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Action Creator

Creates user-specific one-click action templates that execute email operations when clicked in the chat interface. Use when user wants reusable actions for…

Authoranthropic
Version1.0.0
LicenseMIT
Token count~3,276
UpdatedJun 5, 2026

Install

Quick install

via npx skills · works with 57+ agents
npx skills add https://github.com/anthropics/claude-agent-sdk-demos/tree/HEAD/email-agent/agent/.claude/skills/action-creator
Or pick agent:
npx skills add anthropics/claude-agent-sdk-demos --skill action-creator --agent claude-code
npx skills add anthropics/claude-agent-sdk-demos --skill action-creator --agent cursor
npx skills add anthropics/claude-agent-sdk-demos --skill action-creator --agent codex
npx skills add anthropics/claude-agent-sdk-demos --skill action-creator --agent opencode
npx skills add anthropics/claude-agent-sdk-demos --skill action-creator --agent github-copilot
npx skills add anthropics/claude-agent-sdk-demos --skill action-creator --agent windsurf
More install options

Shorthand — useful for multi-skill repos:

npx skills add anthropics/claude-agent-sdk-demos --skill action-creator

Manual — clone the repo and drop the folder into your agent's skills directory:

git clone https://github.com/anthropics/claude-agent-sdk-demos.git
cp -r claude-agent-sdk-demos/email-agent/agent/.claude/skills/action-creator ~/.claude/skills/
How to use: Once installed, ask your agent to "use the action-creator skill" or describe what you want (e.g. "Creates user-specific one-click action templates that execute email operations w"). Requires Node.js 18+.

action-creator

Creates user-specific one-click action templates that execute email operations when clicked in the chat interface. Use when user wants reusable actions for…

action-creatorby anthropic

Creates user-specific one-click action templates that execute email operations when clicked in the chat interface. Use when user wants reusable actions for…

npx skills add https://github.com/anthropics/claude-agent-sdk-demos --skill action-creatorDownload ZIPGitHub

Action Creator

Creates TypeScript action template files that define reusable, user-specific operations users can execute with one click in the chat interface.

When to Use This Skill

Use this skill when the user wants to:

  • Create reusable actions for their specific workflows ("I often need to send payment reminders to ACME Corp")
  • Set up one-click operations for their vendors/customers ("Forward bugs to engineering team")
  • Automate repetitive email tasks with their specific context ("Archive newsletters from TechCrunch/Morning Brew")
  • Build personalized email management tools for their business processes

Key difference from listeners: Actions are user-triggered (clicked in chat), while listeners are event-triggered (automatic).

How Actions Work

Actions are TypeScript files in agent/custom_scripts/actions/ that:

  • Export a config object defining the template metadata and parameter schema
  • Export a handler function that executes the operation with given parameters
  • Use ActionContext methods to perform operations (email API, send emails, call AI, etc.)

The agent creates action instances during conversation by providing specific parameters to these templates, which appear as clickable buttons in the chat.

Creating an Action Template

1. Understand User-Specific Workflow

Parse the user's request to identify:

  • User context: Who are their specific vendors/customers/teams?
  • Operation: What specific action do they need? (send to ACME Corp, forward to engineering team, etc.)
  • Parameters: What varies per execution? (invoice number, priority level, days old)
  • Frequency: How often will they use this?

2. Write the Action Template File

Create a file in agent/custom_scripts/actions/ with this structure:

`import type { ActionTemplate, ActionContext, ActionResult } from "../types";

export const config: ActionTemplate = {
id: "unique_action_id", // kebab-case, user-specific
name: "Human Readable Name", // For UI display
description: "What this action does", // Explain the operation
icon: "📨", // Optional emoji icon
parameterSchema: {
type: "object",
properties: {
paramName: {
type: "string", // or "number", "boolean"
description: "Parameter description",
enum: ["option1", "option2"], // Optional: restrict values
default: "defaultValue" // Optional: default value
}
},
required: ["paramName"] // List required parameters
}
};

export async function handler(
params: Record<string, any>,
context: ActionContext
): Promise<ActionResult> {
const { paramName } = params;

context.log(`Starting action: ${config.name}`);

try {
// 1. Perform operations using context methods
// 2. Use AI for intelligent processing if needed
// 3. Update emails, send emails, etc.

context.notify("Action completed successfully", {
type: "success",
priority: "normal"
});

return {
success: true,
message: "Action completed successfully",
data: { /* optional structured data */ },
refreshInbox: true // Optional: refresh inbox after action
};
} catch (error: any) {
context.log(`Action failed: ${error}`, "error");
return {
success: false,
message: `Failed: ${error.message}`
};
}
}
`

3. File Naming Convention

Use kebab-case that reflects the user-specific operation:

  • send-payment-reminder-to-acme.ts (not send-email.ts)
  • forward-bugs-to-engineering.ts (not forward-email.ts)
  • archive-newsletters-from-techcrunch.ts (not archive-emails.ts)
  • summarize-weekly-updates-from-ceo.ts (not summarize-emails.ts)

Important: Templates should be specific to the user's actual workflows, vendors, teams, and processes.

4. Available Context Methods

The ActionContext provides these capabilities:

`// Email API operations
const emails = await context.emailAPI.getInbox({ limit: 30, includeRead: false });
const results = await context.emailAPI.searchEmails({ from: "[email&#160;protected]" });
const results = await context.emailAPI.searchWithGmailQuery("from:sender after:2024/01/01");
const emails = await context.emailAPI.getEmailsByIds(["id1", "id2"]);
const email = await context.emailAPI.getEmailById("email-id");

// Direct email operations
await context.archiveEmail(emailId);
await context.starEmail(emailId);
await context.unstarEmail(emailId);
await context.markAsRead(emailId);
await context.markAsUnread(emailId);
await context.addLabel(emailId, "label-name");
await context.removeLabel(emailId, "label-name");

// Send emails
const result = await context.sendEmail({
to: "[email&#160;protected]",
subject: "Email subject",
body: "Email body content",
cc: "[email&#160;protected]", // Optional
bcc: "[email&#160;protected]", // Optional
replyTo: "[email&#160;protected]" // Optional
});

// AI-powered processing
const analysis = await context.callAgent<ResultType>({
prompt: "Analyze this email and extract key info...",
systemPrompt: "You are an expert at...", // Optional
tools: ["Read", "WebSearch"], // Optional
maxTokens: 2000 // Optional
});

// Session messaging (inject into chat)
context.addUserMessage("User said this");
context.addAssistantMessage("Assistant responds");
context.addSystemMessage("System notification");

// Notifications
context.notify("Operation completed", {
priority: "high" | "normal" | "low",
type: "info" | "success" | "warning" | "error"
});

// External API access
const response = await context.fetch("https://api.example.com/data");
const data = await response.json();

// Logging (visible in server logs)
context.log("Info message", "info");
context.log("Warning message", "warn");
context.log("Error message", "error");
`

Action Result

Always return an ActionResult object:

`return {
success: true, // Required: boolean
message: "Human-readable result", // Required: string
data: { key: "value" }, // Optional: structured data
suggestedActions: [], // Optional: follow-up actions
refreshInbox: true // Optional: refresh inbox
};
`

Examples and Templates

Reference the template files for common patterns:

  • send-payment-reminder.ts: Send invoice reminders to specific vendor
  • forward-bug-report.ts: Forward bugs to engineering with AI analysis
  • archive-old-newsletters.ts: Archive newsletters from specific sources

Best Practices

  • User-Specific Templates: Create templates tailored to user's actual vendors, customers, teams, and processes
  • Descriptive Naming: Use specific names that reflect the operation (not generic like "send-email")
  • Rich Parameter Schemas: Define clear parameter types with descriptions
  • AI-Powered: Use context.callAgent() for intelligent processing
  • Error Handling: Always wrap operations in try-catch and return meaningful errors
  • Clear Messages: Return human-readable success/failure messages
  • Idempotency: Design handlers to be safely re-runnable when possible
  • Logging: Use context.log() for debugging and audit trail

Parameter Schema Guidelines

Define parameters using JSON Schema:

`parameterSchema: {
type: "object",
properties: {
// String parameter
emailId: {
type: "string",
description: "Email ID to process"
},

// Number parameter with default
daysOld: {
type: "number",
description: "Number of days old",
default: 30
},

// Enum parameter (dropdown)
priority: {
type: "string",
description: "Priority level",
enum: ["P0 - Critical", "P1 - High", "P2 - Medium", "P3 - Low"]
},

// Boolean parameter
sendNotification: {
type: "boolean",
description: "Send notification when complete"
}
},
required: ["emailId", "priority"] // List required params
}
`

Creating the File

When the user requests an action template:

*
Clarify user-specific context:

  • Who are their vendors/customers/teams?
  • What are their specific workflows?
  • What parameters vary per execution?

*
Write the TypeScript file in agent/custom_scripts/actions/

*
Use Write tool to create the file with:

  • Proper imports from "../types"
  • User-specific config (not generic)
  • Parameter schema with all required fields
  • Handler with error handling
  • Clear success/failure messages

*
Test parameters: Ensure all required parameters are defined

*
Confirm with user that the action matches their workflow

Common Patterns

1. Send Email to Specific Recipient

User-specific → Compose email with template → Send → Return result

`const body = `Hi ${recipientName},
Your invoice ${invoiceNumber} for ${amount} is ${daysPastDue} days past due...`;

await context.sendEmail({
to: "[email&#160;protected]",
subject: `Payment Reminder: Invoice ${invoiceNumber}`,
body
});
`

2. Bulk Email Operation

Search emails → Filter → Apply operation to each → Return count

`const emails = await context.emailAPI.searchWithGmailQuery(query);
for (const email of emails) {
await context.archiveEmail(email.messageId);
}
return { success: true, message: `Archived ${emails.length} emails` };
`

3. AI-Powered Email Processing

Get email → Call AI to analyze → Use AI result → Take action → Return summary

`const email = await context.emailAPI.getEmailById(emailId);
const analysis = await context.callAgent({
prompt: `Analyze this bug report: ${email.body}...`,
maxTokens: 1000
});
await context.sendEmail({ to: "[email&#160;protected]", ... });
`

4. Email Forwarding with Enhancement

Get email → AI analysis → Compose enhanced forward → Send → Label original

`const email = await context.emailAPI.getEmailById(emailId);
const analysis = await context.callAgent({ /* analyze */ });
await context.sendEmail({
to: "[email&#160;protected]",
subject: `[${priority}] ${email.subject}`,
body: `AI Analysis:\n${analysis}\n\nOriginal:\n${email.body}`
});
await context.addLabel(emailId, "FORWARDED");
`

Type Imports

Always import types from the correct location:

`import type { ActionTemplate, ActionContext, ActionResult } from "../types";

// ActionTemplate: Template metadata and parameter schema
// ActionContext: Runtime context with all capabilities
// ActionResult: Return type for handler function
`

How Users Trigger Actions

After you create an action template:

  • Agent discovers template: During conversation, agent reads available actions
  • Agent creates instance: Agent provides specific parameters for user's situation
  • User sees button: Action instance appears as clickable button in chat
  • User clicks: Action executes with pre-filled parameters
  • Result appears: Success/failure message shown in chat

Example flow:

`User: "I need to follow up on the ACME invoice"
Agent: [searches emails, finds Invoice #2024-001 is 15 days overdue]
Agent: Creates action instance with parameters:
{
templateId: "send_payment_reminder_acme",
params: { invoiceNumber: "INV-2024-001", amount: "$5,000", daysPastDue: 15 }
}
User: [sees button "Send payment reminder to ACME Corp for Invoice #2024-001"]
User: [clicks button]
Action: Executes, sends email, returns "Payment reminder sent to ACME Corp"
`

Reference

Full specification: See project root ACTIONS_SPEC.md for complete details on:

  • Complete type definitions
  • ActionsManager implementation
  • WebSocket protocol
  • Frontend integration
  • Advanced examples
  • Logging and audit trail

More skills from anthropic

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---

Source: https://github.com/anthropics/claude-agent-sdk-demos/tree/HEAD/email-agent/agent/.claude/skills/action-creator
Author: anthropic
Discovered via: mcpservers.org

SKILL.md source

---
name: action-creator
description: Creates user-specific one-click action templates that execute email operations when clicked in the chat interface. Use when user wants reusable actions for…
---

# action-creator

Creates user-specific one-click action templates that execute email operations when clicked in the chat interface. Use when user wants reusable actions for…

# action-creatorby anthropic
Creates user-specific one-click action templates that execute email operations when clicked in the chat interface. Use when user wants reusable actions for…

`npx skills add https://github.com/anthropics/claude-agent-sdk-demos --skill action-creator`Download ZIPGitHub

## Action Creator

Creates TypeScript action template files that define reusable, user-specific operations users can execute with one click in the chat interface.

## When to Use This Skill

Use this skill when the user wants to:

* Create reusable actions for their specific workflows ("I often need to send payment reminders to ACME Corp")

* Set up one-click operations for their vendors/customers ("Forward bugs to engineering team")

* Automate repetitive email tasks with their specific context ("Archive newsletters from TechCrunch/Morning Brew")

* Build personalized email management tools for their business processes

Key difference from listeners: Actions are user-triggered (clicked in chat), while listeners are event-triggered (automatic).

## How Actions Work

Actions are TypeScript files in `agent/custom_scripts/actions/` that:

* Export a `config` object defining the template metadata and parameter schema

* Export a `handler` function that executes the operation with given parameters

* Use `ActionContext` methods to perform operations (email API, send emails, call AI, etc.)

The agent creates action instances during conversation by providing specific parameters to these templates, which appear as clickable buttons in the chat.

## Creating an Action Template

### 1. Understand User-Specific Workflow

Parse the user's request to identify:

* User context: Who are their specific vendors/customers/teams?

* Operation: What specific action do they need? (send to ACME Corp, forward to engineering team, etc.)

* Parameters: What varies per execution? (invoice number, priority level, days old)

* Frequency: How often will they use this?

### 2. Write the Action Template File

Create a file in `agent/custom_scripts/actions/` with this structure:

```
`import type { ActionTemplate, ActionContext, ActionResult } from "../types";

export const config: ActionTemplate = {
id: "unique_action_id", // kebab-case, user-specific
name: "Human Readable Name", // For UI display
description: "What this action does", // Explain the operation
icon: "📨", // Optional emoji icon
parameterSchema: {
type: "object",
properties: {
paramName: {
type: "string", // or "number", "boolean"
description: "Parameter description",
enum: ["option1", "option2"], // Optional: restrict values
default: "defaultValue" // Optional: default value
}
},
required: ["paramName"] // List required parameters
}
};

export async function handler(
params: Record<string, any>,
context: ActionContext
): Promise<ActionResult> {
const { paramName } = params;

context.log(`Starting action: ${config.name}`);

try {
// 1. Perform operations using context methods
// 2. Use AI for intelligent processing if needed
// 3. Update emails, send emails, etc.

context.notify("Action completed successfully", {
type: "success",
priority: "normal"
});

return {
success: true,
message: "Action completed successfully",
data: { /* optional structured data */ },
refreshInbox: true // Optional: refresh inbox after action
};
} catch (error: any) {
context.log(`Action failed: ${error}`, "error");
return {
success: false,
message: `Failed: ${error.message}`
};
}
}
`
```

### 3. File Naming Convention

Use kebab-case that reflects the user-specific operation:

* `send-payment-reminder-to-acme.ts` (not `send-email.ts`)

* `forward-bugs-to-engineering.ts` (not `forward-email.ts`)

* `archive-newsletters-from-techcrunch.ts` (not `archive-emails.ts`)

* `summarize-weekly-updates-from-ceo.ts` (not `summarize-emails.ts`)

Important: Templates should be specific to the user's actual workflows, vendors, teams, and processes.

### 4. Available Context Methods

The `ActionContext` provides these capabilities:

```
`// Email API operations
const emails = await context.emailAPI.getInbox({ limit: 30, includeRead: false });
const results = await context.emailAPI.searchEmails({ from: "[email&#160;protected]" });
const results = await context.emailAPI.searchWithGmailQuery("from:sender after:2024/01/01");
const emails = await context.emailAPI.getEmailsByIds(["id1", "id2"]);
const email = await context.emailAPI.getEmailById("email-id");

// Direct email operations
await context.archiveEmail(emailId);
await context.starEmail(emailId);
await context.unstarEmail(emailId);
await context.markAsRead(emailId);
await context.markAsUnread(emailId);
await context.addLabel(emailId, "label-name");
await context.removeLabel(emailId, "label-name");

// Send emails
const result = await context.sendEmail({
to: "[email&#160;protected]",
subject: "Email subject",
body: "Email body content",
cc: "[email&#160;protected]", // Optional
bcc: "[email&#160;protected]", // Optional
replyTo: "[email&#160;protected]" // Optional
});

// AI-powered processing
const analysis = await context.callAgent<ResultType>({
prompt: "Analyze this email and extract key info...",
systemPrompt: "You are an expert at...", // Optional
tools: ["Read", "WebSearch"], // Optional
maxTokens: 2000 // Optional
});

// Session messaging (inject into chat)
context.addUserMessage("User said this");
context.addAssistantMessage("Assistant responds");
context.addSystemMessage("System notification");

// Notifications
context.notify("Operation completed", {
priority: "high" | "normal" | "low",
type: "info" | "success" | "warning" | "error"
});

// External API access
const response = await context.fetch("https://api.example.com/data");
const data = await response.json();

// Logging (visible in server logs)
context.log("Info message", "info");
context.log("Warning message", "warn");
context.log("Error message", "error");
`
```

## Action Result

Always return an `ActionResult` object:

```
`return {
success: true, // Required: boolean
message: "Human-readable result", // Required: string
data: { key: "value" }, // Optional: structured data
suggestedActions: [], // Optional: follow-up actions
refreshInbox: true // Optional: refresh inbox
};
`
```

## Examples and Templates

Reference the template files for common patterns:

* send-payment-reminder.ts: Send invoice reminders to specific vendor

* forward-bug-report.ts: Forward bugs to engineering with AI analysis

* archive-old-newsletters.ts: Archive newsletters from specific sources

## Best Practices

* User-Specific Templates: Create templates tailored to user's actual vendors, customers, teams, and processes

* Descriptive Naming: Use specific names that reflect the operation (not generic like "send-email")

* Rich Parameter Schemas: Define clear parameter types with descriptions

* AI-Powered: Use `context.callAgent()` for intelligent processing

* Error Handling: Always wrap operations in try-catch and return meaningful errors

* Clear Messages: Return human-readable success/failure messages

* Idempotency: Design handlers to be safely re-runnable when possible

* Logging: Use `context.log()` for debugging and audit trail

## Parameter Schema Guidelines

Define parameters using JSON Schema:

```
`parameterSchema: {
type: "object",
properties: {
// String parameter
emailId: {
type: "string",
description: "Email ID to process"
},

// Number parameter with default
daysOld: {
type: "number",
description: "Number of days old",
default: 30
},

// Enum parameter (dropdown)
priority: {
type: "string",
description: "Priority level",
enum: ["P0 - Critical", "P1 - High", "P2 - Medium", "P3 - Low"]
},

// Boolean parameter
sendNotification: {
type: "boolean",
description: "Send notification when complete"
}
},
required: ["emailId", "priority"] // List required params
}
`
```

## Creating the File

When the user requests an action template:

*
Clarify user-specific context:

* Who are their vendors/customers/teams?

* What are their specific workflows?

* What parameters vary per execution?

*
Write the TypeScript file in `agent/custom_scripts/actions/`

*
Use Write tool to create the file with:

* Proper imports from "../types"

* User-specific config (not generic)

* Parameter schema with all required fields

* Handler with error handling

* Clear success/failure messages

*
Test parameters: Ensure all required parameters are defined

*
Confirm with user that the action matches their workflow

## Common Patterns

### 1. Send Email to Specific Recipient

User-specific → Compose email with template → Send → Return result

```
`const body = `Hi ${recipientName},
Your invoice ${invoiceNumber} for ${amount} is ${daysPastDue} days past due...`;

await context.sendEmail({
to: "[email&#160;protected]",
subject: `Payment Reminder: Invoice ${invoiceNumber}`,
body
});
`
```

### 2. Bulk Email Operation

Search emails → Filter → Apply operation to each → Return count

```
`const emails = await context.emailAPI.searchWithGmailQuery(query);
for (const email of emails) {
await context.archiveEmail(email.messageId);
}
return { success: true, message: `Archived ${emails.length} emails` };
`
```

### 3. AI-Powered Email Processing

Get email → Call AI to analyze → Use AI result → Take action → Return summary

```
`const email = await context.emailAPI.getEmailById(emailId);
const analysis = await context.callAgent({
prompt: `Analyze this bug report: ${email.body}...`,
maxTokens: 1000
});
await context.sendEmail({ to: "[email&#160;protected]", ... });
`
```

### 4. Email Forwarding with Enhancement

Get email → AI analysis → Compose enhanced forward → Send → Label original

```
`const email = await context.emailAPI.getEmailById(emailId);
const analysis = await context.callAgent({ /* analyze */ });
await context.sendEmail({
to: "[email&#160;protected]",
subject: `[${priority}] ${email.subject}`,
body: `AI Analysis:\n${analysis}\n\nOriginal:\n${email.body}`
});
await context.addLabel(emailId, "FORWARDED");
`
```

## Type Imports

Always import types from the correct location:

```
`import type { ActionTemplate, ActionContext, ActionResult } from "../types";

// ActionTemplate: Template metadata and parameter schema
// ActionContext: Runtime context with all capabilities
// ActionResult: Return type for handler function
`
```

## How Users Trigger Actions

After you create an action template:

* Agent discovers template: During conversation, agent reads available actions

* Agent creates instance: Agent provides specific parameters for user's situation

* User sees button: Action instance appears as clickable button in chat

* User clicks: Action executes with pre-filled parameters

* Result appears: Success/failure message shown in chat

Example flow:

```
`User: "I need to follow up on the ACME invoice"
Agent: [searches emails, finds Invoice #2024-001 is 15 days overdue]
Agent: Creates action instance with parameters:
{
templateId: "send_payment_reminder_acme",
params: { invoiceNumber: "INV-2024-001", amount: "$5,000", daysPastDue: 15 }
}
User: [sees button "Send payment reminder to ACME Corp for Invoice #2024-001"]
User: [clicks button]
Action: Executes, sends email, returns "Payment reminder sent to ACME Corp"
`
```

## Reference

Full specification: See project root `ACTIONS_SPEC.md` for complete details on:

* Complete type definitions

* ActionsManager implementation

* WebSocket protocol

* Frontend integration

* Advanced examples

* Logging and audit trail

## More skills from anthropic
comps-analysisby anthropicALWAYS follow this data source hierarchy:analyzing-financial-statementsby anthropicThis skill calculates key financial ratios and metrics from financial statement data for investment analysisapplying-brand-guidelinesby anthropicThis skill applies consistent corporate branding and styling to all generated documents including colors, fonts, layouts, and messagingcookbook-auditby anthropicAudit an Anthropic Cookbook notebook based on a rubric. Use whenever a notebook review or audit is requested.creating-financial-modelsby anthropicThis skill provides an advanced financial modeling suite with DCF analysis, sensitivity testing, Monte Carlo simulations, and scenario planning for investment…docxby anthropicComprehensive document creation, editing, and analysis with support for tracked changes, comments, formatting preservation, and text extraction. When Claude…executive-briefingby anthropicTransforms research findings into executive-ready briefings. Automatically activated when user mentions 'executive', 'briefing', 'C-suite', 'board',…listener-creatorby anthropicCreates event-driven email listeners that monitor for specific conditions (like urgent emails from boss, newsletters to archive, package tracking) and execute…

---

**Source**: https://github.com/anthropics/claude-agent-sdk-demos/tree/HEAD/email-agent/agent/.claude/skills/action-creator
**Author**: anthropic
**Discovered via**: mcpservers.org

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Use when first setting up lark-cli, running auth login, switching user/bot identity (--as), handling permission denied or scope errors, needing to update lark-cli, or seeing _notice in JSON output.

larksuite 155k
Development

improve-codebase-architecture

★ Featured

Find deepening opportunities in a codebase, informed by the domain language in CONTEXT.md and the decisions in docs/adr/. Use when the user wants to improve architecture, find refactoring opportunities, consolidate tightly-coupled modules, or make a codebase more testable and AI-navigable.

mattpocock 151k
Development

paper-context-resolver

★ Featured

Optional RigorPilot helper for README-first deep learning repo reproduction. Use only when the README and repository files leave a narrow reproduction-critical gap and the task is to resolve a specific paper detail such as dataset split, preprocessing, evaluation protocol, checkpoint mapping, or runtime assumption from primary paper sources while recording conflicts. Do not use for general paper summary, repo scanning, environment setup, command execution, title-only paper lookup, or replacin...

lllllllama 127k
Development