diff --git a/CLAUDE-ACTION.md b/CLAUDE-ACTION.md
deleted file mode 100644
index 6fdb04a..0000000
--- a/CLAUDE-ACTION.md
+++ /dev/null
@@ -1,299 +0,0 @@
-# Claude Code Action Architecture & Flow
-
-This document provides a comprehensive overview of how the official (Anthropic) Claude Code Action works, from token exchange through post-run cleanup.
-
-## Overview
-
-The Claude Code Action is a sophisticated GitHub automation platform that enables Claude to interact with GitHub repositories through secure token exchange, intelligent mode detection, and comprehensive GitHub API integration.
-
-## High-Level Architecture
-
-```mermaid
-graph TD
-    Start([GitHub Action Triggered]) --> Setup[Setup Environment<br/>- Install Bun<br/>- Install Dependencies]
-    
-    Setup --> ParseContext[Parse GitHub Context<br/>- Extract event data<br/>- Parse inputs]
-    
-    ParseContext --> ModeDetection{Mode Detection}
-    
-    ModeDetection -->|Has explicit prompt| AgentMode[AGENT MODE<br/>Direct automation]
-    ModeDetection -->|@claude mention/assignment/label| TagMode[TAG MODE<br/>Interactive response]
-    ModeDetection -->|No trigger| DefaultAgent[Default to Agent<br/>(won't trigger)]
-    
-    %% Token Exchange Branch
-    AgentMode --> TokenExchange[Token Exchange Process]
-    TagMode --> TokenExchange
-    TokenExchange --> TokenMethod{Token Method}
-    
-    TokenMethod -->|Custom token provided| UseCustom[Use Custom GitHub Token]
-    TokenMethod -->|No custom token| OIDC[Generate OIDC Token<br/>core.getIDToken()]
-    
-    OIDC --> Exchange[Exchange OIDC for App Token<br/>api.anthropic.com/api/github/github-app-token-exchange]
-    Exchange --> CreateOctokit[Create Authenticated Octokit Client<br/>REST + GraphQL]
-    UseCustom --> CreateOctokit
-    
-    %% Permission Checks
-    CreateOctokit --> PermCheck[Check Write Permissions<br/>Only for entity contexts]
-    PermCheck -->|No permissions| PermFail[❌ Exit: No write access]
-    PermCheck -->|Has permissions| TriggerCheck{Check Trigger Conditions}
-    
-    %% Trigger Validation
-    TriggerCheck -->|Agent Mode| AgentTrigger{Has explicit prompt?}
-    TriggerCheck -->|Tag Mode| TagTrigger{Contains @claude mention<br/>or assignment/label?}
-    
-    AgentTrigger -->|No prompt| NoTrigger[❌ Skip: No trigger found]
-    AgentTrigger -->|Has prompt| PrepareAgent[Prepare Agent Mode]
-    TagTrigger -->|No mention| NoTrigger
-    TagTrigger -->|Has mention| PrepareTag[Prepare Tag Mode]
-    
-    %% Mode-Specific Preparation
-    PrepareAgent --> AgentPrep[Agent Mode Preparation<br/>- Create prompt file<br/>- Setup MCP servers<br/>- No tracking comment]
-    PrepareTag --> TagPrep[Tag Mode Preparation<br/>- Create tracking comment<br/>- Setup branches<br/>- Fetch GitHub data<br/>- Setup MCP servers]
-    
-    %% Data Fetching (Tag Mode)
-    TagPrep --> DataFetch[Fetch GitHub Data<br/>GraphQL + REST API]
-    DataFetch --> FetchWhat{What to fetch?}
-    
-    FetchWhat -->|Pull Request| PRData[PR Data:<br/>- Comments & reviews<br/>- Changed files + SHAs<br/>- Commit history<br/>- Author info]
-    FetchWhat -->|Issue| IssueData[Issue Data:<br/>- Comments<br/>- Issue details<br/>- Author info]
-    
-    PRData --> ProcessImages[Process Images<br/>Download & convert to base64]
-    IssueData --> ProcessImages
-    ProcessImages --> SetupBranch[Setup Branch<br/>- Create Claude branch<br/>- Configure git auth]
-    
-    %% MCP Server Setup
-    AgentPrep --> MCPSetup[Setup MCP Servers]
-    SetupBranch --> MCPSetup
-    
-    MCPSetup --> MCPServers{MCP Servers}
-    MCPServers --> GitHubActions[GitHub Actions Server<br/>- Workflow data<br/>- CI results]
-    MCPServers --> GitHubComments[GitHub Comment Server<br/>- Comment operations]
-    MCPServers --> GitHubFiles[GitHub File Ops Server<br/>- File operations<br/>- Branch management]
-    MCPServers --> GitHubInline[GitHub Inline Comment Server<br/>- PR review comments]
-    
-    GitHubActions --> PromptGen[Generate Prompt]
-    GitHubComments --> PromptGen
-    GitHubFiles --> PromptGen
-    GitHubInline --> PromptGen
-    
-    %% Prompt Generation
-    PromptGen --> PromptType{Prompt Type}
-    PromptType -->|Agent Mode| AgentPrompt[Agent Prompt:<br/>- Direct user prompt<br/>- Minimal context]
-    PromptType -->|Tag Mode| TagPrompt[Tag Prompt:<br/>- Rich GitHub context<br/>- PR/Issue details<br/>- Changed files<br/>- Comments & reviews<br/>- Commit instructions]
-    
-    AgentPrompt --> ClaudeRun[Run Claude Code]
-    TagPrompt --> ClaudeRun
-    
-    %% Claude Execution
-    ClaudeRun --> ClaudeExec[Claude Code Execution<br/>base-action/src/index.ts]
-    ClaudeExec --> ClaudeArgs[Prepare Claude Args<br/>- Prompt file path<br/>- Custom claude_args<br/>- Output format: stream-json]
-    
-    ClaudeArgs --> ClaudeProvider{Provider}
-    ClaudeProvider -->|Default| AnthropicAPI[Anthropic API<br/>ANTHROPIC_API_KEY]
-    ClaudeProvider -->|Bedrock| AWSBedrock[AWS Bedrock<br/>OIDC + AWS credentials]
-    ClaudeProvider -->|Vertex| GCPVertex[GCP Vertex AI<br/>OIDC + GCP credentials]
-    
-    AnthropicAPI --> ClaudeProcess[Spawn Claude Process<br/>- Named pipe for input<br/>- Stream JSON output]
-    AWSBedrock --> ClaudeProcess
-    GCPVertex --> ClaudeProcess
-    
-    ClaudeProcess --> ClaudeTools[Claude Tool Usage<br/>- MCP tools<br/>- File operations<br/>- GitHub API calls<br/>- Bash commands]
-    
-    ClaudeTools --> ClaudeOutput[Claude Output Processing<br/>- Capture execution log<br/>- Parse JSON stream<br/>- Extract metrics]
-    
-    %% Post-Run Actions
-    ClaudeOutput --> PostRun{Post-Run Actions}
-    
-    PostRun -->|Success| Success[✅ Success Path]
-    PostRun -->|Failure| Failure[❌ Failure Path]
-    
-    Success --> UpdateComment[Update Tracking Comment<br/>- Job run link<br/>- Branch link<br/>- PR link (if created)<br/>- Execution metrics]
-    Failure --> UpdateComment
-    
-    UpdateComment --> BranchCleanup[Branch Cleanup<br/>- Check for changes<br/>- Delete empty branches<br/>- Keep branches with commits]
-    
-    BranchCleanup --> FormatReport[Format Execution Report<br/>- Parse conversation turns<br/>- Format tool usage<br/>- Add to GitHub step summary]
-    
-    FormatReport --> RevokeToken[Revoke App Token<br/>DELETE /installation/token]
-    
-    RevokeToken --> End([Action Complete])
-```
-
-## Key Components
-
-### 1. Token Exchange Process
-
-The action uses a secure OIDC token exchange system:
-
-1. **OIDC Token Generation**: `core.getIDToken("claude-code-github-action")`
-2. **Token Exchange**: POST to `https://api.anthropic.com/api/github/github-app-token-exchange`
-3. **Authentication**: Creates authenticated Octokit clients for GitHub API access
-
-**Security Benefits:**
-- Repository-scoped access
-- Time-limited tokens
-- Permission-limited (only configured GitHub App permissions)
-- Automatic token masking in logs
-
-### 2. Mode Detection
-
-The action automatically detects the appropriate execution mode:
-
-#### **Agent Mode**
-- **Trigger**: Explicit `prompt` input provided
-- **Use Case**: Direct automation, custom workflows
-- **Behavior**: Minimal context, direct execution
-- **Tracking**: No tracking comments
-
-#### **Tag Mode**  
-- **Trigger**: @claude mentions, issue assignments, or labels
-- **Use Case**: Interactive GitHub responses
-- **Behavior**: Rich context, comprehensive GitHub data
-- **Tracking**: Creates and updates tracking comments
-
-### 3. Data Fetching (Tag Mode)
-
-When in Tag Mode, the action fetches comprehensive GitHub context:
-
-#### **Pull Request Data:**
-- Comments and reviews (including inline comments)
-- Changed files with SHAs
-- Commit history and metadata
-- Author information
-- File diff data
-
-#### **Issue Data:**
-- Issue details and metadata  
-- All comments
-- Author information
-- Labels and assignments
-
-#### **Image Processing:**
-- Downloads images from GitHub
-- Converts to base64 for Claude
-- Maps original URLs to processed content
-
-### 4. MCP Server Integration
-
-The action sets up multiple MCP (Model Context Protocol) servers to provide Claude with GitHub capabilities:
-
-#### **GitHub Actions Server**
-- Access to workflow runs and CI data
-- Build status and test results
-- Artifact information
-
-#### **GitHub Comment Server**
-- Comment creation and updates
-- Issue and PR comment management
-
-#### **GitHub File Operations Server**
-- File reading and writing
-- Branch creation and management
-- Commit operations
-
-#### **GitHub Inline Comment Server**
-- PR review comment operations
-- Line-specific feedback
-
-### 5. Prompt Generation
-
-The action generates context-rich prompts based on the detected mode:
-
-#### **Agent Mode Prompts:**
-- Direct user prompt
-- Minimal GitHub context
-- Focused on specific task
-
-#### **Tag Mode Prompts:**
-- Comprehensive GitHub context
-- PR/Issue details and history
-- Changed files and diffs
-- Comment threads and reviews
-- Commit instructions and guidelines
-
-### 6. Claude Execution
-
-The action runs Claude Code through multiple provider options:
-
-#### **Provider Support:**
-- **Anthropic API** (default): Direct API access with API key
-- **AWS Bedrock**: OIDC authentication with AWS credentials
-- **GCP Vertex AI**: OIDC authentication with GCP credentials
-
-#### **Execution Process:**
-1. **Named Pipe Setup**: Creates pipe for prompt input
-2. **Process Spawning**: Spawns Claude Code process
-3. **Stream Processing**: Captures JSON stream output
-4. **Tool Integration**: Enables MCP tools and GitHub operations
-
-### 7. Post-Run Actions
-
-After Claude execution, the action performs comprehensive cleanup and reporting:
-
-#### **Comment Updates:**
-- Updates tracking comments with results
-- Adds job run links and execution metrics
-- Includes branch and PR links when created
-
-#### **Branch Management:**
-- Checks for actual changes in Claude branches
-- Deletes empty branches to avoid clutter
-- Preserves branches with meaningful commits
-
-#### **Report Generation:**
-- Parses execution logs and conversation turns
-- Formats tool usage and results
-- Adds formatted report to GitHub step summary
-
-#### **Security Cleanup:**
-- Revokes GitHub App installation token
-- Cleans up temporary files and processes
-
-## Security Considerations
-
-### **Access Control:**
-- Repository-scoped permissions only
-- Write access validation for actors
-- Bot user controls and allowlists
-
-### **Token Management:**
-- Short-lived installation tokens
-- Automatic token revocation after use
-- Secure OIDC-based exchange
-
-### **Permission Boundaries:**
-- Limited to configured GitHub App permissions
-- No cross-repository access
-- Scoped to specific repository operations
-
-## Integration Points
-
-### **With Pullfrog:**
-The Claude Code Action can be integrated with Pullfrog's workflow system, providing:
-- Standardized agent interaction patterns
-- Consistent GitHub integration
-- Reusable authentication flows
-- Common MCP server infrastructure
-
-### **With GitHub:**
-- Native GitHub Actions integration
-- Comprehensive API coverage (REST + GraphQL)
-- Proper webhook handling
-- Standard GitHub UI integration
-
-## Development Notes
-
-### **Key Files:**
-- `src/entrypoints/prepare.ts`: Main preparation logic
-- `src/modes/`: Mode detection and handling
-- `src/github/token.ts`: OIDC token exchange
-- `src/mcp/`: MCP server implementations
-- `base-action/`: Core Claude Code execution
-
-### **Testing:**
-- Unit tests for individual components
-- Integration tests for full workflows
-- Local testing with `act` tool
-- Comprehensive fixture support
-
-This architecture provides a robust, secure, and extensible foundation for Claude-GitHub integration while maintaining clear separation of concerns and comprehensive error handling.
diff --git a/README.md b/README.md
index d215ea3..d804de0 100644
--- a/README.md
+++ b/README.md
@@ -1,21 +1,126 @@
 # Pullfrog Action
 
-GitHub Action for running Claude Code and other agents via Pullfrog.
+GitHub Action for running AI agents via Pullfrog to automate development workflows.
 
-> **📖 Claude Code Action Architecture**: For a detailed technical overview of how the Claude Code Action works (token exchange, modes, data fetching, execution flow), see [CLAUDE-ACTION.md](./CLAUDE-ACTION.md).
+## What is Pullfrog?
 
-## Quick Start
+Pullfrog is a GitHub bot that brings the full power of your favorite coding agents into GitHub. It's open source and powered by GitHub Actions. 
 
-```bash
-# Install dependencies
-pnpm install
+Once configured, you can start triggering agent runs.
+
+- **Tag `@pullfrog`** — Tag `@pullfrog` in a comment anywhere in your repo. It will pull in any relevant context using the action's internal MCP server and perform the appropriate task.
+- **Prompt from the web** — Trigger arbitrary tasks from the Pullfrog dashboard
+- **Automated triggers** — Configure Pullfrog to trigger agent runs in response to specific events. Each of these triggers can be associated with custom prompt instructions. 
+  - issue created
+  - issue labeled
+  - PR created
+  - PR review created 
+  - PR review requested
+  - and more...
+
+Pullfrog is the bridge between GitHub and your preferred coding agents and GitHub. Use it for:
+ 
+- **Coding tasks** — Tell `@pullfrog` to implement something and it'll spin up a PR. If CI fails, it'll read the logs and attempt a fix automatically. It'll automatically address any PR reviews too.
+- **PR review** — Coding agents are great at reviewing PRs. Using the "PR created" trigger, you can configure Pullfrog to auto-review new PRs.
+- **Auto-respond to issues** — Via the "issue created" trigger, Pullfrog can automatically respond to common questions, create implementation plans, and link to related issues/PRs. Or (if you're feeling lucky) you can prompt it to immediately attempt a PR addressing new issues.
+- **Documentation** — 
+- **Enforce best practices** — Want to have the agent automatically add docs to all new PRs? 
+
+Features
+- **Agent-agnostic** — Switch between agents with the click of a radio button.
+- **
+
+## Get started
+
+
+Install the Pullfrog GitHub App on your personal or organization account. During installation you can choose to limit access to a specific repo or repos. After installation, you'll be redirected to the Pullfrog dashboard where you'll see an onboarding flow. This flow will create your `pullfrog.yml` workflow and prompt you to set up API keys. Once you finish those steps (2 minutes) you're ready to rock 🐸
+
+[Add to GitHub ➜]([https://](https://github.com/apps/pullfrog/installations/new))
+
+
+<details>
+<summary><strong>Manual Setup</strong></summary>
+
+You can also use the `pullfrog/action` Action without a GitHub App installation. This is more time-consuming to set up, and it places limitations on the actions your Agent will be capable of performing.
+
+To manually set up the Pullfrog action, you need to set up two workflow files in your repository: `pullfrog.yml` (the execution logic) and `triggers.yml` (the event triggers).
+
+#### 1. Create `pullfrog.yml`
+
+Create a file at `.github/workflows/pullfrog.yml`. This is a reusable workflow that runs the Pullfrog action.
+
+```yaml
+name: Pullfrog
+on:
+  workflow_dispatch:
+    inputs:
+      prompt:
+        type: string
+        description: "Agent prompt"
+  workflow_call:
+    inputs:
+      prompt:
+        description: "Agent prompt"
+        type: string
+
+permissions:
+  id-token: write
+  contents: read
+
+jobs:
+  pullfrog:
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout code
+        uses: actions/checkout@v4
+        with:
+          fetch-depth: 1
+      - name: Run agent
+        uses: pullfrog/action@main # Use a specific version tag in production
+        with:
+          prompt: ${{ inputs.prompt }}
+          anthropic_api_key: ${{ secrets.ANTHROPIC_API_KEY }}
+          # Add other keys as needed:
+          # openai_api_key: ${{ secrets.OPENAI_API_KEY }}
 ```
 
-## Testing with `play.ts`
+#### 2. Create `triggers.yml`
 
-```bash
-pnpm play                        # Uses fixtures/play.txt
+Create a file at `.github/workflows/triggers.yml`. This workflow listens for GitHub events and calls the `pullfrog.yml` workflow with the event data.
+
+```yaml
+name: Agent Triggers
+
+on:
+  issue_comment:
+    types: [created]
+  pull_request_review_comment:
+    types: [created]
+  issues:
+    types: [opened, assigned]
+  pull_request_review:
+    types: [submitted]
+  # add other triggers as needed
+  
+
+jobs:
+  pullfrog:
+    
+    # trigger conditions (e.g. only run if @pullfrog is mentioned)
+    if: contains(github.event.comment.body, '@pullfrog') || contains(github.event.issue.body, '@pullfrog')
+    
+    permissions:
+      id-token: write
+      contents: write
+      issues: write
+      pull-requests: write
+      actions: read
+      checks: read
+    uses: ./.github/workflows/pullfrog.yml
+    with:
+      # pass the full event payload as the prompt
+      prompt: ${{ toJSON(github.event) }}
+    secrets: inherit
 ```
-- Clones the scratch repository to `.temp`
-- Runs Claude Code directly on your machine
-- Fast iteration for development
+
+</details>