Neonous
--- name: neonous description: Operate the Neonous AI agent platform — create agents, chat, manage tools, run workflows. version: 1.0.0 metadata: openclaw: requires: env: - NEONO
Description
name: neonous description: Operate the Neonous AI agent platform — create agents, chat, manage tools, run workflows. version: 1.0.0 metadata: openclaw: requires: env: - NEONOUS_API_KEY - NEONOUS_URL bins: - curl - jq primaryEnv: NEONOUS_API_KEY emoji: "🧠" homepage: https://neonous-ai.com
Neonous Skill
You can operate the Neonous AI agent platform on behalf of the user. Neonous lets users create, configure, and deploy AI agents through a web interface — with tools, MCP servers, workflows, templates, and more.
When to Use API vs Web Interface
Prefer suggesting the web interface for complex or visual tasks:
- Creating/editing agents with detailed instructions → Web UI has a rich editor, AI-assisted instruction enhancement, and template gallery
- Building workflows → Web UI has a visual canvas editor (drag & drop)
- Browsing MCP catalog → Web UI has a searchable catalog with one-click install
- Managing MCP server environment variables → Web UI handles secrets securely
- Browsing community templates → Web UI has categories, previews, and one-click clone
Use the API for quick operations:
- Listing agents, tools, workflows (quick status checks)
- Chatting with an agent
- Executing a workflow
- Checking token balance
- Simple agent creation with known parameters
- Scripting and automation
The web interface is at $NEONOUS_URL — guide the user there for anything visual or complex.
Authentication
All API requests require the user's API key:
-H "x-api-key: $NEONOUS_API_KEY"
Base URL: $NEONOUS_URL (e.g., https://app.neonous-ai.com).
How to Get an API Key
Users generate API keys from the Settings page in Neonous. The key starts with nn_ and is only shown once. If not set up yet:
- Log in to Neonous at
$NEONOUS_URL - Go to Settings > API Keys
- Click Create API Key, give it a name
- Copy the key (won't be shown again) and set it as
NEONOUS_API_KEY
Agents
List Agents
curl -s "$NEONOUS_URL/custom/builder/agents" \
-H "x-api-key: $NEONOUS_API_KEY" | jq '.[]| {id, name, model, enabled}'
Get Agent Details
curl -s "$NEONOUS_URL/custom/builder/agents/<AGENT_ID>" \
-H "x-api-key: $NEONOUS_API_KEY" | jq .
Returns full config including instructions, predefined_tools, custom_tools, mcp_servers.
List Available Models
Always fetch models before creating an agent — do not hardcode model IDs:
curl -s "$NEONOUS_URL/custom/builder/agents/available-models" \
-H "x-api-key: $NEONOUS_API_KEY" | jq '.models[]| {id, provider, display_name, is_default}'
Use the model marked is_default: true unless the user requests a specific one.
List Available Tools
curl -s "$NEONOUS_URL/custom/builder/agents/available-tools" \
-H "x-api-key: $NEONOUS_API_KEY" | jq '.tools[]| {id, name, description}'
Returns pre-defined tools that can be assigned to agents via predefined_tools.
Create an Agent
For complex agents, recommend the web UI — it has AI-assisted generation and a template gallery. For simple agents via API:
curl -s -X POST "$NEONOUS_URL/custom/builder/agents" \
-H "x-api-key: $NEONOUS_API_KEY" \
-H "Content-Type: application/json" \
-d '{
"name": "My Agent",
"description": "A helpful assistant",
"instructions": "You are a helpful assistant that...",
"model": "<MODEL_ID from available-models>",
"enabled": true,
"predefined_tools": [],
"custom_tools": [],
"mcp_servers": []
}' | jq .
AI-Generate Agent Config
Let Neonous AI generate a full agent config from a name and description:
curl -s -X POST "$NEONOUS_URL/custom/builder/agents/generate" \
-H "x-api-key: $NEONOUS_API_KEY" \
-H "Content-Type: application/json" \
-d '{
"name": "Code Reviewer",
"description": "Reviews pull requests and suggests improvements"
}' | jq .
Returns a complete agent config (name, instructions, model, tools) ready to use with the create endpoint.
AI-Enhance Instructions
Improve existing agent instructions with AI:
curl -s -X POST "$NEONOUS_URL/custom/builder/enhance-instructions" \
-H "x-api-key: $NEONOUS_API_KEY" \
-H "Content-Type: application/json" \
-d '{"instructions": "You help with code"}' | jq '.enhanced'
Update an Agent
curl -s -X PUT "$NEONOUS_URL/custom/builder/agents/<AGENT_ID>" \
-H "x-api-key: $NEONOUS_API_KEY" \
-H "Content-Type: application/json" \
-d '{
"name": "Updated Name",
"instructions": "Updated instructions..."
}' | jq .
Only include fields you want to change.
Delete an Agent
curl -s -X DELETE "$NEONOUS_URL/custom/builder/agents/<AGENT_ID>" \
-H "x-api-key: $NEONOUS_API_KEY" | jq .
Chat
Chat with an Agent
Non-streaming generate endpoint — returns a complete JSON response:
curl -s -X POST "$NEONOUS_URL/custom/builder/chat/generate" \
-H "x-api-key: $NEONOUS_API_KEY" \
-H "x-agent-id: <AGENT_ID>" \
-H "Content-Type: application/json" \
-d '{"messages": [{"role": "user", "content": "Hello, what can you do?"}]}' | jq .
Response:
{
"response": "Hi! I can help you with...",
"usage": { "inputTokens": 42, "outputTokens": 18, "totalTokens": 60 }
}
For multi-turn conversations, include the full message history:
curl -s -X POST "$NEONOUS_URL/custom/builder/chat/generate" \
-H "x-api-key: $NEONOUS_API_KEY" \
-H "x-agent-id: <AGENT_ID>" \
-H "Content-Type: application/json" \
-d '{
"messages": [
{"role": "user", "content": "What is 2+2?"},
{"role": "assistant", "content": "4"},
{"role": "user", "content": "Multiply that by 10"}
]
}' | jq .
List Chat Sessions
curl -s "$NEONOUS_URL/custom/builder/chat/sessions" \
-H "x-api-key: $NEONOUS_API_KEY" | jq '.sessions[]| {id, title, agentId, created_at}'
Filter by agent: append ?agentId=<AGENT_ID>.
Get Chat Session (with Messages)
curl -s "$NEONOUS_URL/custom/builder/chat/sessions/<SESSION_ID>" \
-H "x-api-key: $NEONOUS_API_KEY" | jq .
Create a Chat Session
curl -s -X POST "$NEONOUS_URL/custom/builder/chat/sessions" \
-H "x-api-key: $NEONOUS_API_KEY" \
-H "Content-Type: application/json" \
-d '{"agentId": "<AGENT_ID>", "title": "My Session"}' | jq .
Delete a Chat Session
curl -s -X DELETE "$NEONOUS_URL/custom/builder/chat/sessions/<SESSION_ID>" \
-H "x-api-key: $NEONOUS_API_KEY" | jq .
MCP Servers
For adding MCP servers, recommend the web UI — it has a searchable catalog with one-click install and secure environment variable management.
List MCP Servers
curl -s "$NEONOUS_URL/custom/builder/mcp" \
-H "x-api-key: $NEONOUS_API_KEY" | jq '.[]| {id, name, type, enabled}'
Get MCP Server Details
curl -s "$NEONOUS_URL/custom/builder/mcp/<MCP_ID>" \
-H "x-api-key: $NEONOUS_API_KEY" | jq .
List Tools from an MCP Server
curl -s "$NEONOUS_URL/custom/builder/mcp/<MCP_ID>/tools" \
-H "x-api-key: $NEONOUS_API_KEY" | jq '.tools[]| {name, description}'
Add an MCP Server (stdio)
curl -s -X POST "$NEONOUS_URL/custom/builder/mcp" \
-H "x-api-key: $NEONOUS_API_KEY" \
-H "Content-Type: application/json" \
-d '{
"id": "my-mcp",
"name": "My MCP Server",
"description": "Provides extra tools",
"config": {
"connectionType": "stdio",
"command": "npx",
"args": ["-y", "@example/mcp-server"],
"envVars": []
}
}' | jq .
Add an MCP Server (http)
curl -s -X POST "$NEONOUS_URL/custom/builder/mcp" \
-H "x-api-key: $NEONOUS_API_KEY" \
-H "Content-Type: application/json" \
-d '{
"id": "my-http-mcp",
"name": "My HTTP MCP",
"config": {
"connectionType": "http",
"url": "https://mcp.example.com/sse",
"headers": {}
}
}' | jq .
Delete an MCP Server
curl -s -X DELETE "$NEONOUS_URL/custom/builder/mcp/<MCP_ID>" \
-H "x-api-key: $NEONOUS_API_KEY" | jq .
Add ?force=true to delete even if agents are using it.
Test MCP Server Connection
curl -s -X POST "$NEONOUS_URL/custom/builder/mcp/<MCP_ID>/test" \
-H "x-api-key: $NEONOUS_API_KEY" | jq .
Workflows
For building workflows, always recommend the web UI — it has a visual drag-and-drop canvas editor that's far easier than raw JSON.
List Workflows
curl -s "$NEONOUS_URL/custom/builder/workflows" \
-H "x-api-key: $NEONOUS_API_KEY" | jq '.[]| {id, name, enabled}'
Get Workflow Details
curl -s "$NEONOUS_URL/custom/builder/workflows/<WORKFLOW_ID>" \
-H "x-api-key: $NEONOUS_API_KEY" | jq .
Execute a Workflow
curl -s -X POST "$NEONOUS_URL/custom/builder/workflows/<WORKFLOW_ID>/execute" \
-H "x-api-key: $NEONOUS_API_KEY" \
-H "Content-Type: application/json" \
-d '{"input": {"key": "value"}}' | jq .
List Workflow Runs
curl -s "$NEONOUS_URL/custom/builder/workflows/<WORKFLOW_ID>/runs?limit=10" \
-H "x-api-key: $NEONOUS_API_KEY" | jq '.runs[]| {id, status, created_at}'
Get Workflow Run Details
curl -s "$NEONOUS_URL/custom/builder/workflows/runs/<RUN_ID>" \
-H "x-api-key: $NEONOUS_API_KEY" | jq .
Get Workflow Run Logs
curl -s "$NEONOUS_URL/custom/builder/workflows/runs/<RUN_ID>/logs" \
-H "x-api-key: $NEONOUS_API_KEY" | jq '.logs'
Templates & Community
List Agent Templates
curl -s "$NEONOUS_URL/custom/builder/templates" \
-H "x-api-key: $NEONOUS_API_KEY" | jq '.templates[]| {id, name, category}'
Filter by category: append ?category=<CATEGORY>.
Get Template Details
curl -s "$NEONOUS_URL/custom/builder/templates/<TEMPLATE_ID>" \
-H "x-api-key: $NEONOUS_API_KEY" | jq .
Browse Community Templates
curl -s "$NEONOUS_URL/custom/builder/community-templates" \
-H "x-api-key: $NEONOUS_API_KEY" | jq '.templates[]| {id, name, category, author}'
For browsing and cloning templates, recommend the web UI — it has previews, categories, and one-click clone.
Browse Community MCP Servers
curl -s "$NEONOUS_URL/custom/builder/community-mcp" \
-H "x-api-key: $NEONOUS_API_KEY" | jq '.[]| {id, name, categories}'
Artifacts & Spaces
Agents generate artifacts during chat — code files, documents, charts, diagrams, and more. These are automatically saved and versioned. Users organize artifacts into spaces (project-based collections). For full artifact management, recommend the web UI — it has a file-manager interface with drag-and-drop, folders, and visual previews.
Browse Artifacts
# List all artifacts
curl -s "$NEONOUS_URL/custom/builder/artifacts" \
-H "x-api-key: $NEONOUS_API_KEY" | jq '.[]| {id, title, type, created_at}'
# Get artifact details
curl -s "$NEONOUS_URL/custom/builder/artifacts/<ARTIFACT_ID>" \
-H "x-api-key: $NEONOUS_API_KEY" | jq .
# Search artifacts
curl -s "$NEONOUS_URL/custom/builder/artifacts/search?q=<QUERY>" \
-H "x-api-key: $NEONOUS_API_KEY" | jq .
# Quick search
curl -s "$NEONOUS_URL/custom/builder/artifacts/quick-search?q=<QUERY>" \
-H "x-api-key: $NEONOUS_API_KEY" | jq .
# Recent / Starred / Trash
curl -s "$NEONOUS_URL/custom/builder/artifacts/recent" -H "x-api-key: $NEONOUS_API_KEY" | jq .
curl -s "$NEONOUS_URL/custom/builder/artifacts/starred" -H "x-api-key: $NEONOUS_API_KEY" | jq .
curl -s "$NEONOUS_URL/custom/builder/artifacts/trash" -H "x-api-key: $NEONOUS_API_KEY" | jq .
# Stats and tags
curl -s "$NEONOUS_URL/custom/builder/artifacts/stats" -H "x-api-key: $NEONOUS_API_KEY" | jq .
curl -s "$NEONOUS_URL/custom/builder/artifacts/tags" -H "x-api-key: $NEONOUS_API_KEY" | jq .
Artifact Versions
# List versions
curl -s "$NEONOUS_URL/custom/builder/artifacts/<ARTIFACT_ID>/versions" \
-H "x-api-key: $NEONOUS_API_KEY" | jq .
# Restore a version
curl -s -X POST "$NEONOUS_URL/custom/builder/artifacts/<ARTIFACT_ID>/versions/<VERSION>/restore" \
-H "x-api-key: $NEONOUS_API_KEY" | jq .
Folders
# Create folder
curl -s -X POST "$NEONOUS_URL/custom/builder/artifacts/folders" \
-H "x-api-key: $NEONOUS_API_KEY" \
-H "Content-Type: application/json" \
-d '{"name": "My Folder"}' | jq .
# Get folder contents
curl -s "$NEONOUS_URL/custom/builder/artifacts/folders/<FOLDER_ID>/contents" \
-H "x-api-key: $NEONOUS_API_KEY" | jq .
# Move artifacts to folder
curl -s -X POST "$NEONOUS_URL/custom/builder/artifacts/move" \
-H "x-api-key: $NEONOUS_API_KEY" \
-H "Content-Type: application/json" \
-d '{"artifactIds": ["<ID1>", "<ID2>"], "folderId": "<FOLDER_ID>"}' | jq .
Sharing
# Share artifact (returns a public share link)
curl -s -X POST "$NEONOUS_URL/custom/builder/artifacts/<ARTIFACT_ID>/share" \
-H "x-api-key: $NEONOUS_API_KEY" | jq .
# Revoke share
curl -s -X DELETE "$NEONOUS_URL/custom/builder/artifacts/shares/<SHARE_ID>" \
-H "x-api-key: $NEONOUS_API_KEY" | jq .
Other Artifact Operations
# Delete (moves to trash)
curl -s -X DELETE "$NEONOUS_URL/custom/builder/artifacts/<ARTIFACT_ID>" \
-H "x-api-key: $NEONOUS_API_KEY" | jq .
# Restore from trash
curl -s -X POST "$NEONOUS_URL/custom/builder/artifacts/<ARTIFACT_ID>/restore" \
-H "x-api-key: $NEONOUS_API_KEY" | jq .
# Duplicate
curl -s -X POST "$NEONOUS_URL/custom/builder/artifacts/<ARTIFACT_ID>/duplicate" \
-H "x-api-key: $NEONOUS_API_KEY" | jq .
# Empty trash
curl -s -X DELETE "$NEONOUS_URL/custom/builder/artifacts/trash" \
-H "x-api-key: $NEONOUS_API_KEY" | jq .
Spaces
Spaces group artifacts by project or topic. An artifact can belong to multiple spaces.
# List spaces
curl -s "$NEONOUS_URL/custom/builder/spaces" \
-H "x-api-key: $NEONOUS_API_KEY" | jq '.spaces[]| {id, name, description}'
# Get space (with its artifacts)
curl -s "$NEONOUS_URL/custom/builder/spaces/<SPACE_ID>" \
-H "x-api-key: $NEONOUS_API_KEY" | jq .
# Create space
curl -s -X POST "$NEONOUS_URL/custom/builder/spaces" \
-H "x-api-key: $NEONOUS_API_KEY" \
-H "Content-Type: application/json" \
-d '{"name": "My Project", "description": "Artifacts for my project", "icon": "📁", "color": "#3B82F6"}' | jq .
# Update space
curl -s -X PUT "$NEONOUS_URL/custom/builder/spaces/<SPACE_ID>" \
-H "x-api-key: $NEONOUS_API_KEY" \
-H "Content-Type: application/json" \
-d '{"name": "Renamed Space"}' | jq .
# Delete space
curl -s -X DELETE "$NEONOUS_URL/custom/builder/spaces/<SPACE_ID>" \
-H "x-api-key: $NEONOUS_API_KEY" | jq .
# Add artifact to space
curl -s -X POST "$NEONOUS_URL/custom/builder/spaces/<SPACE_ID>/artifacts" \
-H "x-api-key: $NEONOUS_API_KEY" \
-H "Content-Type: application/json" \
-d '{"artifactId": "<ARTIFACT_ID>"}' | jq .
# Remove artifact from space
curl -s -X DELETE "$NEONOUS_URL/custom/builder/spaces/<SPACE_ID>/artifacts/<ARTIFACT_ID>" \
-H "x-api-key: $NEONOUS_API_KEY" | jq .
Bookmarks
Save important messages from chat sessions.
# List bookmarks
curl -s "$NEONOUS_URL/custom/builder/bookmarks" \
-H "x-api-key: $NEONOUS_API_KEY" | jq .
# List bookmark tags
curl -s "$NEONOUS_URL/custom/builder/bookmarks/tags" \
-H "x-api-key: $NEONOUS_API_KEY" | jq .
# Get bookmarks for a session
curl -s "$NEONOUS_URL/custom/builder/bookmarks/session/<SESSION_ID>" \
-H "x-api-key: $NEONOUS_API_KEY" | jq .
# Create bookmark
curl -s -X POST "$NEONOUS_URL/custom/builder/bookmarks" \
-H "x-api-key: $NEONOUS_API_KEY" \
-H "Content-Type: application/json" \
-d '{"sessionId": "<SESSION_ID>", "messageId": "<MSG_ID>", "tags": ["important"]}' | jq .
# Delete bookmark
curl -s -X DELETE "$NEONOUS_URL/custom/builder/bookmarks/<BOOKMARK_ID>" \
-H "x-api-key: $NEONOUS_API_KEY" | jq .
Skills
Agent skills extend what agents can do.
# List skills
curl -s "$NEONOUS_URL/custom/builder/skills" \
-H "x-api-key: $NEONOUS_API_KEY" | jq .
# Get skill details
curl -s "$NEONOUS_URL/custom/builder/skills/<SKILL_ID>" \
-H "x-api-key: $NEONOUS_API_KEY" | jq .
Reminders & Notifications
Agents can set reminders that trigger notifications or AI-generated follow-ups.
# List reminders
curl -s "$NEONOUS_URL/custom/builder/reminders" \
-H "x-api-key: $NEONOUS_API_KEY" | jq .
# Create reminder (schedule is a cron expression)
curl -s -X POST "$NEONOUS_URL/custom/builder/reminders" \
-H "x-api-key: $NEONOUS_API_KEY" \
-H "Content-Type: application/json" \
-d '{
"title": "Check deployment",
"message": "Verify the production deploy succeeded",
"agentId": "<AGENT_ID>",
"schedule": "0 9 * * *"
}' | jq .
# Toggle reminder on/off
curl -s -X POST "$NEONOUS_URL/custom/builder/reminders/<REMINDER_ID>/toggle" \
-H "x-api-key: $NEONOUS_API_KEY" | jq .
# Delete reminder
curl -s -X DELETE "$NEONOUS_URL/custom/builder/reminders/<REMINDER_ID>" \
-H "x-api-key: $NEONOUS_API_KEY" | jq .
# List notifications
curl -s "$NEONOUS_URL/custom/builder/notifications" \
-H "x-api-key: $NEONOUS_API_KEY" | jq .
# Unread count
curl -s "$NEONOUS_URL/custom/builder/notifications/unread-count" \
-H "x-api-key: $NEONOUS_API_KEY" | jq .
# Mark all notifications read
curl -s -X POST "$NEONOUS_URL/custom/builder/notifications/read-all" \
-H "x-api-key: $NEONOUS_API_KEY" | jq .
Telegram
Connect agents to Telegram bots. For setup, recommend the web UI — it handles bot token configuration.
# List Telegram connections
curl -s "$NEONOUS_URL/custom/builder/telegram/connections" \
-H "x-api-key: $NEONOUS_API_KEY" | jq .
# Connect agent to Telegram
curl -s -X POST "$NEONOUS_URL/custom/builder/telegram/connect" \
-H "x-api-key: $NEONOUS_API_KEY" \
-H "Content-Type: application/json" \
-d '{"agentId": "<AGENT_ID>", "botToken": "<TELEGRAM_BOT_TOKEN>"}' | jq .
# Disconnect
curl -s -X DELETE "$NEONOUS_URL/custom/builder/telegram/connections/<CONNECTION_ID>" \
-H "x-api-key: $NEONOUS_API_KEY" | jq .
Working Memory
Agents remember context across conversations via working memory.
# Get working memory
curl -s "$NEONOUS_URL/custom/builder/users/working-memory" \
-H "x-api-key: $NEONOUS_API_KEY" | jq .
# Reset working memory
curl -s -X DELETE "$NEONOUS_URL/custom/builder/users/working-memory" \
-H "x-api-key: $NEONOUS_API_KEY" | jq .
Wishlist
Users can submit and vote on feature wishes.
# List wishes
curl -s "$NEONOUS_URL/custom/builder/wishes" \
-H "x-api-key: $NEONOUS_API_KEY" | jq .
# Create wish
curl -s -X POST "$NEONOUS_URL/custom/builder/wishes" \
-H "x-api-key: $NEONOUS_API_KEY" \
-H "Content-Type: application/json" \
-d '{"title": "Feature request", "description": "I would like..."}' | jq .
# Upvote/un-upvote
curl -s -X POST "$NEONOUS_URL/custom/builder/wishes/<WISH_ID>/upvote" \
-H "x-api-key: $NEONOUS_API_KEY" | jq .
Account & Tokens
Get Token Balance
curl -s "$NEONOUS_URL/tokens/balance" \
-H "x-api-key: $NEONOUS_API_KEY" | jq .
Token Usage History
curl -s "$NEONOUS_URL/tokens/usage" \
-H "x-api-key: $NEONOUS_API_KEY" | jq .
Monthly Usage Summary
curl -s "$NEONOUS_URL/tokens/summary" \
-H "x-api-key: $NEONOUS_API_KEY" | jq .
Billing, Plans & Subscriptions
Subscribing, upgrading plans, and purchasing tokens all go through Stripe checkout in the browser. Always direct users to the web UI at $NEONOUS_URL/settings (or the billing/pricing page) to subscribe or buy tokens — these cannot be completed via API alone.
You can check the user's current plan and billing status via API:
# Get available plans (shows what they can subscribe to)
curl -s "$NEONOUS_URL/custom/builder/billing/plans" \
-H "x-api-key: $NEONOUS_API_KEY" | jq .
# Get current subscription (shows active plan)
curl -s "$NEONOUS_URL/custom/builder/billing/subscription" \
-H "x-api-key: $NEONOUS_API_KEY" | jq .
# Get billing status
curl -s "$NEONOUS_URL/custom/builder/billing/status" \
-H "x-api-key: $NEONOUS_API_KEY" | jq .
# Get token pricing (for purchasing extra tokens)
curl -s "$NEONOUS_URL/custom/builder/billing/token-pricing" \
-H "x-api-key: $NEONOUS_API_KEY" | jq .
# Get purchase history
curl -s "$NEONOUS_URL/custom/builder/billing/purchases" \
-H "x-api-key: $NEONOUS_API_KEY" | jq .
# Get invoices
curl -s "$NEONOUS_URL/custom/builder/billing/invoices" \
-H "x-api-key: $NEONOUS_API_KEY" | jq .
If the user wants to subscribe, upgrade, or buy tokens, tell them to visit the Settings > Billing page in the web UI.
Health Check
curl -s "$NEONOUS_URL/custom/builder/health" | jq .
No authentication required.
Guidelines
- Always list agents first before chatting, so you know valid agent IDs.
- Fetch models before creating — never hardcode model IDs; use
available-modelsendpoint. - Recommend the web UI for complex tasks: building workflows (canvas editor), browsing templates/MCP catalog, editing agent instructions (AI-enhanced editor), and managing secrets/env vars.
- Use the API for quick tasks: listing resources, chatting, executing workflows, checking balance.
- For multi-turn chat, keep the full message history and pass it in each request.
- Check token balance if you get a 402 error — the user is out of tokens.
- Show the agent's response text directly to the user; omit usage details unless asked.
- Format lists as clean tables or bullet points for readability.
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