Subagent as an Agent Tool

WarpGrep is a subagent your coding agent calls as a tool. The flow:

Your agent (Claude, Codex, GPT-4o, Gemini) needs to find code
It calls WarpGrep with a natural language query
WarpGrep searches in its own isolated context window, multiple turns, 8 parallel tool calls per turn
It returns only the relevant file/line-range spans
Your agent continues with clean context

The parent agent never sees the intermediate search steps, the rejected files, or the dead-end greps. On SWE-Bench Pro, this makes Opus 15.6% cheaper and 28% faster than searching on its own. SDK adapters for Anthropic, OpenAI, Vercel AI SDK, and Gemini.

See complete agent examples for each framework — copy-paste ready.

Quick Start

Anthropic
OpenAI
Vercel AI SDK

import Anthropic from '@anthropic-ai/sdk';
import { MorphClient } from '@morphllm/morphsdk';

const morph = new MorphClient({ apiKey: process.env.MORPH_API_KEY });
const anthropic = new Anthropic();

// Create the tool
const warpGrepSubagent = morph.anthropic.createWarpGrepTool({ repoRoot: '.' });

// Use it with your agent
const response = await anthropic.messages.create({
  model: 'claude-sonnet-4-5-20250929',
  max_tokens: 12000,
  tools: [warpGrepSubagent],
  messages: [{ role: 'user', content: 'Find authentication middleware' }]
});

// Execute the tool call
const toolUse = response.content.find(c => c.type === 'tool_use');
if (toolUse) {
  const result = await warpGrepSubagent.execute(toolUse.input);
  console.log(warpGrepSubagent.formatResult(result));
}

import OpenAI from 'openai';
import { MorphClient } from '@morphllm/morphsdk';

const morph = new MorphClient({ apiKey: process.env.MORPH_API_KEY });
const openai = new OpenAI();

// Create the tool
const warpGrepSubagent = morph.openai.createWarpGrepTool({ repoRoot: '.' });

// Use it with your agent
const response = await openai.chat.completions.create({
  model: 'gpt-4o',
  tools: [warpGrepSubagent],
  messages: [{ role: 'user', content: 'Find authentication middleware' }]
});

// Execute the tool call
const toolCall = response.choices[0].message.tool_calls?.[0];
if (toolCall) {
  const result = await warpGrepSubagent.execute(toolCall.function.arguments);
  console.log(warpGrepSubagent.formatResult(result));
}

import { generateText, stepCountIs } from 'ai';
import { anthropic } from '@ai-sdk/anthropic';
import { MorphClient } from '@morphllm/morphsdk';

const morph = new MorphClient({ apiKey: process.env.MORPH_API_KEY });

// Create the tool
const warpGrepSubagent = morph.vercel.createWarpGrepTool({ repoRoot: '.' });

// Vercel AI SDK handles the tool loop automatically
const result = await generateText({
  model: anthropic('claude-sonnet-4-5-20250929'),
  tools: { grep: warpGrepSubagent },
  prompt: 'Find authentication middleware',
  stopWhen: stepCountIs(5)
});

Platform Examples

import { Sandbox } from "@e2b/code-interpreter";
import { MorphClient } from '@morphllm/morphsdk';

const morph = new MorphClient({ apiKey: "YOUR_API_KEY" });
const sandbox = await Sandbox.create();
const repoDir = "/home/user/repo";

// Clone repo and install ripgrep
await sandbox.commands.run(`git clone --depth 1 https://github.com/example/repo ${repoDir}`);
await sandbox.commands.run("apt-get update && apt-get install -y ripgrep");

const warpGrepSubagent = morph.anthropic.createWarpGrepTool({
  repoRoot: repoDir,
  remoteCommands: {
    grep: async (pattern, path) => {
      const r = await sandbox.commands.run(
        `rg --no-heading --line-number '${pattern}' '${path}'`,
        { cwd: repoDir }
      );
      return r.stdout || '';
    },
    read: async (path, start, end) => {
      const r = await sandbox.commands.run(`sed -n '${start},${end}p' '${path}'`);
      return r.stdout || '';
    },
    listDir: async (path, maxDepth) => {
      const r = await sandbox.commands.run(
        `find '${path}' -maxdepth ${maxDepth} -not -path '*/node_modules/*'`
      );
      return r.stdout || '';
    },
  },
});

// Use with Anthropic
const response = await anthropic.messages.create({
  model: 'claude-sonnet-4-5-20250929',
  tools: [warpGrepSubagent],
  messages: [{ role: 'user', content: 'Find authentication middleware' }]
});

import { ModalClient } from "modal";
import { MorphClient } from '@morphllm/morphsdk';

const morph = new MorphClient({ apiKey: "YOUR_API_KEY" });
const modal = new ModalClient();
const sandbox = await modal.sandboxes.create(app, image);
const repoDir = "/home/repo";

const warpGrepSubagent = morph.openai.createWarpGrepTool({
  repoRoot: repoDir,
  remoteCommands: {
    grep: async (pattern, path) => {
      const proc = await sandbox.exec([
        "rg", "--no-heading", "--line-number", pattern, path
      ]);
      return await proc.stdout.readText();
    },
    read: async (path, start, end) => {
      const proc = await sandbox.exec(["sed", "-n", `${start},${end}p`, path]);
      return await proc.stdout.readText();
    },
    listDir: async (path, maxDepth) => {
      const proc = await sandbox.exec([
        "find", path, "-maxdepth", String(maxDepth)
      ]);
      return await proc.stdout.readText();
    },
  },
});

// Use with OpenAI
const response = await openai.chat.completions.create({
  model: 'gpt-4o',
  tools: [warpGrepSubagent],
  messages: [{ role: 'user', content: 'Find authentication middleware' }]
});

import { Daytona } from "@daytonaio/sdk";
import { MorphClient } from '@morphllm/morphsdk';

const morph = new MorphClient({ apiKey: "YOUR_API_KEY" });
const daytona = new Daytona({ apiKey: process.env.DAYTONA_API_KEY });
const sandbox = await daytona.create({ language: 'python' });
const repoDir = "/home/daytona/repo";

const warpGrepSubagent = morph.vercel.createWarpGrepTool({
  repoRoot: repoDir,
  remoteCommands: {
    grep: async (pattern, path) => {
      const r = await sandbox.process.executeCommand(
        `rg --no-heading --line-number '${pattern}' '${path}'`,
        repoDir
      );
      return r.result || '';
    },
    read: async (path, start, end) => {
      const r = await sandbox.process.executeCommand(
        `sed -n '${start},${end}p' '${path}'`,
        repoDir
      );
      return r.result || '';
    },
    listDir: async (path, maxDepth) => {
      const r = await sandbox.process.executeCommand(
        `find '${path}' -maxdepth ${maxDepth}`,
        repoDir
      );
      return r.result || '';
    },
  },
});

// Use with Vercel AI SDK
const result = await generateText({
  model: anthropic('claude-sonnet-4-5-20250929'),
  tools: { grep: warpGrepSubagent },
  prompt: 'Find authentication middleware'
});

import { Sandbox } from '@vercel/sandbox';
import { MorphClient } from '@morphllm/morphsdk';

const morph = new MorphClient({ apiKey: "YOUR_API_KEY" });

const sandbox = await Sandbox.create({ runtime: 'node24' });

// Clone the repo manually (source.type: 'git' is not supported)
const repoDir = '/home/user/repo';
await sandbox.runCommand({
  cmd: 'git',
  args: ['clone', '--depth', '1', 'https://github.com/example/repo.git', repoDir],
});

// ripgrep isn't in Amazon Linux 2023 repos, download the binary
await sandbox.runCommand({
  cmd: 'sh',
  args: ['-c', 'curl -sL https://github.com/BurntSushi/ripgrep/releases/download/14.1.1/ripgrep-14.1.1-x86_64-unknown-linux-musl.tar.gz | tar xz -C /tmp && cp /tmp/ripgrep-14.1.1-x86_64-unknown-linux-musl/rg /usr/local/bin/'],
  sudo: true,
});

const warpGrepSubagent = morph.anthropic.createWarpGrepTool({
  repoRoot: repoDir,
  remoteCommands: {
    grep: async (pattern, path, glob) => {
      const args = ['--no-heading', '--line-number', '-C', '1', pattern, path];
      if (glob) args.push('--glob', glob);
      const r = await sandbox.runCommand('rg', args);
      return await r.stdout();
    },
    read: async (path, start, end) => {
      const r = await sandbox.runCommand('sed', ['-n', `${start},${end}p`, path]);
      return await r.stdout();
    },
    listDir: async (path, maxDepth) => {
      const r = await sandbox.runCommand('find', [
        path, '-maxdepth', String(maxDepth),
        '-not', '-path', '*/node_modules/*',
        '-not', '-path', '*/.git/*',
      ]);
      return await r.stdout();
    },
  },
});

// Use with Anthropic
const response = await anthropic.messages.create({
  model: 'claude-sonnet-4-5-20250929',
  tools: [warpGrepSubagent],
  messages: [{ role: 'user', content: 'Find authentication middleware' }]
});

// @morphllm/morphsdk uses Node.js builtins (fs, child_process) that are
// incompatible with the Workers runtime. Use remoteCommands directly instead.
import { getSandbox } from '@cloudflare/sandbox';

const sandbox = getSandbox(env.Sandbox, 'code-search');

// Clone repo (ripgrep is pre-installed via apt-get in the Dockerfile)
await sandbox.exec('git clone --depth 1 https://github.com/example/repo.git /workspace/repo');

const repoDir = '/workspace/repo';

// Pass these remoteCommands to createWarpGrepTool() in your Node.js backend
const remoteCommands = {
  grep: async (pattern, path, glob) => {
    let cmd = `rg --no-heading --line-number -C 1 '${pattern}' '${path}'`;
    if (glob) cmd += ` --glob '${glob}'`;
    const r = await sandbox.exec(cmd);
    return r.stdout;
  },
  read: async (path, start, end) => {
    const r = await sandbox.exec(`sed -n '${start},${end}p' '${path}'`);
    return r.stdout;
  },
  listDir: async (path, maxDepth) => {
    const r = await sandbox.exec(
      `find '${path}' -maxdepth ${maxDepth} -not -path '*/node_modules/*' -not -path '*/.git/*'`
    );
    return r.stdout;
  },
};

import { NodeSSH } from 'node-ssh';
import { MorphClient } from '@morphllm/morphsdk';

const morph = new MorphClient({ apiKey: "YOUR_API_KEY" });
const ssh = new NodeSSH();
await ssh.connect({ host: 'your-server.com', username: 'user', privateKey: '...' });

const repoDir = "/home/user/repo";

const warpGrepSubagent = morph.anthropic.createWarpGrepTool({
  repoRoot: repoDir,
  remoteCommands: {
    grep: async (pattern, path) => {
      const result = await ssh.execCommand(
        `rg --no-heading --line-number '${pattern}' '${path}'`,
        { cwd: repoDir }
      );
      return result.stdout || '';
    },
    read: async (path, start, end) => {
      const result = await ssh.execCommand(`sed -n '${start},${end}p' '${path}'`);
      return result.stdout || '';
    },
    listDir: async (path, maxDepth) => {
      const result = await ssh.execCommand(`find '${path}' -maxdepth ${maxDepth}`);
      return result.stdout || '';
    },
  },
});

// Use with Anthropic
const response = await anthropic.messages.create({
  model: 'claude-sonnet-4-5-20250929',
  tools: [warpGrepSubagent],
  messages: [{ role: 'user', content: 'Find authentication middleware' }]
});

Your sandbox needs ripgrep (rg) installed for the grep function. Most sandbox providers support apt-get install ripgrep (Ubuntu/Debian). On Amazon Linux 2023 (Vercel Sandbox), download the static binary instead.

Configuration

const warpGrepSubagent = morph.openai.createWarpGrepTool({
  repoRoot: '.',
  excludes: ['dist', '*.test.ts'],
  includes: ['src/**/*.ts'],
});

Option	Default	Description
`repoRoot`	(required)	Root directory of the repository to search
`excludes`	(see below)	Glob patterns to exclude
`includes`	(all files)	Glob patterns to include (e.g., `['src/*/.ts', 'lib/*/.js']`)
`name`	`codebase_search`	Tool name exposed to the LLM
`description`	(see SDK)	Tool description for the LLM
`remoteCommands`	(local)	Functions for remote sandbox execution
`morphApiUrl`	`https://api.morphllm.com`	Override API base URL
`timeout`	`30000`	Timeout in ms (also via `MORPH_WARP_GREP_TIMEOUT` env var)

Default Excludes

WarpGrep excludes common non-source directories by default:

Dependencies: node_modules, bower_components, .pnpm, .yarn, vendor, Pods, .bundle
Build output: dist, build, .next, .nuxt, out, target, .output
Python: __pycache__, .pytest_cache, .mypy_cache, .ruff_cache, .venv, venv, site-packages
Version control: .git, .svn, .hg
Lock files, minified files, source maps, and common binary formats

Pass excludes to override these defaults. Your list replaces the defaults entirely — it does not merge with them.

Searching node_modules

By default, node_modules is excluded. To search inside dependencies (e.g., debugging a library or finding how a package implements something), pass an empty excludes list:

const warpGrepSubagent = morph.anthropic.createWarpGrepTool({
  repoRoot: '.',
  excludes: [],
});

WarpGrep runs faster with less context to search over. Only include node_modules in your search when you need it. See the node_modules example.

GitHub Search Options

createGitHubSearchTool() accepts:

Option	Default	Description
`morphApiKey`	`MORPH_API_KEY` env var	API key for Morph
`morphApiUrl`	`https://api.morphllm.com`	Override API base URL
`codeSearchUrl`	`https://morphllm.com`	Code storage service URL
`timeout`	`30000`	Timeout in ms

GitHub Search

Search public GitHub repositories. No local clone or ripgrep needed — Morph indexes the repo remotely. See the GitHub search example.

Client API

const morph = new MorphClient({ apiKey: process.env.MORPH_API_KEY });

const result = await morph.warpGrep.searchGitHub({
  searchTerm: 'Find authentication middleware',
  github: 'vercel/next.js',       // or full URL: 'https://github.com/vercel/next.js'
  branch: 'canary',               // optional, defaults to repo's default branch
});

if (result.success) {
  for (const ctx of result.contexts) {
    console.log(`${ctx.file}: ${ctx.content}`);
  }
}

Agent Tool

Each SDK adapter provides createGitHubSearchTool():

// Same pattern as createWarpGrepTool — just swap the factory:
const githubTool = morph.anthropic.createGitHubSearchTool();
// Or: morph.openai.createGitHubSearchTool()
// Or: morph.vercel.createGitHubSearchTool()

Usage is identical to the Quick Start above — pass githubTool in your tools array.

GitHub search returns the same WarpGrepResult format as local search.

Remote Execution (Sandboxes)

When your code lives in a remote sandbox (E2B, Modal, Daytona, Docker), provide three functions that execute commands remotely. The SDK handles all parsing.

const warpGrepSubagent = morph.anthropic.createWarpGrepTool({
  repoRoot: '/home/user/repo',
  remoteCommands: {
    grep: async (pattern, path, glob) => {
      const cmd = `rg --no-heading --line-number --color never -C 1 ${glob ? `--glob '${glob}'` : ''} '${pattern}' '${path}'`;
      const r = await sandbox.run(cmd);
      return r.stdout;
    },
    read: async (path, start, end) => {
      const r = await sandbox.run(`sed -n '${start},${end}p' '${path}'`);
      return r.stdout;
    },
    listDir: async (path, maxDepth) => {
      const r = await sandbox.run(`find '${path}' -maxdepth ${maxDepth}`);
      return r.stdout;
    },
  },
});

Replace sandbox.run(...) with your provider’s exec method (E2B’s sandbox.commands.run, Modal’s sandbox.exec, etc).

The SDK parses the raw output for you:

grep expects ripgrep format (path:line:content) with -C 1 context lines
read expects raw file content (SDK adds line numbers)
listDir expects one path per line (from find command)

Your sandbox needs ripgrep (rg) installed. Most providers support apt-get install ripgrep.

API Reference

Input (WarpGrepInput):

{
  searchTerm: string,         // Natural language search query
  repoRoot: string,           // Root directory to search
  excludes?: string[],        // Glob patterns to exclude
  includes?: string[],        // Glob patterns to include
  streamSteps?: boolean,      // Stream progress (see Streaming page)
  provider?: WarpGrepProvider, // Custom file system provider (see Custom Providers page)
  remoteCommands?: {          // For sandbox environments
    grep: (pattern, path, glob?) => Promise<string>,
    read: (path, start, end) => Promise<string>,
    listDir: (path, maxDepth) => Promise<string>,
  },
}

Returns (WarpGrepResult):

{
  success: boolean,
  contexts?: Array<{
    file: string,     // File path relative to repo root
    content: string,  // Relevant code section
  }>,
  summary?: string,   // Summary of findings
  error?: string,     // Error message if failed
}

Tool methods (when using as agent tool):

// Execute the tool with the LLM's input
const result = await warpGrepSubagent.execute(toolInput);

// Format the result as a string to send back to the LLM
// (converts the structured result into a readable text block)
const formatted = warpGrepSubagent.formatResult(result);

Error Handling

const result = await warpGrepSubagent.execute(toolUse.input);

if (!result.success) {
  console.error(result.error);
  // Common errors:
  // - "Search did not complete" — the model did not call finish within 4 turns
  // - "API error" — authentication or network issue
  // - "timeout" — search took longer than the configured timeout
}

Type Exports

import {
  warpGrepInputSchema,
  executeToolCall,
  WARP_GREP_TOOL_NAME,
  WARP_GREP_DESCRIPTION,
} from '@morphllm/morphsdk/tools/warp-grep';

import type {
  WarpGrepResult,
  WarpGrepContext,
  WarpGrepInput,
  WarpGrepToolConfig,
  GitHubSearchInput,
  GitHubSearchToolConfig,
  RemoteCommands,
} from '@morphllm/morphsdk';

Get Started

Products

API Reference

Integrations

Quick Start

Platform Examples

Configuration

Default Excludes

Searching node_modules

GitHub Search Options

GitHub Search

Client API

Agent Tool

Remote Execution (Sandboxes)

API Reference

Error Handling

Type Exports

Get Started

Products

API Reference

Integrations

​Quick Start

​Platform Examples

​Configuration

​Default Excludes

​Searching node_modules

​GitHub Search Options

​GitHub Search

​Client API

​Agent Tool

​Remote Execution (Sandboxes)

​API Reference

​Error Handling

​Type Exports

Quick Start

Platform Examples

Configuration

Default Excludes

Searching node_modules

GitHub Search Options

GitHub Search

Client API

Agent Tool

Remote Execution (Sandboxes)

API Reference

Error Handling

Type Exports