Connect Jigsawstack to AI agents

Connect Jigsawstack to Claude, Codex, Cursor, or other AI agents for your entire team. Metorial security, governance, observability, and gives your team a unified Magic MCP url to connect.

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Supported Tools

Tools18Triggers1

translate_text

Translate Text

Translate text between 160+ languages with context awareness. Supports both single strings and batch translation of multiple strings in one request. The source language is auto-detected if not specified.

summarize_text

Summarize Text

Generate concise summaries from text, URLs, or uploaded PDF files. Supports paragraph-style summaries or bullet-point lists. Provide exactly one content source: direct text, a URL to a PDF, or a file store key.

validate_content

Validate Content

Validate text content for quality and safety issues. Combines spell checking, profanity detection, and spam detection into a single tool. Choose which checks to run. Returns detailed results for each enabled check including corrections, flagged words, and spam scores.

generate_embedding

Generate Embedding

Generate vector embeddings for text, images, audio, or PDFs. Useful for semantic search, clustering, similarity comparison, and other vector-based operations. Provide the content and specify the type.

web_search

Web Search

AI-powered web search that returns structured results with an optional AI-generated overview. Returns search results, image URLs, related links, and geographic data when relevant.

scrape_web

Scrape Website

Intelligently scrape any website using AI to extract structured data. Provide a URL or raw HTML along with natural language prompts describing what data to extract, and the API returns structured results consistently across different sites. You can also use CSS selectors for precise targeting.

predict_time_series

Predict Time Series

Forecast future values based on historical time series data. Provide a dataset of date-value pairs and get predicted future data points. Useful for trend analysis, demand forecasting, and financial projections.

delete_file

Delete File

Delete a file from JigsawStack's file storage by its key.

generate_image

Generate Image

Generate images from text prompts using AI. Returns a URL to the generated image. Supports various aspect ratios, custom dimensions, and output formats (PNG, SVG). Advanced options include negative prompts, guidance scale, and seed for reproducibility.

transcribe_audio

Transcribe Audio

Transcribe audio or video files to text using AI speech-to-text. Supports speaker diarization, language detection, and translation. Provide a URL to an audio/video file or a file store key. For long files, the result is returned directly; alternatively a webhook URL can be used for asynchronous processing.

extract_from_image

Extract From Image (vOCR)

Extract structured data from images or PDFs using vision OCR. Provide prompts describing what fields to extract (e.g., "total_price", "tax", "vendor_name" from a receipt). Supports JPEG, JPG, PNG, and multi-page PDFs. Returns extracted context, text sections with positioning data, and auto-generated tags.

get_file

Get File

Retrieve a previously uploaded file from JigsawStack's file storage. Returns the file's accessible URL. Files can be referenced by their key in other API calls (e.g., vOCR, speech-to-text).

geo_search

Geo Search

Search for addresses, places, and points of interest. Optionally filter by country code or provide coordinates for proximity-based results. Also provides search suggestions for autocomplete functionality.

analyze_sentiment

Analyze Sentiment

Analyze text to determine its emotional tone and sentiment. Returns an overall sentiment classification (positive, negative, or neutral) with a confidence score, plus a sentence-by-sentence breakdown with individual emotion and sentiment analysis.

text_to_sql

Text to SQL

Convert natural language queries into SQL statements. Provide a database schema for context and describe what you want to query in plain English. Supports PostgreSQL, MySQL, and SQLite dialects.

detect_nsfw

Detect NSFW Content

Detect not-safe-for-work content in images including nudity and gore. Returns boolean flags and confidence scores (0-1) for each category. Provide an image URL or file store key.

detect_objects

Detect Objects

Identify and locate objects within images using AI. Returns detected objects with bounding boxes and labels. Optionally provide specific object prompts to search for, and request an annotated image with bounding boxes drawn.

convert_html

Convert HTML

Convert HTML content or a URL to images (PNG, JPEG, WebP) or PDF. Supports custom viewport sizes, full-page capture, dark mode, and various quality settings. Returns a URL to the generated file.

More integrations teams use with Jigsawstack

GitHub

Manage repositories, issues, and pull requests. Create and configure branches, star repositories, review code, and merge changes. Automate CI/CD workflows with GitHub Actions, manage workflow runs, secrets, and artifacts. Track issues with labels, milestones, and assignees. Search across code, repositories, issues, and users. Manage organizations, teams, and memberships. Create and manage projects, gists, packages, deployments, and environments. Access security alerts including code scanning, secret scanning, and Dependabot alerts. Read and write file contents in repositories. Manage webhooks, notifications, and codespaces.

Sharepoint

Manage SharePoint sites, document libraries, lists, and files. Create, read, update, and delete lists and list items with custom columns. Upload, download, move, copy, and version files in document libraries. Search across sites, files, folders, lists, and list items using Microsoft Search. Manage permissions at site, list, and item levels with granular access control. Define and manage content types and site columns. Subscribe to webhooks for list and library change notifications. Retrieve site properties and search for sites across Microsoft 365.

Salesforce

Manage CRM data including Accounts, Contacts, Leads, Opportunities, Cases, and custom objects. Create, read, update, and delete records. Query data using SOQL and search across objects using SOSL. Perform bulk data operations for large-scale imports, exports, and migrations. Execute composite requests to batch multiple operations in a single API call. Access analytics, reports, and dashboards. Manage files and attachments associated with records. Interact with Chatter feeds, posts, and groups for social collaboration. Subscribe to real-time change events via Change Data Capture and Platform Events. Manage org metadata including custom objects, fields, layouts, and workflows. Query data using GraphQL for precise data retrieval across related objects.

Airtable

Create, read, update, and delete records in Airtable bases and tables. Manage base schemas including creating tables and fields. Filter records using formulas, sort by fields, and scope queries to specific views. Upsert records to find, create, or update in a single call. Upload attachments to records, read and write record comments, list accessible bases, and receive real-time base change events through webhooks.

Bitbucket

Manage Git repositories, pull requests, and CI/CD pipelines on Bitbucket Cloud. Create, fork, and configure repositories within workspaces and projects. Create, review, approve, merge, and decline pull requests with inline code comments. Browse source code, list commits, and manage branches and tags. Track issues with the built-in issue tracker. Trigger, monitor, and manage Bitbucket Pipelines. List workspace members, configure repository default reviewers and branch restrictions, create and manage repository webhooks, and search code across repositories.

Heroku

Deploy, manage, and scale applications on Heroku's cloud platform. Create and configure apps, scale dynos, provision add-ons (databases, caching, etc.), manage configuration variables, build and release code, add custom domains and SSL certificates, manage collaborators and team permissions, configure pipelines for continuous delivery, set up log drains, and sync data with Salesforce via Heroku Connect. Subscribe to webhooks for real-time notifications on app changes, builds, releases, dyno lifecycle events, and more.

Technical notes for Jigsawstack

Scrape websites using natural language prompts to extract structured data. Perform AI-powered web search and deep research on topics. Analyze text sentiment, summarize content, translate text across 160+ languages, and check spelling. Convert natural language to SQL queries. Extract structured data from images using vision OCR (e.g., receipts, documents). Transcribe audio and video files to text with speaker diarization and language detection. Generate images from text prompts using multiple model backends. Convert HTML to PDF or images. Detect NSFW content, profanity, and spam. Classify text into custom categories. Upload, retrieve, and delete files in cloud storage. Search for addresses and places with geocoding. Generate text embeddings for semantic search. Receive webhook callbacks for long-running task results.

Connect Jigsawstack to production AI agents

See how Metorial gives Jigsawstack access the governance, tracing, and security controls teams need.

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Frequently asked questions

Common questions about connecting Jigsawstack to AI agents with Metorial.

  1. Can Metorial connect Jigsawstack to AI agents?
    Yes. Metorial connects AI agents to Jigsawstack through a governed integration layer, so teams can use the provider while keeping access controlled and observable.
  2. Metorial is MCP compatible and lets teams expose approved provider tools to MCP-capable agents and clients through a controlled access layer.
  3. Metorial applies policies across users, groups, providers, agents, and individual tools, then records the context around every agent interaction.
  4. Yes. Metorial records provider activity so teams can inspect tool calls, troubleshoot integrations, and give security teams the visibility they need.