---
name: agentation
description: Visual UI annotation tool for AI agents. Drop the React toolbar into any app — humans click elements and leave feedback, agents receive structured CSS selectors, bounding boxes, and React component trees to find exact code. Supports MCP watch-loop, platform-specific hooks (Claude Code / Codex / Gemini CLI / OpenCode), webhook delivery, and autonomous self-driving critique with agent-browser.
compatibility: React 18+, Node.js 18+
allowed-tools: Read Write Bash Grep Glob
metadata:
tags: ui-feedback, browser-annotation, visual-feedback, mcp, react, ai-agent, design-review, css-selector
platforms: Claude Code, Codex, Gemini CLI, OpenCode, Cursor, Windsurf, ChatGPT
keyword: agentation
version: 1.0.0
source: benjitaylor/agentation
---
# agentation — Visual UI Feedback Bridge for AI Agents
> **The missing link between human eyes and agent code.**
>
> Instead of describing "the blue button in the sidebar," you hand the agent `.sidebar > button.primary`. It can `grep` for that directly.
---
## When to use this skill
- Human needs to point at a UI element and give feedback — without writing selectors
- Running iterative UI/UX review cycles between human and coding agent
- Building a watch-loop where agent auto-fixes every annotation a human leaves
- Capturing CSS selectors, bounding boxes, and React component trees for precise code targeting
- Autonomous design critique via `agent-browser` + self-driving pattern
- Integrating visual feedback into agent hooks so annotations auto-appear in agent context
---
## 1. Architecture
```
agentation (monorepo)
├── agentation → npm: agentation (React toolbar component)
│ └── src/index.ts → exports Agentation component + types + utilities
└── agentation-mcp → npm: agentation-mcp (MCP server + CLI)
├── src/cli.ts → agentation-mcp CLI (init, server, doctor)
└── src/server/ → HTTP REST API (port 4747) + SSE events + MCP stdio tools
```
**Two modes of operation:**
| Mode | How it works |
|------|-------------|
| **Copy-Paste** | Human annotates → clicks Copy → pastes markdown into agent chat |
| **Agent Sync** | `endpoint` prop connects toolbar to MCP server → agent uses `agentation_watch_annotations` loop |
---
## 2. Installation
### 2.1 React Component (toolbar)
```bash
npm install agentation -D
# or: pnpm add agentation -D / yarn add agentation -D / bun add agentation -D
```
**Requirements**: React 18+, desktop browser, zero runtime deps beyond React (desktop only — no mobile)
> 🔗 **Local-first by design**: Annotations are stored locally and auto-sync when connected to the MCP server.
> - **Offline operation** — Annotations can be created without a server
> - **Session continuity** — Same session persists after page refresh, no duplicates
> - **Agent-first** — resolve/dismiss is handled by the agent
### 2.2 MCP Server — Universal Setup (Recommended)
> **Fastest method** — Auto-detects all installed agents and configures them (Claude Code, Cursor, Codex, Windsurf, and 9+ more agents):
```bash
npx add-mcp "npx -y agentation-mcp server"
```
Or install manually:
```bash
npm install agentation-mcp -D
npx agentation-mcp server # HTTP :4747 + MCP stdio
npx agentation-mcp server --port 8080 # custom port
npx agentation-mcp doctor # verify setup
```
### 2.3 Claude Code — Official Skill (Minimal Setup)
> Recommended for Claude Code users — automatically handles framework detection, package installation, and layout integration:
```bash
npx skills add benjitaylor/agentation
# then in Claude Code:
/agentation
```
---
## 3. React Component Setup
### Basic (Copy-Paste mode — no server needed)
```tsx
import { Agentation } from 'agentation';
function App() {
return (
<>
{process.env.NODE_ENV === 'development' && }
>
);
}
```
### Next.js App Router
```tsx
// app/layout.tsx
import { Agentation } from 'agentation';
export default function RootLayout({ children }: { children: React.ReactNode }) {
return (
{children}
{process.env.NODE_ENV === 'development' && (
)}
);
}
```
### Next.js Pages Router
```tsx
// pages/_app.tsx
import { Agentation } from 'agentation';
export default function App({ Component, pageProps }) {
return (
<>
{process.env.NODE_ENV === 'development' && (
)}
>
);
}
```
### Full Props Reference
| Prop | Type | Default | Description |
|------|------|---------|-------------|
| `endpoint` | `string` | — | MCP server URL for Agent Sync mode |
| `sessionId` | `string` | — | Pre-existing session ID to join |
| `onAnnotationAdd` | `(a: Annotation) => void` | — | Callback when annotation created |
| `onAnnotationDelete` | `(a: Annotation) => void` | — | Callback when annotation deleted |
| `onAnnotationUpdate` | `(a: Annotation) => void` | — | Callback when annotation edited |
| `onAnnotationsClear` | `(a: Annotation[]) => void` | — | Callback when all cleared |
| `onCopy` | `(markdown: string) => void` | — | Callback with markdown on copy |
| `onSubmit` | `(output: string, annotations: Annotation[]) => void` | — | On "Send Annotations" click |
| `copyToClipboard` | `boolean` | `true` | Set false to suppress clipboard write |
| `onSessionCreated` | `(sessionId: string) => void` | — | Called on new session creation |
| `webhookUrl` | `string` | — | Webhook URL to receive annotation events |
---
## 4. MCP Server Setup — All Platforms
**Fastest method — Universal (auto-detects 9+ agents):**
```bash
npx add-mcp "npx -y agentation-mcp server"
```
> [add-mcp](https://github.com/neondatabase/add-mcp) auto-detects Claude Code, Cursor, Codex, Windsurf, and more, writing directly to the correct config.
**Start server / verify:**
```bash
npx agentation-mcp server # HTTP :4747 + MCP stdio
npx agentation-mcp server --port 8080 # custom port
npx agentation-mcp doctor # verify setup
```
---
### Claude Code (`.claude/`)
**Minimal setup — Official Claude Code Skill (Recommended):**
```bash
npx skills add benjitaylor/agentation
# In Claude Code:
/agentation
```
**Universal MCP auto-setup (Claude Code + 9+ agents):**
```bash
npx add-mcp "npx -y agentation-mcp server"
```
**Interactive wizard (Claude Code only):**
```bash
npx agentation-mcp init
```
**Option A — CLI (recommended):**
```bash
claude mcp add agentation -- npx -y agentation-mcp server
```
**Option B — config file** (`~/.claude/claude_desktop_config.json` for global, or `.claude/mcp.json` for project-level):
```json
{
"mcpServers": {
"agentation": {
"command": "npx",
"args": ["-y", "agentation-mcp", "server"]
}
}
}
```
**Interactive wizard (Claude Code only):**
```bash
npx agentation-mcp init
```
**UserPromptSubmit hook** — auto-inject pending annotations on every message.
Add to `.claude/settings.json` (project) or `~/.claude/settings.json` (global):
```json
{
"hooks": {
"UserPromptSubmit": [
{
"type": "command",
"command": "curl -sf --connect-timeout 1 http://localhost:4747/pending 2>/dev/null | python3 -c \"import sys,json;d=json.load(sys.stdin);c=d['count'];exit(0)if c==0 else[print(f'\\n=== AGENTATION: {c} UI annotations ===\\n'),*[print(f\\\"[{i+1}] {a['element']} ({a['elementPath']})\\n {a['comment']}\\n\\\")for i,a in enumerate(d['annotations'])],print('=== END ===\\n')]\" 2>/dev/null;exit 0"
}
]
}
}
```
---
### Codex CLI (`~/.codex/`)
Add to `~/.codex/config.toml`:
```toml
# Agentation MCP Server
[[mcp_servers]]
name = "agentation"
command = "npx"
args = ["-y", "agentation-mcp", "server"]
# Optional: teach Codex about watch-loop
developer_instructions = """
When user says "watch mode" or "agentation watch", call agentation_watch_annotations in a loop.
For each annotation: acknowledge it, fix the code using the elementPath CSS selector, resolve with summary.
"""
```
Restart Codex CLI after editing `config.toml`.
---
### Gemini CLI (`~/.gemini/`)
**Option A — CLI:**
```bash
gemini mcp add agentation npx -y agentation-mcp server
# or with explicit scope
gemini mcp add -s user agentation npx -y agentation-mcp server
```
**Option B — config file** (`~/.gemini/settings.json` for global, `.gemini/settings.json` for project):
```json
{
"mcpServers": {
"agentation": {
"command": "npx",
"args": ["-y", "agentation-mcp", "server"]
}
}
}
```
**AfterAgent hook** — trigger annotation check after each agent turn:
```json
{
"mcpServers": {
"agentation": {
"command": "npx",
"args": ["-y", "agentation-mcp", "server"]
}
},
"hooks": {
"AfterAgent": [
{
"matcher": "",
"hooks": [
{
"type": "command",
"command": "curl -sf --connect-timeout 1 http://localhost:4747/pending 2>/dev/null | python3 -c \"import sys,json;d=json.load(sys.stdin);c=d.get('count',0);[print(f'[agentation] {c} pending annotations'),exit(1)]if c>0 else exit(0)\" 2>/dev/null;exit 0",
"description": "Check for pending agentation annotations"
}
]
}
]
}
}
```
---
### OpenCode (`~/.config/opencode/`)
Add to `~/.config/opencode/opencode.json`:
```json
{
"mcp": {
"agentation": {
"type": "local",
"command": ["npx", "-y", "agentation-mcp", "server"]
}
}
}
```
With environment variables:
```json
{
"mcp": {
"agentation": {
"type": "local",
"command": ["npx", "-y", "agentation-mcp", "server"],
"environment": {
"AGENTATION_STORE": "sqlite",
"AGENTATION_EVENT_RETENTION_DAYS": "7"
}
}
}
}
```
Restart OpenCode after editing. MCP tools (`agentation_*`) will be available immediately.
---
### Universal (npx add-mcp)
Works for any MCP-compatible agent:
```bash
npx add-mcp "npx -y agentation-mcp server"
```
---
### Quick-Setup Script
Save and run `bash setup-agentation-mcp.sh [--all | --claude | --codex | --gemini | --opencode]`:
```bash
#!/usr/bin/env bash
# setup-agentation-mcp.sh — Register agentation MCP for all agent platforms
set -euo pipefail
SETUP_CLAUDE=false; SETUP_CODEX=false; SETUP_GEMINI=false; SETUP_OPENCODE=false
while [[ $# -gt 0 ]]; do
case "$1" in
--claude) SETUP_CLAUDE=true ;;
--codex) SETUP_CODEX=true ;;
--gemini) SETUP_GEMINI=true ;;
--opencode) SETUP_OPENCODE=true ;;
--all) SETUP_CLAUDE=true; SETUP_CODEX=true; SETUP_GEMINI=true; SETUP_OPENCODE=true ;;
esac
shift
done
[[ "$SETUP_CLAUDE$SETUP_CODEX$SETUP_GEMINI$SETUP_OPENCODE" == "falsefalsefalsefalse" ]] && \
SETUP_CLAUDE=true && SETUP_CODEX=true && SETUP_GEMINI=true && SETUP_OPENCODE=true
MCP_JSON='"agentation": {"command": "npx", "args": ["-y", "agentation-mcp", "server"]}'
# Claude Code
if [[ "$SETUP_CLAUDE" == "true" ]]; then
mkdir -p ~/.claude
CFG=~/.claude/claude_desktop_config.json
if [[ -f "$CFG" ]] && command -v jq &>/dev/null; then
jq ".mcpServers += {$MCP_JSON}" "$CFG" > "$CFG.tmp" && mv "$CFG.tmp" "$CFG"
else
echo "{\"mcpServers\": {$MCP_JSON}}" > "$CFG"
fi
echo "✅ Claude Code: $CFG"
fi
# Codex CLI
if [[ "$SETUP_CODEX" == "true" ]]; then
mkdir -p ~/.codex
CFG=~/.codex/config.toml
if ! grep -q "agentation" "$CFG" 2>/dev/null; then
printf '\n[[mcp_servers]]\nname = "agentation"\ncommand = "npx"\nargs = ["-y", "agentation-mcp", "server"]\n' >> "$CFG"
fi
echo "✅ Codex CLI: $CFG"
fi
# Gemini CLI
if [[ "$SETUP_GEMINI" == "true" ]]; then
mkdir -p ~/.gemini
CFG=~/.gemini/settings.json
if [[ -f "$CFG" ]] && command -v jq &>/dev/null; then
jq ".mcpServers += {$MCP_JSON}" "$CFG" > "$CFG.tmp" && mv "$CFG.tmp" "$CFG"
else
echo "{\"mcpServers\": {$MCP_JSON}}" > "$CFG"
fi
echo "✅ Gemini CLI: $CFG"
fi
# OpenCode
if [[ "$SETUP_OPENCODE" == "true" ]]; then
mkdir -p ~/.config/opencode
CFG=~/.config/opencode/opencode.json
ENTRY='"agentation": {"type": "local", "command": ["npx", "-y", "agentation-mcp", "server"]}'
if [[ -f "$CFG" ]] && command -v jq &>/dev/null; then
jq ".mcp += {$ENTRY}" "$CFG" > "$CFG.tmp" && mv "$CFG.tmp" "$CFG"
else
echo "{\"mcp\": {$ENTRY}}" > "$CFG"
fi
echo "✅ OpenCode: $CFG"
fi
echo ""
echo "Done. Restart your agent(s) and run: npx agentation-mcp server"
```
---
## 5. MCP Tools (Agent API)
| Tool | Parameters | Description |
|------|-----------|-------------|
| `agentation_list_sessions` | none | List all active annotation sessions |
| `agentation_get_session` | `sessionId: string` | Get session with all annotations |
| `agentation_get_pending` | `sessionId: string` | Get pending annotations for a session |
| `agentation_get_all_pending` | none | Get pending annotations across ALL sessions |
| `agentation_acknowledge` | `annotationId: string` | Mark annotation as acknowledged (agent is working on it) |
| `agentation_resolve` | `annotationId: string, summary?: string` | Mark as resolved with optional summary |
| `agentation_dismiss` | `annotationId: string, reason: string` | Dismiss with required reason |
| `agentation_reply` | `annotationId: string, message: string` | Add reply to annotation thread |
| `agentation_watch_annotations` | `sessionId?: string, batchWindowSeconds?: number (default 10, max 60), timeoutSeconds?: number (default 120, max 300)` | **Block until new annotations arrive** — core watch-loop tool |
---
## 6. Workflow Patterns
### Pattern 1: Copy-Paste (Simplest, No Server)
```
1. Human opens app in browser
2. Clicks agentation toolbar → activates
3. Clicks element → adds comment → clicks Copy
4. Pastes markdown output into agent chat
5. Agent receives CSS selectors, elementPath, boundingBox
6. Agent greps/edits code using selector
```
### Pattern 2: MCP Watch Loop (Recommended for iterative review)
```
Agent: agentation_watch_annotations (blocks up to 120s)
→ Human adds annotation in browser
→ Agent receives batch immediately
→ Agent: agentation_acknowledge(annotationId)
→ Agent makes code changes using elementPath as grep target
→ Agent: agentation_resolve(annotationId, "Changed button color to #3b82f6")
→ Agent: agentation_watch_annotations (loops again)
```
**CLAUDE.md / GEMINI.md / Codex developer_instructions — add for automated watch:**
```markdown
When I say "watch mode" or "agentation watch", call agentation_watch_annotations in a loop.
For each annotation received:
1. Call agentation_acknowledge(annotationId)
2. Use elementPath to locate the code: Grep(elementPath) or search codebase for CSS class
3. Make the minimal change described in the comment
4. Call agentation_resolve(annotationId, "")
Continue watching until I say stop, or until timeout.
```
### Pattern 3: Platform-Specific Hook (Passive Injection)
The hook from Section 4 auto-appends pending annotations to every agent message — no "watch mode" needed. Works across all platforms.
### Pattern 4: Autonomous Self-Driving Critique
Two-agent setup for fully autonomous UI review cycles:
**Session 1 (Critic — uses `agent-browser`):**
```bash
# Start headed browser pointing at your dev server
agent-browser open http://localhost:3000
agent-browser snapshot -i
# Agent navigates, clicks elements via agentation toolbar, adds critique
# Annotations flow to agentation MCP server automatically
```
**Session 2 (Fixer — watches MCP):**
```
agentation_watch_annotations → receives critique → acknowledge → edit → resolve → loop
```
### Pattern 5: Webhook Integration
```tsx
# or env var:
# AGENTATION_WEBHOOK_URL=https://your-server.com/webhook
```
---
## 7. Annotation Type (Full Schema)
```typescript
type Annotation = {
// Core
id: string;
x: number; // % of viewport width (0-100)
y: number; // px from document top
comment: string; // User's feedback text
element: string; // Tag name: "button", "div", etc.
elementPath: string; // CSS selector: "body > main > button.cta" ← grep target
timestamp: number;
// Context
selectedText?: string;
boundingBox?: { x: number; y: number; width: number; height: number };
nearbyText?: string;
cssClasses?: string;
nearbyElements?: string;
computedStyles?: string;
fullPath?: string;
accessibility?: string;
reactComponents?: string; // "App > Dashboard > Button" ← component grep target
isMultiSelect?: boolean;
isFixed?: boolean;
// Lifecycle (server-synced)
sessionId?: string;
url?: string;
intent?: "fix" | "change" | "question" | "approve";
severity?: "blocking" | "important" | "suggestion";
status?: "pending" | "acknowledged" | "resolved" | "dismissed";
thread?: ThreadMessage[];
createdAt?: string;
updatedAt?: string;
resolvedAt?: string;
resolvedBy?: "human" | "agent";
};
```
**Annotation lifecycle:**
```
pending → acknowledged → resolved
↘ dismissed (requires reason)
```
---
## 8. HTTP REST API (port 4747)
```bash
# Sessions
POST /sessions # Create session
GET /sessions # List all sessions
GET /sessions/:id # Get session + annotations
# Annotations
POST /sessions/:id/annotations # Add annotation
GET /annotations/:id # Get annotation
PATCH /annotations/:id # Update annotation
DELETE /annotations/:id # Delete annotation
GET /sessions/:id/pending # Pending for session
GET /pending # ALL pending across sessions
# Events (SSE streaming)
GET /sessions/:id/events # Session stream
GET /events # Global stream (?domain=filter)
# Health
GET /health
GET /status
```
---
## 9. Environment Variables
| Variable | Description | Default |
|----------|-------------|---------|
| `AGENTATION_STORE` | `memory` or `sqlite` | `sqlite` |
| `AGENTATION_WEBHOOK_URL` | Single webhook URL | — |
| `AGENTATION_WEBHOOKS` | Comma-separated webhook URLs | — |
| `AGENTATION_EVENT_RETENTION_DAYS` | Days to keep events | `7` |
SQLite storage: `~/.agentation/store.db`
---
## 10. Programmatic Utilities
```typescript
import {
identifyElement, identifyAnimationElement,
getElementPath, getNearbyText, getElementClasses,
isInShadowDOM, getShadowHost, closestCrossingShadow,
loadAnnotations, saveAnnotations, getStorageKey,
type Annotation, type Session, type ThreadMessage,
} from 'agentation';
```
---
## 11. Platform Support Matrix
| Platform | Config File | MCP Key | Hook |
|----------|------------|---------|------|
| **Claude Code** | `~/.claude/claude_desktop_config.json` | `mcpServers` | `hooks.UserPromptSubmit` in `settings.json` |
| **Codex CLI** | `~/.codex/config.toml` | `[[mcp_servers]]` (TOML) | `developer_instructions` + `notify` |
| **Gemini CLI** | `~/.gemini/settings.json` | `mcpServers` | `hooks.AfterAgent` in `settings.json` |
| **OpenCode** | `~/.config/opencode/opencode.json` | `mcp` (`type: "local"`) | Skills system (no hook needed) |
| **Cursor / Windsurf** | `.cursor/mcp.json` / `.windsurf/mcp.json` | `mcpServers` | — |
---
## Best practices
1. Always gate `` with `NODE_ENV === 'development'` — never ship to production
2. Use MCP watch-loop over copy-paste for iterative cycles — eliminates context switching
3. Call `agentation_acknowledge` immediately when starting a fix — signals human
4. Include a `summary` in `agentation_resolve` — gives human traceability
5. Process `severity: "blocking"` annotations first in the watch loop
6. Use `elementPath` as the primary grep/search target in code — it's a valid CSS selector
7. Use `reactComponents` field when the codebase is React — matches component names directly
8. Add the appropriate hook for your platform (Section 4) for zero-friction passive injection
9. For autonomous self-driving, use `agent-browser` in headed mode with `agentation` mounted
---
## 12. jeo Integration (annotate keyword)
> agentation integrates as the **VERIFY_UI** phase of the jeo skill.
> This follows the same pattern as plannotator operating in `planui` / `ExitPlanMode`.
> `annotate` is the primary keyword. `agentui` is kept as a backward-compatible alias.
### How it works
```
plannotator (planui): agentation (annotate):
Write plan.md Mount in app UI
↓ blocking ↓ blocking
Run plannotator agentation_watch_annotations
↓ ↓
Approve/Feedback in UI Create annotation in UI
↓ ↓
Confirm approved:true annotation ack→fix→resolve
↓ ↓
Enter EXECUTE Next step or loop
```
### Trigger Keywords
| Keyword | Platform | Action |
|--------|----------|------|
| `annotate` | Claude Code | `agentation_watch_annotations` MCP blocking call |
| `annotate` | Codex | `ANNOTATE_READY` signal → `jeo-notify.py` HTTP polling |
| `annotate` | Gemini | GEMINI.md instruction: HTTP REST polling pattern |
| `/jeo-annotate` | OpenCode | opencode.json `mcp.agentation` + instructions |
| `agentui` *(deprecated)* | All platforms | Same behavior as above — backward-compatible alias |
| `UI review` | All platforms | Same as `annotate` |
### Using with jeo
```bash
# 1. agentation auto-registered when installing jeo
bash .agent-skills/jeo/scripts/install.sh --with-agentation
# Or full install:
bash .agent-skills/jeo/scripts/install.sh --all
# 2. Mount agentation component in app
# app/layout.tsx or pages/_app.tsx:
#
# 3. Start MCP server
npx agentation-mcp server
# 4. Enter annotate keyword in agent → watch loop starts (agentui also works as backward-compatible alias)
# Claude Code: direct MCP tool call
# Codex: output ANNOTATE_READY (or AGENTUI_READY) → notify hook auto-polls
# Gemini: GEMINI.md HTTP polling pattern
# OpenCode: /jeo-annotate slash command (or /jeo-agentui — deprecated)
```
### Separation from plannotator (Phase Guard)
plannotator and agentation use the same blocking loop pattern but **only operate in different phases**:
| Tool | Allowed phase | Hook Guard |
|------|-----------|------------|
| **plannotator** | `plan` only | `jeo-state.json` → `phase === "plan"` |
| **agentation** | `verify` / `verify_ui` only | `jeo-state.json` → `phase === "verify_ui"` |
Each platform's hook script checks the `phase` field in `jeo-state.json` to prevent execution in the wrong phase.
Without this guard, both tools could run simultaneously in Gemini's `AfterAgent` hook.
### Pre-flight Check
3-step check before entering VERIFY_UI:
1. **Server status**: `GET /health` — whether agentation-mcp server is running
2. **Session exists**: `GET /sessions` — whether `` component is mounted
3. **Pending annotations**: `GET /pending` — number of annotations to process
After passing, set `phase` in `jeo-state.json` to `"verify_ui"` and `agentation.active` to `true`.
### Loop Verification Test
```bash
# Run agentation watch loop integration test
bash .agent-skills/agentation/scripts/verify-loop.sh
# Quick test (skip error cases)
bash .agent-skills/agentation/scripts/verify-loop.sh --quick
```
4-step verification: Server Health → Annotation CRUD → ACK-RESOLVE Cycle → Error Cases
### Evaluation Flow (jeo VERIFY_UI phase)
```
jeo ""
│
[1] PLAN (plannotator loop) ← approve plan.md
[2] EXECUTE (team/bmad)
[3] VERIFY
├─ agent-browser snapshot
├─ Pre-flight check (server + session + pending)
└─ annotate → VERIFY_UI (agentation loop) ← this phase (agentui also backward-compatible)
├─ ACK → FIND → FIX → RESOLVE
├─ RE-SNAPSHOT (agent-browser) ← re-check after fix
└─ update agentation fields in jeo-state.json
[4] CLEANUP
```
> For detailed jeo integration: see [jeo SKILL.md](../jeo/SKILL.md) Section 3.3.1 detailed workflow
## References
- [agentation repo](https://github.com/benjitaylor/agentation)
- [agentation npm](https://www.npmjs.com/package/agentation)
- [agentation-mcp npm](https://www.npmjs.com/package/agentation-mcp)
- [Gemini CLI MCP docs](https://github.com/google-gemini/gemini-cli/blob/main/docs/tools/mcp-server.md)
- [agent-browser skill](../agent-browser/SKILL.md)
## Metadata
- Version: 1.1.0
- Source: benjitaylor/agentation (PolyForm Shield 1.0.0)
- Packages: `agentation@2.2.1`, `agentation-mcp@1.2.0`
- Last updated: 2026-03-05
- Scope: UI annotation bridge for human-agent feedback loops — Claude Code, Codex, Gemini CLI, OpenCode