# How to integrate Parsera MCP with OpenClaw ```json { "title": "How to integrate Parsera MCP with OpenClaw", "toolkit": "Parsera", "toolkit_slug": "parsera", "framework": "OpenClaw", "framework_slug": "openclaw", "url": "https://composio.dev/toolkits/parsera/framework/openclaw", "markdown_url": "https://composio.dev/toolkits/parsera/framework/openclaw.md", "updated_at": "2026-05-12T10:21:24.069Z" } ``` ## Introduction OpenClaw is the fastest growing agent harness out there, which can work 24/7 to automate almost any kind of tasks. However, its capabilities are limited to the tools it has access to. Composio allows your OpenClaw to access Parsera with authentication management handled for you. You can execute actions on Parsera via your favorite OpenClaw interface (Telegram, WhatsApp, TUI, etc), whichever you prefer. ## Also integrate Parsera with - [OpenAI Agents SDK](https://composio.dev/toolkits/parsera/framework/open-ai-agents-sdk) - [Claude Agent SDK](https://composio.dev/toolkits/parsera/framework/claude-agents-sdk) - [Claude Code](https://composio.dev/toolkits/parsera/framework/claude-code) - [Claude Cowork](https://composio.dev/toolkits/parsera/framework/claude-cowork) - [Codex](https://composio.dev/toolkits/parsera/framework/codex) - [Hermes](https://composio.dev/toolkits/parsera/framework/hermes-agent) - [CLI](https://composio.dev/toolkits/parsera/framework/cli) - [Google ADK](https://composio.dev/toolkits/parsera/framework/google-adk) - [LangChain](https://composio.dev/toolkits/parsera/framework/langchain) - [Vercel AI SDK](https://composio.dev/toolkits/parsera/framework/ai-sdk) - [Mastra AI](https://composio.dev/toolkits/parsera/framework/mastra-ai) - [LlamaIndex](https://composio.dev/toolkits/parsera/framework/llama-index) - [CrewAI](https://composio.dev/toolkits/parsera/framework/crew-ai) ## TL;DR ### Why use Composio? Apart from a managed and hosted MCP server, you will get: - Programmatic tool calling allows LLMs to write its code in a remote workbench to handle complex tool chaining. Reduces to-and-fro with LLMs for frequent tool calling. - Handling Large tool responses out of LLM context to minimize context rot. - Dynamic just-in-time access to 20,000 tools across 1000+ other Apps for cross-app workflows. It loads the tools you need, so LLMs aren't overwhelmed by tools you don't need. ## Connect Parsera to OpenClaw ### How to install Parsera with OpenClaw ### Using Composio API Key and Setup Prompt - Go to [dashboard.composio.dev](https://dashboard.composio.dev/login?next=/~/org/connect/clients/openclaw&utm_source=toolkits&utm_medium=framework_template&utm_campaign=openclaw&utm_content=setup_prompt) - Copy the setup prompt - Run it in your OpenClaw chat interface. - Authenticate Parsera from the [dashboard](https://dashboard.composio.dev/login?next=/~/org/connect/clients/openclaw&utm_source=toolkits&utm_medium=framework_template&utm_campaign=openclaw&utm_content=authenticate) - Go back to your OpenClaw interface and start asking questions. ### Using OpenClaw/Composio Plugin 1. Install OpenClaw Composio plugin ```bash openclaw plugins install @composio/openclaw-plugin ``` ## What is the Parsera MCP server, and what's possible with it? The Parsera MCP server is an implementation of the Model Context Protocol that connects your AI agent and assistants like Claude, Cursor, etc directly to your Parsera account. It provides structured and secure access to website content, so your agent can extract markdown, parse structured data, and automate web scraping workflows on your behalf. - Extract markdown from webpages: Ask your agent to pull clean, readable markdown content directly from any public URL or file. - Parse and structure HTML content: Let your agent analyze raw HTML or text and convert it into structured data you can use for downstream tasks. - Automate data extraction workflows: Direct your agent to combine fetching, parsing, and formatting steps to streamline web scraping projects end-to-end. - Simplify report and content generation: Have your agent turn scraped website data into markdown reports or ready-to-use documentation for your projects. ## Supported Tools | Tool slug | Name | Description | |---|---|---| | `PARSERA_CREATE_SCRAPER` | Create Scraper | Tool to create a new empty scraper for your account. Returns a scraper_id that can be used with the generate endpoint to generate scraping code. | | `PARSERA_DELETE_SCRAPER` | Delete Scraper | Tool to delete an existing scraper by its ID. Use when you need to remove a scraper that was created through the /v1/scrapers/new endpoint. | | `PARSERA_EXTRACT_DATA` | Extract Data from Webpage | Tool to perform LLM-powered data extraction from a live webpage URL with specified attributes. Use when you need to extract structured data from web pages based on field descriptions. | | `PARSERA_EXTRACT_MARKDOWN` | Extract Markdown | Tool to extract markdown content from a file or URL. | | `PARSERA_GET_LLM_SPECS` | Get LLM Specifications | Tool to retrieve standardized LLM capabilities and pricing specifications. Use to get up-to-date information about models from various providers. | | `PARSERA_GET_PROXY_COUNTRIES` | Get Proxy Countries | Tool to retrieve the list of available proxy countries for web scraping requests. Use when you need to know which countries are supported for proxy-based scraping. | | `PARSERA_HEALTH_CHECK` | Health Check | Tool to verify API availability and operational status. Use to check if the Parsera service is accessible before making other API calls. | | `PARSERA_LIST_AGENTS` | List Agents | Tool to retrieve all available agents for the authenticated user. Use when you need to list agents that can be used for scraping tasks. | | `PARSERA_LIST_SCRAPERS` | List Scrapers | Tool to list all templates and old scrapers for the authenticated user. Use when you need to retrieve available scraper configurations. | | `PARSERA_PARSE_CONTENT2` | Parse Content (Enhanced) | Tool to extract structured data from raw HTML or text content using AI with advanced options. Use when you have content already loaded and need to extract specific fields with pagination or different extraction modes. | | `PARSERA_REMOVE_AGENT` | Remove Agent | Tool to delete an existing agent by name. Use when you need to remove a previously created agent from the Parsera platform. | | `PARSERA_RUN_SCRAPER_TEMPLATE` | Run Scraper Template | Tool to run a scraper template on a specified URL with optional proxy and cookies. Use when you need to execute a pre-defined scraper template to extract structured data from web pages. | | `PARSERA_SCRAPE_WITH_AGENT` | Scrape With Agent | Tool to run a previously generated scraper agent on a specific URL to extract structured data. Use when you need to apply an existing scraper to a webpage. | ## Supported Triggers None listed. ## Creating MCP Server - Stand-alone vs Composio SDK The Parsera MCP server provides comprehensive access to Parsera operations through Composio. Once connected, you can perform all major Parsera actions directly from OpenClaw using natural language commands. ## Complete Code None listed. ## Conclusion ### Conclusion You've successfully integrated Parsera with OpenClaw using Composio plugin. Now interact with Parsera directly from your terminal, Web UI, or any messenger app using natural language commands. Key benefits of this setup: - Seamless integration across TUI, Web UIs, and Messenger apps like Telegram, WhatsApp, Slack, etc. - Natural language commands for Parsera operations - Managed authentication through Composio - Access to 20,000+ tools across 1000+ apps for cross-app workflows - Programmatic tool calling for complex tool chaining Next steps: - Try asking OpenClaw to perform various Parsera operations - Explore cross-app workflows by connecting more toolkits like Calendar, Slack, Notion, etc. - Build complex automation scripts that leverage OpenClaw's 24/7 running capabilities ## How to build Parsera MCP Agent with another framework - [OpenAI Agents SDK](https://composio.dev/toolkits/parsera/framework/open-ai-agents-sdk) - [Claude Agent SDK](https://composio.dev/toolkits/parsera/framework/claude-agents-sdk) - [Claude Code](https://composio.dev/toolkits/parsera/framework/claude-code) - [Claude Cowork](https://composio.dev/toolkits/parsera/framework/claude-cowork) - [Codex](https://composio.dev/toolkits/parsera/framework/codex) - [Hermes](https://composio.dev/toolkits/parsera/framework/hermes-agent) - [CLI](https://composio.dev/toolkits/parsera/framework/cli) - [Google ADK](https://composio.dev/toolkits/parsera/framework/google-adk) - [LangChain](https://composio.dev/toolkits/parsera/framework/langchain) - [Vercel AI SDK](https://composio.dev/toolkits/parsera/framework/ai-sdk) - [Mastra AI](https://composio.dev/toolkits/parsera/framework/mastra-ai) - [LlamaIndex](https://composio.dev/toolkits/parsera/framework/llama-index) - [CrewAI](https://composio.dev/toolkits/parsera/framework/crew-ai) ## Related Toolkits - [Excel](https://composio.dev/toolkits/excel) - Microsoft Excel is a robust spreadsheet application for organizing, analyzing, and visualizing data. It's the go-to tool for calculations, reporting, and flexible data management. - [21risk](https://composio.dev/toolkits/_21risk) - 21RISK is a web app built for easy checklist, audit, and compliance management. It streamlines risk processes so teams can focus on what matters. - [Abstract](https://composio.dev/toolkits/abstract) - Abstract provides a suite of APIs for automating data validation and enrichment tasks. It helps developers streamline workflows and ensure data quality with minimal effort. - [Addressfinder](https://composio.dev/toolkits/addressfinder) - Addressfinder is a data quality platform for verifying addresses, emails, and phone numbers. It helps you ensure accurate customer and contact data every time. - [Agenty](https://composio.dev/toolkits/agenty) - Agenty is a web scraping and automation platform for extracting data and automating browser tasks—no coding needed. It streamlines data collection, monitoring, and repetitive online actions. - [Ambee](https://composio.dev/toolkits/ambee) - Ambee is an environmental data platform providing real-time, hyperlocal APIs for air quality, weather, and pollen. Get precise environmental insights to power smarter decisions in your apps and workflows. - [Ambient weather](https://composio.dev/toolkits/ambient_weather) - Ambient Weather is a platform for personal weather stations with a robust API for accessing local, real-time, and historical weather data. Get detailed environmental insights directly from your own sensors for smarter apps and automations. - [Anonyflow](https://composio.dev/toolkits/anonyflow) - Anonyflow is a service for encryption-based data anonymization and secure data sharing. It helps organizations meet GDPR, CCPA, and HIPAA data privacy compliance requirements. - [Api ninjas](https://composio.dev/toolkits/api_ninjas) - Api ninjas offers 120+ public APIs spanning categories like weather, finance, sports, and more. Developers use it to supercharge apps with real-time data and actionable endpoints. - [Api sports](https://composio.dev/toolkits/api_sports) - Api sports is a comprehensive sports data platform covering 2,000+ competitions with live scores and 15+ years of stats. Instantly access up-to-date sports information for analysis, apps, or chatbots. - [Apify](https://composio.dev/toolkits/apify) - Apify is a cloud platform for building, deploying, and managing web scraping and automation tools called Actors. It lets you automate data extraction and workflow tasks at scale—no infrastructure headaches. - [Autom](https://composio.dev/toolkits/autom) - Autom is a lightning-fast search engine results data platform for Google, Bing, and Brave. Developers use it to access fresh, low-latency SERP data on demand. - [Beaconchain](https://composio.dev/toolkits/beaconchain) - Beaconchain is a real-time analytics platform for Ethereum 2.0's Beacon Chain. It provides detailed insights into validators, blocks, and overall network performance. - [Big data cloud](https://composio.dev/toolkits/big_data_cloud) - BigDataCloud provides APIs for geolocation, reverse geocoding, and address validation. Instantly access reliable location intelligence to enhance your applications and workflows. - [Bigpicture io](https://composio.dev/toolkits/bigpicture_io) - BigPicture.io offers APIs for accessing detailed company and profile data. Instantly enrich your applications with up-to-date insights on 20M+ businesses. - [Bitquery](https://composio.dev/toolkits/bitquery) - Bitquery is a blockchain data platform offering indexed, real-time, and historical data from 40+ blockchains via GraphQL APIs. Get unified, reliable access to complex on-chain data for analytics, trading, and research. - [Brightdata](https://composio.dev/toolkits/brightdata) - Brightdata is a leading web data platform offering advanced scraping, SERP APIs, and anti-bot tools. It lets you collect public web data at scale, bypassing blocks and friction. - [Builtwith](https://composio.dev/toolkits/builtwith) - BuiltWith is a web technology profiler that uncovers the technologies powering any website. Gain actionable insights into analytics, hosting, and content management stacks for smarter research and lead generation. - [Byteforms](https://composio.dev/toolkits/byteforms) - Byteforms is an all-in-one platform for creating forms, managing submissions, and integrating data. It streamlines workflows by centralizing form data collection and automation. - [Cabinpanda](https://composio.dev/toolkits/cabinpanda) - Cabinpanda is a data collection platform for building and managing online forms. It helps streamline how you gather, organize, and analyze responses. ## Frequently Asked Questions ### What are the differences in Tool Router MCP and Parsera MCP? With a standalone Parsera MCP server, the agents and LLMs can only access a fixed set of Parsera tools tied to that server. However, with the Composio Tool Router, agents can dynamically load tools from Parsera and many other apps based on the task at hand, all through a single MCP endpoint. ### Can I use Tool Router MCP with OpenClaw? Yes, you can. OpenClaw fully supports MCP integration. You get structured tool calling, message history handling, and model orchestration while Tool Router takes care of discovering and serving the right Parsera tools. ### Can I manage the permissions and scopes for Parsera while using Tool Router? Yes, absolutely. You can configure which Parsera scopes and actions are allowed when connecting your account to Composio. You can also bring your own OAuth credentials or API configuration so you keep full control over what the agent can do. ### How safe is my data with Composio Tool Router? All sensitive data such as tokens, keys, and configuration is fully encrypted at rest and in transit. Composio is SOC 2 Type 2 compliant and follows strict security practices so your Parsera data and credentials are handled as safely as possible. --- [See all toolkits](https://composio.dev/toolkits) · [Composio docs](https://docs.composio.dev/llms.txt)