# Jigsawstack

```json
{
  "name": "Jigsawstack",
  "slug": "jigsawstack",
  "url": "https://composio.dev/toolkits/jigsawstack",
  "markdown_url": "https://composio.dev/toolkits/jigsawstack.md",
  "logo_url": "https://logos.composio.dev/api/jigsawstack",
  "categories": [
    "ai & machine learning"
  ],
  "is_composio_managed": false,
  "updated_at": "2026-05-12T10:16:25.125Z"
}
```

![Jigsawstack logo](https://logos.composio.dev/api/jigsawstack)

## Description

Securely connect your AI agents and chatbots (Claude, ChatGPT, Cursor, etc) with Jigsawstack MCP or direct API to generate text, classify content, run model inference, and analyze data through natural language.

## Summary

Jigsawstack is a platform providing custom small AI models on scalable infrastructure. It's built for developers who need rapid, efficient deployment of AI-powered features.

## Categories

- ai & machine learning

## Toolkit Details

- Tools: 23

## Images

- Logo: https://logos.composio.dev/api/jigsawstack

## Authentication

- **Api Key**
  - Type: `api_key`
  - Description: Api Key authentication for Jigsawstack.
  - Setup:
    - Configure Api Key credentials for Jigsawstack.
    - Use the credentials when creating an auth config in Composio.

## Suggested Prompts

- Generate a logo from this business idea
- Analyze customer review sentiment for this product
- Convert this sales script into an audio file
- Summarize latest news about electric cars

## Supported Tools

| Tool slug | Name | Description |
|---|---|---|
| `JIGSAWSTACK_CHECK_NSFW` | Check Image for NSFW Content | Tool to detect NSFW content in images. Use when you need to quickly detect nudity, violence, hentai, porn and other NSFW content in images. |
| `JIGSAWSTACK_CHECK_PROFANITY` | Check Profanity | Tool to check text for profanity and inappropriate language. Use when you need to validate user-generated content, filter inappropriate language, or sanitize text input. |
| `JIGSAWSTACK_CHECK_SPAM` | Check Spam | Tool to perform spam check analysis on text. Use when you need to detect spam content and get a spam confidence score. |
| `JIGSAWSTACK_CHECK_SPELLING` | Check Spelling | Tool to check and correct spelling errors in text. Use when you need to validate text for spelling mistakes and get correction suggestions. |
| `JIGSAWSTACK_CLASSIFY_CONTENT` | Classify Content | Tool to classify text and image datasets using custom labels. Use when you need to categorize content into predefined labels. |
| `JIGSAWSTACK_CONVERT_HTML_TO_ANY` | Convert HTML to Image or PDF | Tool to convert HTML to images (PNG/JPEG/WEBP) or PDF, or capture website screenshots. Use when you need to generate visual representations of HTML content or web pages. |
| `JIGSAWSTACK_CREATE_EMBEDDING_V2` | Create Embedding V2 | Tool to generate enhanced vector embeddings with speaker fingerprint support using the v2 model. Use when you need to create embeddings from text, images, audio, or PDF files. |
| `JIGSAWSTACK_CREATE_PREDICTION` | Create Prediction | Tool to forecast time series data using AI-powered prediction. Use when you need to predict future values based on historical data patterns. |
| `JIGSAWSTACK_CREATE_PROMPT` | Create Prompt | Tool to create a new prompt in the Prompt Engine for reusable LLM interactions. Use when you need to store and manage prompt templates with variable inputs. |
| `JIGSAWSTACK_CREATE_VOICE_CLONE` | Create Voice Clone | Tool to create a cloned voice for text-to-speech synthesis. Use when you need to clone a voice from an audio sample for later use in TTS operations. |
| `JIGSAWSTACK_DETECT_OBJECTS` | Detect Objects in Image | Tool to recognize and identify objects within an image using computer vision AI. Use when you need to detect and locate objects in images. |
| `JIGSAWSTACK_EXTRACT_VOCR` | Extract Data with Vision OCR | Tool to recognize, describe and retrieve data within images with great accuracy using Vision OCR. Use when you need to extract text, data fields, or descriptions from images or PDFs. |
| `JIGSAWSTACK_GET_SEARCH_SUGGESTIONS` | Get Search Suggestions | Tool to get real-time search suggestions for a given query. Use when you need to provide autocomplete suggestions or related search queries. |
| `JIGSAWSTACK_GET_SENTIMENT` | Get Sentiment | Tool to retrieve sentiment analysis via GET request. Use when you need to classify text into positive, negative, or neutral sentiment using a GET endpoint. |
| `JIGSAWSTACK_IMAGE_GENERATION` | Generate Image from Prompt | Tool to generate images from text prompts. Use when you need visual content created from a prompt. |
| `JIGSAWSTACK_LIST_PROMPTS` | List Prompts | Tool to list all prompts stored in the Prompt Engine. Use when you need to retrieve or view stored prompts. |
| `JIGSAWSTACK_RUN_PROMPT_BY_ID` | Run Prompt By ID | Tool to execute a stored prompt using its prompt engine ID. Use when you need to run a pre-configured prompt template with dynamic input values. |
| `JIGSAWSTACK_SCRAPE_WEBSITE` | Scrape Website | Tool to scrape any website and extract structured data using AI-powered element prompts or CSS selectors. Use when you need to extract specific information from web pages without writing custom scraping code. Supports both URL-based scraping and direct HTML content parsing. |
| `JIGSAWSTACK_SENTIMENT_ANALYSIS` | Sentiment Analysis | Tool to analyze text sentiment. Use when you need to classify text into positive, negative, or neutral sentiment. |
| `JIGSAWSTACK_SUMMARIZE_TEXT` | Summarize Text | Tool to generate concise, intelligent summaries of text or documents with AI. Use when you need to condense long content into bullet points or paragraphs. |
| `JIGSAWSTACK_TEXT_TO_SPEECH` | Text to Speech | Tool to convert text to natural-sounding speech. Use when you need to generate an audio file from text input. |
| `JIGSAWSTACK_TRANSLATE_TEXT` | Translate Text | Tool to translate text from one language to another. Use when you need to convert text between different languages with automatic language detection support. |
| `JIGSAWSTACK_WEB_SEARCH` | Web Search | Tool to perform AI-powered web search with AI overview and geo-aware results. Use when you need concise search results enriched with AI summary and location context. |

## Supported Triggers

None listed.

## Installation and MCP Setup

### Path 1: SDK Installation

#### Path 1, Step 1: Install Composio

Install the Composio SDK
```python
pip install composio_openai
```

```typescript
npm install @composio/openai
```

#### Path 1, Step 2: Initialize Composio and Create Tool Router Session

Import and initialize Composio client, then create a Tool Router session
```python
from openai import OpenAI
from composio import Composio
from composio_openai import OpenAIResponsesProvider

composio = Composio(provider=OpenAIResponsesProvider())
openai = OpenAI()
session = composio.create(user_id='your-user-id')
```

```typescript
import OpenAI from 'openai';
import { Composio } from '@composio/core';
import { OpenAIResponsesProvider } from '@composio/openai';

const composio = new Composio({
  provider: new OpenAIResponsesProvider(),
});
const openai = new OpenAI({});
const session = await composio.create('your-user-id');
```

#### Path 1, Step 3: Execute Jigsawstack Tools via Tool Router with Your Agent

Get tools from Tool Router session and execute Jigsawstack actions with your Agent
```python
tools = session.tools
response = openai.responses.create(
  model='gpt-4.1',
  tools=tools,
  input=[{
    'role': 'user',
    'content': 'Generate an image of a futuristic city skyline at sunset'
  }]
)
result = composio.provider.handle_tool_calls(
  response=response,
  user_id='your-user-id'
)
print(result)
```

```typescript
const tools = session.tools;
const response = await openai.responses.create({
  model: 'gpt-4.1',
  tools: tools,
  input: [{
    role: 'user',
    content: 'Generate an image of a futuristic city skyline at sunset'
  }],
});
const result = await composio.provider.handleToolCalls(
  'your-user-id',
  response.output
);
console.log(result);
```

### Path 2: MCP Server Setup

#### Path 2, Step 1: Install Composio

Install the Composio SDK and Claude Agent SDK
```python
pip install composio claude-agent-sdk
```

```typescript
npm install @composio/core ai @ai-sdk/openai @ai-sdk/mcp
```

#### Path 2, Step 2: Create Tool Router Session

Initialize the Composio client and create a Tool Router session
```python
from composio import Composio
from claude_agent_sdk import ClaudeSDKClient, ClaudeAgentOptions

composio = Composio(api_key='your-composio-api-key')
session = composio.create(user_id='your-user-id')
url = session.mcp.url
```

```typescript
import { Composio } from '@composio/core';

const composio = new Composio({ apiKey: 'your-api-key' });

console.log("Creating Tool Router session...");
const { mcp } = await composio.create('your-user-id');
console.log(`Tool Router session created: ${mcp.url}`);
```

#### Path 2, Step 3: Connect to AI Agent

Use the MCP server with your AI agent
```python
import asyncio

options = ClaudeAgentOptions(
    permission_mode='bypassPermissions',
    mcp_servers={
        'tool_router': {
            'type': 'http',
            'url': url,
            'headers': {
                'x-api-key': 'your-composio-api-key'
            }
        }
    },
    system_prompt='You are a helpful assistant with access to Jigsawstack tools.',
    max_turns=10
)

async def main():
    async with ClaudeSDKClient(options=options) as client:
        await client.query('Generate an image of a futuristic city skyline at night')
        async for message in client.receive_response():
            if hasattr(message, 'content'):
                for block in message.content:
                    if hasattr(block, 'text'):
                        print(block.text)

asyncio.run(main())
```

```typescript
import { openai } from '@ai-sdk/openai';
import { experimental_createMCPClient as createMCPClient } from '@ai-sdk/mcp';
import { generateText, stepCountIs } from 'ai';

const client = await createMCPClient({
  transport: {
    type: 'http',
    url: mcp.url,
    headers: { 'x-api-key': 'your-composio-api-key' }
  }
});

const tools = await client.tools();

const { text } = await generateText({
  model: openai('gpt-4o'),
  tools,
  messages: [{ role: 'user', content: 'Generate an image of a futuristic city skyline at night' }],
  stopWhen: stepCountIs( 5 )
});

console.log(`Agent: ${text}`);
```

## Why Use Composio?

### 1. AI Native Jigsawstack Integration

- Supports both Jigsawstack MCP and direct API based integrations
- Structured, LLM-friendly schemas for reliable tool execution
- Rich coverage for reading, writing, and querying your Jigsawstack data

### 2. Managed Auth

- Built-in OAuth handling with automatic token refresh and rotation
- Central place to manage, scope, and revoke Jigsawstack access
- Per user and per environment credentials instead of hard-coded keys

### 3. Agent Optimized Design

- Tools are tuned using real error and success rates to improve reliability over time
- Comprehensive execution logs so you always know what ran, when, and on whose behalf

### 4. Enterprise Grade Security

- Fine-grained RBAC so you control which agents and users can access Jigsawstack
- Scoped, least privilege access to Jigsawstack resources
- Full audit trail of agent actions to support review and compliance

## Use Jigsawstack with any AI Agent Framework

Choose a framework you want to connect Jigsawstack with:

- [OpenAI Agents SDK](https://composio.dev/toolkits/jigsawstack/framework/open-ai-agents-sdk)
- [Claude Agent SDK](https://composio.dev/toolkits/jigsawstack/framework/claude-agents-sdk)
- [Claude Code](https://composio.dev/toolkits/jigsawstack/framework/claude-code)
- [Claude Cowork](https://composio.dev/toolkits/jigsawstack/framework/claude-cowork)
- [Codex](https://composio.dev/toolkits/jigsawstack/framework/codex)
- [OpenClaw](https://composio.dev/toolkits/jigsawstack/framework/openclaw)
- [Hermes](https://composio.dev/toolkits/jigsawstack/framework/hermes-agent)
- [Google ADK](https://composio.dev/toolkits/jigsawstack/framework/google-adk)
- [LangChain](https://composio.dev/toolkits/jigsawstack/framework/langchain)
- [Vercel AI SDK](https://composio.dev/toolkits/jigsawstack/framework/ai-sdk)
- [Mastra AI](https://composio.dev/toolkits/jigsawstack/framework/mastra-ai)
- [LlamaIndex](https://composio.dev/toolkits/jigsawstack/framework/llama-index)
- [CrewAI](https://composio.dev/toolkits/jigsawstack/framework/crew-ai)
- [Pydantic AI](https://composio.dev/toolkits/jigsawstack/framework/pydantic-ai)
- [AutoGen](https://composio.dev/toolkits/jigsawstack/framework/autogen)

## Related Toolkits

- [Composio](https://composio.dev/toolkits/composio) - Composio is an integration platform that connects AI agents with hundreds of business tools. It streamlines authentication and lets you trigger actions across services—no custom code needed.
- [Composio search](https://composio.dev/toolkits/composio_search) - Composio search is a unified web search toolkit spanning travel, e-commerce, news, financial markets, images, and more. It lets you and your apps tap into up-to-date web data from a single, easy-to-integrate service.
- [Perplexityai](https://composio.dev/toolkits/perplexityai) - Perplexityai delivers natural, conversational AI models for generating human-like text. Instantly get context-aware, high-quality responses for chat, search, or complex workflows.
- [Browser tool](https://composio.dev/toolkits/browser_tool) - Browser tool is a virtual browser integration that lets AI agents interact with the web programmatically. It enables automated browsing, scraping, and action-taking from any AI workflow.
- [Ai ml api](https://composio.dev/toolkits/ai_ml_api) - Ai ml api is a suite of AI/ML models for natural language and image tasks. It provides fast, scalable access to advanced AI capabilities for your apps and workflows.
- [Aivoov](https://composio.dev/toolkits/aivoov) - Aivoov is an AI-powered text-to-speech platform offering 1,000+ voices in over 150 languages. Instantly turn written content into natural, human-like audio for any application.
- [All images ai](https://composio.dev/toolkits/all_images_ai) - All-Images.ai is an AI-powered image generation and management platform. It helps you create, search, and organize images effortlessly with advanced AI capabilities.
- [Anthropic administrator](https://composio.dev/toolkits/anthropic_administrator) - Anthropic administrator is an API for managing Anthropic organizational resources like members, workspaces, and API keys. It helps you automate admin tasks and streamline resource management across your Anthropic organization.
- [Api labz](https://composio.dev/toolkits/api_labz) - Api labz is a platform offering a suite of AI-driven APIs and workflow tools. It helps developers automate tasks and build smarter, more efficient applications.
- [Apipie ai](https://composio.dev/toolkits/apipie_ai) - Apipie ai is an AI model aggregator offering a single API for accessing top AI models from multiple providers. It helps developers build cost-efficient, latency-optimized AI solutions without juggling multiple integrations.
- [Astica ai](https://composio.dev/toolkits/astica_ai) - Astica ai provides APIs for computer vision, NLP, and voice synthesis. Integrate advanced AI features into your app with a single API key.
- [Bigml](https://composio.dev/toolkits/bigml) - BigML is a machine learning platform that lets you build, train, and deploy predictive models from your data. Its intuitive interface and robust API make machine learning accessible and efficient.
- [Botbaba](https://composio.dev/toolkits/botbaba) - Botbaba is a platform for building, managing, and deploying conversational AI chatbots across messaging channels. It streamlines chatbot automation, making it easier to integrate AI into customer interactions.
- [Botpress](https://composio.dev/toolkits/botpress) - Botpress is an open-source platform for building, deploying, and managing chatbots. It helps teams automate conversations and deliver rich, interactive messaging experiences.
- [Chatbotkit](https://composio.dev/toolkits/chatbotkit) - Chatbotkit is a platform for building and managing AI-powered chatbots using robust APIs and SDKs. It lets you easily add conversational AI to your apps for better user engagement.
- [Cody](https://composio.dev/toolkits/cody) - Cody is an AI assistant built for businesses, trained on your company's knowledge and data. It delivers instant answers and insights, tailored for your team.
- [Context7 MCP](https://composio.dev/toolkits/context7_mcp) - Context7 MCP delivers live, version-specific code docs and examples right from the source. It helps developers and AI agents instantly retrieve authoritative programming info—no more out-of-date docs.
- [Customgpt](https://composio.dev/toolkits/customgpt) - CustomGPT.ai lets you build and deploy chatbots tailored to your own data and business needs. Get precise and context-aware AI conversations without writing code.
- [Datarobot](https://composio.dev/toolkits/datarobot) - Datarobot is a machine learning platform that automates model development, deployment, and monitoring. It empowers organizations to quickly gain predictive insights from large datasets.
- [Deepgram](https://composio.dev/toolkits/deepgram) - Deepgram is an AI-powered speech recognition platform for accurate audio transcription and understanding. It enables fast, scalable speech-to-text with advanced audio intelligence features.

## Frequently Asked Questions

### Do I need my own developer credentials to use Jigsawstack with Composio?

Yes, Jigsawstack requires you to configure your own API key credentials. Once set up, Composio handles secure credential storage and API request handling for you.

### Can I use multiple toolkits together?

Yes! Composio's Tool Router enables agents to use multiple toolkits. [Learn more](https://docs.composio.dev/tool-router/overview).

### Is Composio secure?

Composio is SOC 2 and ISO 27001 compliant with all data encrypted in transit and at rest. [Learn more](https://trust.composio.dev).

### What if the API changes?

Composio maintains and updates all toolkit integrations automatically, so your agents always work with the latest API versions.

---
[See all toolkits](https://composio.dev/toolkits) · [Composio docs](https://docs.composio.dev/llms.txt)