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ai-first-toolkit
Open-source Claude Code skills and Codex skills for AI-first work. Audit, re-engineer, and bootstrap projects with AI-first design principles.
git clone https://github.com/techwolf-ai/ai-first-toolkit
TechWolf AI-First Toolkit
Open-source agent skills from TechWolf's AI-First Bootcamp, for Claude Code, Codex, and Google Antigravity.
New here? Add the marketplace, then install any plugin below. Full commands in Quick start.
claude plugin marketplace add techwolf-ai/ai-first-toolkit
Plugins at a glance
7 plugins, 28 skills. One install command each.
| Plugin | What it does | Install |
|---|---|---|
| ai-firstify | Audit, re-engineer, or bootstrap any codebase to 9 AI-first design principles | claude plugin install ai-firstify@techwolf-ai-first |
| content-studio | Thought-leadership pipeline (LinkedIn, blog, opinion) with a visual editor | claude plugin install content-studio@techwolf-ai-first |
| people-management | AI-augmented management: 1:1 prep, meeting prep, triage, performance cycles | claude plugin install people-management@techwolf-ai-first |
| knowledge-base | Evidence-backed KB; every answer cites literal quotes from your files | claude plugin install knowledge-base@techwolf-ai-first |
| ai-adoption | Claude history analytics: token-doctor, task-profile, session-search | claude plugin install ai-adoption@techwolf-ai-first |
| techwolf-brand-kit | Official TechWolf logo assets (SVG + PNG) for AI-generated outputs | claude plugin install techwolf-brand-kit@techwolf-ai-first |
| tool-build-kit | Build an MCP server end to end: analyze, build, deploy, scale, distribute | claude plugin install tool-build-kit@techwolf-ai-first |
Not using Claude Code? Every skill follows the agentskills.io spec and installs into Codex or Google Antigravity via ./install.sh. One caveat on per-platform support:
-
Cross-platform (all skills except below): ai-firstify, content-studio, knowledge-base, people-management, techwolf-brand-kit, tool-build-kit. These operate on your project files and prompts, so they work the same on Claude Code, Codex, and Antigravity.
-
Host-aware (the ai-adoption plugin): token-doctor, task-profile, session-search read agent session history off disk, which is per-platform. Each script detects the host (via the
platformfieldinstall.shstamps into each installed skill; override withAI_FIRST_PLATFORM=claude|codex|antigravity) and routes or degrades rather than scanning the wrong path. Support today:Skill Claude Code / Cowork Codex ( ~/.codex/sessions)Antigravity session-search yes yes no (degrades) token-doctor yes yes (cost via OpenAI rates) no (degrades) task-profile yes yes no (degrades) Antigravity is unsupported for session analysis on purpose: the IDE stores conversations AEAD-encrypted at rest (
~/.gemini/antigravity/conversations/*.pb), and the unencrypted CLI store carries no parseable turn/token content. Where a skill can't honestly read a platform's data it prints a clear "not available on <platform>" message and exits, never empty or misleading output.
What's inside
ai-firstify: AI-First Skill
Audit, re-engineer, or bootstrap any codebase to align with 9 AI-first design principles and 7 design patterns. Three modes:
- Audit: deep analysis across 7 dimensions with a scored report
- Re-engineer: actively restructures your project to be AI-first
- Bootstrap: guides new project setup with discovery questions
content-studio: Thought Leadership Pipeline
Full content pipeline for LinkedIn posts, blog posts, and opinion pieces. Includes 8 specialized skills, a visual Kanban editor, and hooks that auto-start the companion app.
- Write: LinkedIn posts, blog posts, opinion pieces with voice-matched style
- Brainstorm: generate ideas from URLs, files, or recent posts
- Analyze: engagement pattern analysis across published content
- Setup: interactive onboarding that learns your voice and creates a personalized content repo
people-management: AI-Augmented Management
AI-augmented tooling for people managers. Surfaces the right context at the right time, before meetings, during 1:1 prep, when triaging messages, or reviewing performance. Adapts to any org's frameworks and values.
- Setup: interactive onboarding (10 phases) that discovers your team, frameworks, values, and ways of working
- 8 skills: meeting prep, 1:1 prep, triage, customer status, priority planner, team health, performance cycle
- Framework-agnostic: configures to your org's performance dimensions, rating scale, management competencies, and values
knowledge-base: Evidence-Backed Knowledge Base
Build and query a structured knowledge base where every answer cites literal quotes from your KB files. Prevents hallucinations by grounding all responses in documented facts.
- Setup: interactive onboarding that defines categories (flat or nested), scaffolds the KB structure, and populates from your existing sources (Notion, Slack, Confluence, local files)
- KB Answer: answer questions with evidence-backed citations from your KB
- KB Import: import knowledge from documents (Markdown, PDF, plain text) into structured entries, single-document or bulk-from-folder
- KB Refresh: add new sources or re-scrape existing ones to keep the KB current
- KB Search:
kb-search.pykeyword-ranked lookup across title, tags, description, and body, with category and tag filters
ai-adoption: Claude History Analytics
Three skills for working with your Claude Code + Cowork session history. Local-only, no API calls.
Host-aware (reads session history off disk). All three skills work on Claude Code / Cowork and Codex (
~/.codex/sessions); token-doctor prices Codex usage with OpenAI rates. Antigravity session analysis is unsupported (encrypted IDE store). Each script detects the host and degrades with a clear message rather than scanning the wrong path. Every other plugin in the toolkit is fully cross-platform. See Not using Claude Code?.
- token-doctor: diagnoses where your token spend goes (length distribution, marathon share, cache rebuilds, per-project health) and writes a doctor-style terminal report. Opt-in deep dive fans out parallel Haiku subagents over hotspot sessions for habit-level recommendations.
- task-profile: mines sessions into a role-level map of what you actually do with AI, ranked by frequency and friction. Emits a shareable CSV, an interactive HTML explorer, AI-first coaching cards, and up to five skill proposals.
- session-search: finds a specific past session by title, working directory, time range, or free-text content across every transcript on disk.
techwolf-brand-kit: Brand Assets
Official TechWolf brand assets for AI-generated outputs. Ensures agents use the correct logo files instead of guessing or approximating.
- TechWolf Logo: 4 variants (dark, white, mono-dark, mono-white) in SVG and PNG
- currentColor SVG: inline variant that inherits color from parent CSS for themed contexts
tool-build-kit: Build an MCP Server
End-to-end guide for building a Model Context Protocol server, from first questions to published distribution. Asks who the server is for before building anything, then tailors every phase to that answer.
- build-mcp: one skill, five phases (analyze, build, deploy, scale, distribute). Establishes audience (personal / org / public) and runtime (local stdio / hosted HTTP) with
AskUserQuestionbefore writing a line of code. Builds on the Anthropicmcp-builderskill for implementation depth and adds the scope-and-distribution decision flow it lacks. - Branch table drives the deploy and distribute phases across five targets: personal local, org local, org hosted, public package, public hosted.
- 6 reference files loaded on demand: transports, local deploy, marketplace distribution, scaling, Python and TypeScript quickstarts.
Quick start
Claude Code
claude plugin marketplace add techwolf-ai/ai-first-toolkit
claude plugin install ai-firstify@techwolf-ai-first
claude plugin install content-studio@techwolf-ai-first
claude plugin install people-management@techwolf-ai-first
claude plugin install knowledge-base@techwolf-ai-first
claude plugin install ai-adoption@techwolf-ai-first
claude plugin install techwolf-brand-kit@techwolf-ai-first
claude plugin install tool-build-kit@techwolf-ai-first
Codex
Skills follow the agentskills.io spec:
./install.sh
./install.sh ai-firstify
./install.sh content-studio
./install.sh people-management
./install.sh knowledge-base
./install.sh ai-adoption
./install.sh techwolf-brand-kit
./install.sh tool-build-kit
More install commands
./install.sh list
./install.sh verify
./install.sh update ai-firstify
./install.sh uninstall ai-firstify
./install.sh --target ~/custom/
What the installer does:
- Installs each skill under
~/.codex/skills/<skill-name>/ - Adds per-skill metadata for traceability back to the source plugin and version
- Verifies required files are present after install
- Copies plugin guidance into
~/.codex/skills/.techwolf-ai-first/plugins/<plugin>/AGENTS.md
Google Antigravity
The same skills install into Antigravity, which keeps one self-contained dir per plugin under ~/.gemini/config/plugins/. Pass --ide antigravity:
./install.sh install --ide antigravity # all plugins
./install.sh install ai-firstify --ide antigravity # one plugin
./install.sh list --ide antigravity
./install.sh uninstall ai-firstify --ide antigravity
Each plugin installs as ~/.gemini/config/plugins/<plugin>/ with a plugin.json, an installed_version.json, and a skills/ directory, the same shape Antigravity uses for its own plugins. For repo-side discovery as a marketplace, Antigravity reads .agents/plugins/marketplace.json (the vendor-neutral .agents/ standard), and each plugin carries an Antigravity plugin.json marker at plugins/<plugin>/plugin.json. Skills are the same SKILL.md files used by Claude Code and Codex, no per-target rewrite.
Repository structure
ai-first-toolkit/
├── .claude-plugin/
│ └── marketplace.json # Claude Code marketplace manifest
├── .agents/
│ └── plugins/
│ └── marketplace.json # Antigravity / vendor-neutral marketplace manifest
├── plugins/
│ ├── ai-firstify/ # Auditor & re-engineer (1 skill, 9 reference docs)
│ ├── content-studio/ # Content pipeline (8 skills, visual editor, hooks)
│ ├── people-management/ # Management tooling (8 skills, 5 reference docs)
│ ├── knowledge-base/ # Evidence-backed KB (4 skills, templates, index + verify scripts)
│ ├── ai-adoption/ # Claude history analytics (3 skills: token-doctor, task-profile, session-search)
│ ├── techwolf-brand-kit/ # Brand assets (logo variants in SVG + PNG)
│ └── tool-build-kit/ # MCP server builder (1 skill: build-mcp, 6 reference files)
├── install.sh # Codex + Antigravity skill installer
└── README.md
Each plugin lives in plugins/<name>/ with a .claude-plugin/ manifest, an Antigravity plugin.json marker, and a skills/ directory of SKILL.md files shared across all targets. See individual plugin READMEs for details:
- ai-firstify README
- content-studio README
- people-management README
- knowledge-base README
- ai-adoption README
- techwolf-brand-kit README
- tool-build-kit README
Contributing
See CONTRIBUTING.md for guidelines.
License
MIT. See CHANGELOG.md for release history.
// compatibility
| Platforms | cli, api |
|---|---|
| Operating systems | — |
| AI compatibility | claude |
| License | MIT |
| Pricing | open-source |
| Language | TypeScript |
// faq
What is ai-first-toolkit?
Open-source Claude Code skills and Codex skills for AI-first work. Audit, re-engineer, and bootstrap projects with AI-first design principles.. It is open-source on GitHub.
Is ai-first-toolkit free to use?
ai-first-toolkit is open-source under the MIT license, so it is free to use.
What category does ai-first-toolkit belong to?
ai-first-toolkit is listed under plugins in the Claudeers registry of Claude-compatible tools.
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