Jigsawstack for AI agents

JigsawStack offers a suite of small AI models for tasks like OCR, sentiment analysis, translation, and web search, built into scalable infrastructure. Connect it once through Arc0, and your agent, or Claude, ChatGPT and Cursor, can use it through one MCP endpoint, limited to what each user approved.

AI and modelsAPI keyMCP + RESTjigsawstack.com
AUDIT LOG · JIGSAWSTACKPOLICY: acme-support
09:41:07 · claude · u_8f2read
jigsawstack.list_prompts
List Prompts✓ allowed · 212ms
09:41:08 · claude · u_8f2read
jigsawstack.check_nsfw
Check Image for NSFW Content✓ allowed · 164ms
09:41:09 · claude · u_8f2write
jigsawstack.create_prompt
Create Prompt✓ approved · approved by user
EVERY JIGSAWSTACK CALL, ON THE RECORD
01 · USE CASES

What agents do in Jigsawstack.

01

Extract text from a document

Run vision OCR on an uploaded document image to extract structured data fields.

02

Check content for spam or profanity

Screen submitted text for spam or profanity before it is posted publicly.

03

Translate a piece of text

Translate a customer message into the support team's working language.

02 · ACTIONS

23 Jigsawstack actions, graded by risk.

Every Jigsawstack action is tagged read, write or destructive, so one policy covers the whole app and new actions inherit the right default.

read

13

Look things up. Allowed by default.

  • jigsawstack.list_prompts
    List Prompts
  • jigsawstack.get_sentiment
    Get Sentiment
  • jigsawstack.get_search_suggestions
    Get Search Suggestions
  • jigsawstack.check_nsfw
    Check Image for NSFW Content
  • jigsawstack.check_spam
    Check Spam
  • jigsawstack.extract_vocr
    Extract Data with Vision OCR
  • jigsawstack.check_spelling
    Check Spelling
  • jigsawstack.detect_objects
    Detect Objects in Image
  • jigsawstack.scrape_website
    Scrape Website
  • jigsawstack.summarize_text
    Summarize Text
  • jigsawstack.translate_text
    Translate Text
  • jigsawstack.check_profanity
    Check Profanity
  • jigsawstack.convert_html_to_any
    Convert HTML to Image or PDF

write

10

Create and change things. Allow, or ask the user first.

  • jigsawstack.create_prompt
    Create Prompt
  • jigsawstack.create_prediction
    Create Prediction
  • jigsawstack.create_voice_clone
    Create Voice Clone
  • jigsawstack.create_embedding_v2
    Create Embedding V2
  • jigsawstack.web_search
    Web Search
  • jigsawstack.text_to_speech
    Text to Speech
  • jigsawstack.classify_content
    Classify Content
  • jigsawstack.image_generation
    Generate Image from Prompt
  • jigsawstack.run_prompt_by_id
    Run Prompt By ID
  • jigsawstack.sentiment_analysis
    Sentiment Analysis

destructive

0

Delete, cancel or archive. Ask first, or deny outright.

  • No destructive actions.
03 · HOW IT WORKS

Jigsawstack in three steps.

  1. 01Your users connect JigsawstackThey add their Jigsawstack api key on Arc0 Connect, under your brand. It goes straight into the vault.
  2. 02You set the rulesReads run, and writes like “create Prompt” can wait for the user to approve.
  3. 03Any agent can actYour agent calls Jigsawstack through the Arc0 SDK or MCP, and so can Claude, ChatGPT and Cursor. Every call lands on the audit log.
POLICY.TS
await arc0.policies.set('jigsawstack', {
  read: 'allow',
  write: 'ask',        // create_prompt
  destructive: 'deny',  
})

# Claude Code: the same connection, one URL
$ claude mcp add --transport http arc0 \
    https://mcp.arc0.ai/u/u_8f2
04 · AUTH AND DATA

How Jigsawstack connects.

Users add their Jigsawstack api key on Arc0 Connect. It is encrypted in the vault, never shown to the model, and each user can rotate or revoke it at any time.

The same Jigsawstack connection serves your agent over MCP and your own backend over REST and the proxy, so a user connects once. How Arc0 handles credentials →

AUTH
API key
CREDENTIALS
Per-tenant encrypted vault
MODEL SEES
Results only, never credentials
AUDIT LOG
Every call, on every plan
05 · WORKS WITH

Use Jigsawstack from any agent.

Claude
ChatGPT
Cursor
Codex
VS Code
OpenAI Agents SDK
Claude Agent SDK
Vercel AI SDK
Mastra
LangGraph
07 · FAQ

Jigsawstack and Arc0, answered.

Q01

Can I use Jigsawstack with Claude, ChatGPT or Cursor?

Yes. Connect Jigsawstack to Arc0 once, then add your Arc0 MCP URL to Claude, ChatGPT, Cursor, Claude Code or any other remote-MCP client. Each assistant only gets the Jigsawstack actions you allow.

Q02

How do users connect Jigsawstack?

Users add their Jigsawstack api key on Arc0 Connect. It is encrypted in the vault, never shown to the model, and each user can rotate or revoke it at any time.

Q03

Which Jigsawstack actions can my agent take?

23 in total: 13 read, 10 write and 0 destructive, such as “create Prompt”. Your policies decide which of them each agent may call.

Q04

Can I make my agent read-only in Jigsawstack?

Yes. Allow read actions and deny writes in the Jigsawstack policy. Your agent can still look things up, and any write it attempts is blocked and logged.

Q05

Can my own backend call Jigsawstack too?

Yes. The same Jigsawstack connection is available over REST and through the Arc0 proxy, so your product and your agent share one connection per user.

Get started

Plug Jigsawstack into your agent.

Your users connect Jigsawstack once, under your brand. Your agent gets 23 actions behind your policies, with every call on the record.

Free to build · MCP + REST · Audit log on every plan