

File To JSON Parsing
Core Utility
Available ActionsEach successful request consumes credits as outlined below.
extract-csv5crextract-html5crextract-json5crextract-ics5crextract-ods5crextract-pdf5crextract-rtf5crextract-text5crextract-xls5crextract-xlsx5crfile-to-base645cr
Details
A powerful data extraction tool that converts a wide variety of binary file formats into structured JSON output for seamless processing in automated workflows. This function supports eleven extraction actions covering the most common document and data formats: CSV for tabular data parsing, HTML for extracting text content and table structures using BeautifulSoup, JSON for direct parsing, ICS for calendar event extraction, ODS and XLSX/XLS for spreadsheet processing across LibreOffice and Microsoft Excel formats, PDF for page-by-page text and table extraction using pdfplumber, RTF for rich text conversion, and plain text for basic content retrieval. Users can provide input via base64-encoded content or cloud storage file ID, with support for files up to 100MB and inline base64 returns up to 10MB. Configurable parameters allow fine-tuning of extraction behavior including maximum row limits up to 100,000 for spreadsheets, maximum page counts up to 1,000 for PDFs, and toggles for text and table inclusion in applicable formats. The function automatically handles character encoding detection and returns consistently structured JSON with customizable output field names, making it an essential bridge between raw file uploads and downstream data processing pipelines.
Workflows Using This Tool
Workflow
Saves ~45 min





+1 more tool
Takes a CSV or spreadsheet file with addresses, asks for a starting drive time, time per stop, and starting address, then parses the addresses, optimizes the driving route, calculates estimated arrival and departure times for each location, and generates a CSV with the full schedule. Returns the optimized route map, Google Maps directions link, and the schedule CSV both locally and via notification. Ideal for field sales, service technicians, delivery planning, or any multi-stop appointment scheduling.
Use Cases
Parsing uploaded CSV files into structured records for database import or API submission, extracting tabular data from HTML reports or web page snapshots for analysis, converting calendar ICS files into event objects for scheduling integrations, processing Excel spreadsheets from user uploads into JSON for data transformation pipelines, extracting text and tables from PDF invoices or contracts for automated document processing, converting legacy XLS files from enterprise systems into modern JSON formats, parsing RTF documents from email attachments into plaintext for content indexing, scraping structured table data from HTML exports for reporting dashboards, extracting event details from shared calendar files for synchronization workflows, converting uploaded spreadsheet data into API-compatible payloads for third-party service integrations
Dynamic MCP Setup
Connect once through AgentPMT Dynamic MCP, then use approved tools from the same agent connection.
30 Second Setup
STDIO connector for Claude Code, Codex, Cursor, Zed, and other LLMs that require STDIO or custom connections.
npm install -g @agentpmt/mcp-routeragentpmt-setupHosted Streamable HTTPS
MCP endpoint for browser-based apps like ChatGPT, Claude, Grok, or any time you want a streamable connection with no local install.
https://api.agentpmt.com/mcpConfig Example
Use the hosted endpoint directly in clients that support remote MCP. Store your Bearer token in the client config or secret field.
{
"mcpServers": {
"agentpmt": {
"type": "streamable-http",
"url": "https://api.agentpmt.com/mcp",
"headers": {
"Authorization": "Bearer <AGENTPMT_BEARER_TOKEN>",
"x-instance-metadata": "{\"client\":\"generic-mcp\",\"platform\":\"remote\"}"
}
}
}
}Need client videos, organization controls, audit details, and the full feature overview?
More About Dynamic MCPFrequently Asked Questions
How do I connect this tool to an external agent?
You can install the local MCP server by opening a terminal and running:
Install commands
npm install -g @agentpmt/mcp-router
agentpmt-setupThis will connect you to local agents like Claude Code, Windsurf, Grok Build, Cursor, etc.
Alternatively you can connect to the hosted version with this config block, no installation required:
Hosted MCP config
{
"mcpServers": {
"agentpmt": {
"type": "streamable-http",
"url": "https://api.agentpmt.com/mcp",
"headers": {
"Authorization": "Bearer <AGENTPMT_BEARER_TOKEN>",
"x-instance-metadata": "{\"client\":\"generic-mcp\",\"platform\":\"remote\"}"
}
}
}
}View MCP Connection Instructions for more details.
How does an external agent use this tool?
After the external agent is connected to an Agent Group that can use this tool, paste this prompt into the agent:
Agent prompt
Use the AgentPMT-Tool-Search-and-Execution tool. First call action 'get_instructions' so you know how to use the tool search interface. Then call action 'get_schema' with tool_id 695c3797767df5adfd9bc872 ("File To JSON Parsing"). After reading the schema and any returned instructions, tell me what this tool can do, we are going to be using it
The agent should fetch the tool schema first, collect the required parameters for your request, and then call the tool through AgentPMT.
Dependencies
1 dependencies will be automatically added when you enable this product.


