haiku for bounded execution and reconnaissance, and fresh Opus
contexts for risk-triggered review.
Most coding-session tokens are spent on search, repetitive edits, tests, and documentation rather than frontier judgment. pilotfish routes those bounded paths to cheaper roles while keeping the main session accountable and using fresh-context reviewers at material acceptance boundaries.
New installs default to the opus alias; Fable remains an explicit
/model fable choice. This is a cost-aware default, not a claim that one model
wins every task. The rationale and measurements live in
research, the design notes, and
#23.
| Host or use case | Project |
|---|---|
| Claude Code global policy | This repository |
| Claude Code with session-scoped GPT routing | remora |
| Grok Build | pilotfish-grok |
| Codex CLI | pilotfish-codex |
The Plugin beta packages the policy and namespaced roles under Claude Code's native Plugin lifecycle. The legacy global install uses these direct targets:
| Layer | Installed target | Responsibility |
|---|---|---|
| Machine | ~/.claude/settings.json |
Main-model alias and fallback chain |
| Roles | ~/.claude/agents/*.md |
Model, effort, and capability boundary for each role |
| Policy | ~/.claude/CLAUDE.md |
Dispatch, approval, verification, and long-run behavior |
If CLAUDE_CONFIG_DIR is set, all ~/.claude/ paths above move under that
configuration root.
flowchart TD
U["You"] --> I
subgraph MAIN["main session — opus family alias"]
I["Interaction shape
execute / explore_then_plan / co_discover"]
I --> O
O["Orchestrator
plan / decide / spec / review"]
end
O -->|recon| S["scout / Explore
haiku · effort low"]
O -->|Plan challenge| PV["plan-verifier
opus · read-only"]
PV -->|READY / REVISE| O
O -->|mechanical spec| M["mech-executor
sonnet · effort low"]
O -->|judgment work| E["executor
sonnet · effort medium"]
O -->|security evidence| SR["security-reviewer
opus · read-only"]
SR --> O
O -->|approved security work| SEC["security-executor
opus · effort high"]
M --> V["verifier
opus · fresh context"]
E --> V
SEC --> V
V -->|CONFIRMED / REFUTED / INCONCLUSIVE| O
| Role | Model | Effort | Purpose |
|---|---|---|---|
scout |
haiku | low | Read-only repository reconnaissance |
Explore |
haiku | low | Broad read-only search without inheriting the main model |
plan-verifier |
opus | medium | Pre-approval Plan challenge: READY or structured REVISE |
security-reviewer |
opus | high | Read-only security evidence before approval |
mech-executor |
sonnet | low | Fully specified mechanical repetition |
executor |
sonnet | medium | Approved implementation requiring local judgment |
verifier |
opus | medium | Fresh-context outcome falsification after implementation |
security-executor |
opus | high | Approved security-sensitive implementation |
Before Baton or direct/delegated routing, pilotfish chooses the first matching
interaction shape: co_discover while the outcome or acceptance is unclear;
otherwise explore_then_plan when a clear direction is broad or high-impact;
otherwise execute for a clear bounded outcome. This changes how the main
session collaborates; it does not bypass risk or approval gates. The design is
adapted from
pilotfish-codex's adaptive intent routing
by @miyago9267. See the
design details.
Small, stable work stays in the main session. Larger work is split only when a bounded role has a stable contract and delegation has positive net benefit. Risk, not file count, triggers independent review. The exact lifecycle is defined in the policy template and explained in the design rationale.
⚠️ Automatic delegation is not guaranteed. Higher-priority Claude Code instructions can suppress Agent dispatch, and user-level
CLAUDE.mdcannot override them. When the lifecycle matters, include the following request.
Use pilotfish. Follow its dispatch brake: keep direct work in the main session
and call the named agents only when the policy selects delegation.
The bounded results and claim limits are recorded in the
spontaneous-dispatch benchmark
and cue-free-tui.json.
They are behavioral observations, not a dispatch rate or proof of the active
system-prompt bytes.
Use the Plugin beta install guide for native user-scope marketplace commands, migration from global v1, update, disable/enable, uninstall, and rollback. The experimental beta targets macOS and Linux. Linux requires Ubuntu 20.04+, Debian 10+, or Alpine Linux 3.19+ and an otherwise-working officially supported Claude Code installation, per the official system requirements (checked 2026-08-22). macOS with Claude Code 2.1.239 is live-observed. Linux is contract-qualified only; it has not been tested, verified, or live-observed. Windows is excluded. SessionStart hooks are required, the Plugin must not coexist with the legacy global install, and this beta does not claim stable reliability, cross-version compatibility, or runtime namespace-collision proof.
Clone the reviewed release, start Claude Code from that checkout, and ask it to follow the local runbook:
git clone --branch v1.4.0 --depth 1 https://github.com/Nanako0129/pilotfish.git
cd pilotfish
claude
Read the local file install/AGENT-INSTALL.md in the current checkout and follow
it to install pilotfish into my global Claude Code configuration. Show me the
full plan of changes and get my approval before writing anything.
Runtime requirement: Claude Code 2.1.219 or newer. Restart Claude Code after installation so the agent directory and model setting are reloaded.
⚠️ Trust boundary: the policy loads into every future session. Review the pinned checkout, the agent templates, the policy template, and the install runbook before approving writes. Do not bypass WebFetch prompt-injection protection to install from a mutable raw URL.
| Target | Installed change | Reversible |
|---|---|---|
settings.json |
Adds missing model and fallbackModel; conditionally extends an existing availableModels allowlist |
Restores or removes model; fallbackModel is removable, while allowlist additions remain unless requested |
agents/ |
Eight role-agent files | Yes |
CLAUDE.md |
One versioned pilotfish:begin/end policy block |
Yes |
The installer is idempotent and shows a merge plan before writing. Human-readable steps, backups, collision handling, verification, updates, and uninstall are all in install/AGENT-INSTALL.md.
| Task | Where to go |
|---|---|
| Install, update, disable, or remove the macOS and Linux Plugin beta | Plugin beta guide |
| Tune models, effort, delegation, or managed settings | Usage guide |
| Activate pilotfish for a task or session | Install /pilotfish or the CLI wrapper |
| Update an existing install | Runbook: Updating an existing install |
| Review release changes | CHANGELOG.md |
| Disable pilotfish for one project | Use a separate CLAUDE_CONFIG_DIR; details are in the usage guide |
| Uninstall safely | Runbook: Uninstall |
To delegate uninstall to Claude Code:
Read the local install/AGENT-INSTALL.md, resolve the Claude Code configuration
root exactly as Step 0 specifies, and follow its Uninstall section. In that
configuration root, remove the eight pilotfish agent files and policy block.
Show me the full removal and settings-restoration plan and get my approval
before writing.
| Topic | Document |
|---|---|
| Daily use and troubleshooting | docs/usage.md · 繁體中文 |
| Architecture and policy decisions | docs/design.md |
| Model economics and source research | docs/research.md · 繁體中文 |
| Real long-session field report | docs/field-report-tokscale-2026-07.zh-TW.md |
| Behavioral evidence and claim limits | dispatch brake · spontaneous dispatch · [Baton activation](./benchmarks/baton-disp |