deepagents-implementation

Claude Code plugin for code review skills and verification workflows. Python, Go, React, FastAPI, BubbleTea, and AI frameworks (Pydantic AI, LangGraph, Vercel AI SDK).

Installation
CLI
npx skills add https://github.com/existential-birds/beagle --skill deepagents-implementation

Install this skill with the CLI and start using the SKILL.md workflow in your workspace.

Last updated 4/22/2026

beagle

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Apollo 10 astronaut Thomas P. Stafford pats the nose of a stuffed Snoopy

Image: NASA, Public Domain. Source

Beagle is a Claude Code plugin marketplace with 127 skills across code review, documentation, testing, architectural analysis, and git workflows. Use it to review before you push, detect AI-generated artifacts, draft and improve docs, generate test plans, and analyze codebases — across Python, Go, Rust, Elixir, React, iOS/Swift, and AI frameworks.

Used with Amelia for agent-based workflows and Daydream for automated review-fix-test loops.

Installation

Prerequisites:

# Add the marketplace
claude plugin marketplace add https://github.com/existential-birds/beagle

# Install the plugins you need
claude plugin install beagle-core@existential-birds
claude plugin install beagle-python@existential-birds
claude plugin install beagle-react@existential-birds

Verify installation by opening a new Claude Code session and running /beagle-core:commit-push — if the skill loads, the plugin is active.

To update:

claude plugin marketplace update existential-birds && claude plugin update <plugin-name>

Troubleshooting:

  • "Marketplace file not found": Remove stale entries from ~/.claude/plugins/known_marketplaces.json and restart Claude Code.
  • Plugin not updating: Run claude plugin marketplace update existential-birds to refresh the marketplace.

Other Agents

Use the skills CLI to install beagle skills for other AI agents:

npx skills add existential-birds/beagle

This downloads the skills and configures them for your agent.

Codex users: Link each plugin into ~/.agents/skills/ — see .codex/INSTALL.md for setup instructions.

Plugins

Plugin Skills Category
beagle-core 18 Shared workflows, verification, git
beagle-python 7 Python, FastAPI, SQLAlchemy, pytest
beagle-go 13 Go, BubbleTea, Wish SSH, Prometheus
beagle-elixir 11 Elixir, Phoenix, LiveView, ExUnit, ExDoc
beagle-ios 16 Swift, SwiftUI, SwiftData, iOS frameworks
beagle-react 16 React, React Flow, shadcn/ui, Tailwind
beagle-rust 10 Rust, tokio, axum, sqlx, serde
beagle-ai 13 Pydantic AI, LangGraph, DeepAgents
beagle-docs 10 Documentation quality, AI writing detection (Diataxis)
beagle-analysis 11 Brainstorming, ADRs, strategy, LLM-as-judge, spec gap resolution
beagle-testing 2 Test plan generation and execution
Total 127

Skills

These are the canonical skill entry points for Beagle.

beagle-core

Skill Description
review-plan <path> Review implementation plans
review-llm-artifacts Detect LLM coding artifacts
fix-llm-artifacts Fix detected artifacts
commit-push Commit and push changes
create-pr Create PR with template
gen-release-notes <tag> Generate release notes
receive-feedback <path> Process review feedback
fetch-pr-feedback Fetch bot comments from PR
respond-pr-feedback Reply to bot comments
skill-builder Create new skills
prompt-improver Optimize prompts

Code Review Skills

Skill Plugin Description
review-python beagle-python Python/FastAPI code review
review-frontend beagle-react React/TypeScript code review
review-go beagle-go Go code review
review-tui beagle-go BubbleTea TUI code review
review-ios beagle-ios iOS/SwiftUI code review
review-elixir beagle-elixir Elixir/Phoenix code review
review-rust beagle-rust Rust/tokio/axum code review

Documentation & Analysis Skills

Skill Plugin Description
draft-docs <prompt> beagle-docs Generate documentation drafts
improve-doc <path> beagle-docs Improve docs using Diataxis
ensure-docs beagle-docs Documentation coverage check
review-ai-writing beagle-docs Detect AI writing patterns
humanize-beagle beagle-docs Fix AI writing with safe/risky classification
llm-judge beagle-analysis Compare implementations
write-adr beagle-analysis Generate ADRs from decisions
brainstorm-beagle beagle-analysis Turn fuzzy ideas into structured project specs
resolve-beagle beagle-analysis Close Open Questions and latent gaps in a brainstorm-beagle spec
strategy-interview beagle-analysis Build strategy through guided conversation
strategy-review beagle-analysis Pressure-test existing strategy documents

Testing Skills

Skill Plugin Description
gen-test-plan beagle-testing Generate YAML test plan
run-test-plan beagle-testing Execute test plan