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cookbook

v2.2.0

Research, configure, and debug Fireworks training from a coding agent.

CodexClaude Code5 Skills

By Fireworks AILicense: Apache-2.0214 GitHub starsUpdated 5 hours ago

Directory evidence

Runtimes
Codex and Claude Code
Parsed components
5 skill or MCP entries
Source updated
Sep 24, 2026
Manifest status
Canonical path parsed

The directory validates manifest shape and source location. It does not execute the plugin or provide a security endorsement. Review the indexing methodology →

Install cookbook for Codex and Claude Code

Installs for the current user
codex plugin marketplace add IchenDEV/agent-plugin-mkt
codex plugin marketplace upgrade agent-plugin-marketplace
codex plugin add cookbook@agent-plugin-marketplace

Paste and run these commands in a terminal with Codex. They add and refresh the PluginsMP catalog, then install this plugin.

The installer fetches third-party code from the source repository shown on this page. This directory validates manifest structure and source location, but does not perform a security audit; review the manifest, components, and source before installing.

Get the source manually
git clone https://github.com/fw-ai/cookbook

Clone the source repository, then follow its setup instructions to add the plugin to a compatible client. The repository root is the plugin root.

Plugin files

cookbook/
├── .codex-plugin/plugin.json
├── .claude-plugin/plugin.json
├── skills/configure/SKILL.md
├── skills/debug/SKILL.md
├── skills/discover/SKILL.md
├── skills/fireworks-training/SKILL.md
└── skills/research/SKILL.md

Included Skills5

configureskills/configure/SKILL.md

Plan, run, and monitor Fireworks training from a coding agent. Covers managed SFT, DPO, ORPO, and RFT plus Training API serverless and dedicated workflows, complete cost and parameter confirmation, active monitoring, checkpoints, deployment, resume, and teardown. Use for explicit train, fine-tune, deploy, or resume requests. Use research when method, data, or evaluation is unclear; use debug for a stuck or failed run.

debugskills/debug/SKILL.md

Diagnose Fireworks training and deployment issues, including stuck or failed jobs, error messages, poor quality, checkpoint and resume problems, and deployments that are ready but not serving. Use for systematic read-only triage before retrying. Use configure for a new or approved retry run; use research when the starting method, data, or cookbook example is unclear.

discoverskills/discover/SKILL.md

Deprecated redirect — use research instead. Renamed in v2.2.0 to match Tinker cookbook conventions. For exploring method, data, eval, and cookbook entries use research; for training execution use configure; for failures use debug.

fireworks-trainingskills/fireworks-training/SKILL.md

Compatibility redirect and shared reference carrier for the Fireworks training skills. Use research to choose method, data, evaluation, and a cookbook entry; use configure to plan and run training; use debug for stuck, failed, or low-quality runs. Keep this skill installed so the three entry skills can load its progressive references.

researchskills/research/SKILL.md

Plan Fireworks post-training from a task-shaped goal — interview the user, scan the full cookbook (case studies, examples, recipes), propose data and eval plans, and hand off to configure when ready to train. Use when the user describes a problem in plain language, is unsure which method or dataset fits, needs public dataset ideas, or wants to explore before committing. Read-only — does not create jobs or upload data. For explicit train requests with known model and data, use configure; for failures use debug.

Plugin manifests2

.codex-plugin/plugin.json
{
  "name": "cookbook",
  "version": "2.2.0",
  "description": "Research, configure, and debug Fireworks training from a coding agent.",
  "author": {
    "name": "Fireworks AI",
    "url": "https://fireworks.ai"
  },
  "homepage": "https://docs.fireworks.ai/fine-tuning/agent/use-with-coding-agents",
  "repository": "https://github.com/fw-ai/cookbook",
  "license": "Apache-2.0",
  "keywords": [
    "fireworks",
    "fine-tuning",
    "training",
    "sft",
    "dpo",
    "orpo",
    "rft",
    "rl"
  ],
  "skills": "./skills/",
  "interface": {
    "displayName": "Fireworks Training",
    "shortDescription": "Plan, run, and debug Fireworks training.",
    "longDescription": "Use focused research, configure, and debug skills for managed fine-tuning and custom Training API workflows.",
    "developerName": "Fireworks AI",
    "category": "Developer Tools",
    "capabilities": [
      "Training",
      "Evaluation",
      "Deployment"
    ],
    "websiteURL": "https://fireworks.ai",
    "defaultPrompt": [
      "Plan a Fireworks fine-tuning run for my dataset.",
      "Help me customize a Fireworks Training API recipe.",
      "Diagnose this Fireworks training failure."
    ]
  }
}
.claude-plugin/plugin.json
{
  "name": "fireworks-training",
  "description": "Train on Fireworks from your coding agent: research (plan), configure (run), and debug (triage). Managed SFT/DPO/ORPO/RFT and Training API workflows.",
  "version": "2.2.0",
  "author": {
    "name": "Fireworks AI"
  },
  "homepage": "https://docs.fireworks.ai/fine-tuning/agent/use-with-coding-agents",
  "repository": "https://github.com/fw-ai/cookbook",
  "license": "Apache-2.0",
  "keywords": [
    "fireworks",
    "fine-tuning",
    "training",
    "sft",
    "dpo",
    "orpo",
    "rft",
    "rl",
    "firectl",
    "research",
    "configure",
    "debug"
  ]
}

For maintainers

If you maintain this plugin, link to this source-backed listing from your README so users can review its manifest and indexed components.

[cookbook on Agent Plugins Marketplace](https://pluginsmp.com/plugins/cookbook)