AI Developer Tools

Jacquard

Jacquard is a small programming language designed for running, reviewing, and trusting programs written by machine-learning models and reviewed by people.

What is Jacquard?

Jacquard is a research programming language with algebraic effects, content-addressed definitions, and discrete probabilistic programming, built for a regime where most code is written by AI and reviewed by humans.

Jacquard vs Similar AI Tools

Pricing ModelFreeFreeFreeFree
Free Credits
Key Features
  • Algebraic effects with deep, multi-shot handlers
  • Type-and-effect rows for capability enforcement
  • Content-addressed definitions with structural hashing
  • Seven breakable boxes covering OWASP Agentic Top-10 vulnerabilities
  • Three guided simulations for cascading failures, human-agent trust, and rogue agents
  • Network-isolated Docker containers for safe execution
  • Code-to-runtime reasoning across cloud, Git, and Kubernetes
  • Action-gate enforces read-only policy on every API call
  • Sandboxed JavaScript execution for concurrent research
  • Append-only, SHA-256-addressed event history through Jaybase
  • AES-256-GCM encryption for stored node payloads
  • Unified RBAC for ledger, notes, snapshots, and audit reads
Pros
  • Language-level effect tracking and enforcement
  • Multi-shot handlers enable exact Bayesian inference
  • Covers full OWASP Agentic Top-10 in a realistic manner
  • Docker isolation prevents accidental damage
  • Read-only by construction prevents accidental writes
  • Evidence-backed verification cross-checks every finding
  • Opinionated and secure accounting CLI with immutable audit trail
  • Designed for AI agent integration with JSON output
Cons
  • Research prototype, not production-ready
  • Limited ecosystem and documentation
  • Requires Docker and technical setup
  • Not for production use; only for lab environments
  • Requires an LLM API key, incurring token costs
  • Limited to read-only operations, cannot remediate
  • Pre-1.0, limited feature set
  • No native QuickBooks import (agents must normalize data)
Best For
  • AI safety and review workflows
  • Probabilistic programming research
  • Security researchers focusing on AI agent vulnerabilities
  • Developers building MCP-based applications
  • Security engineers
  • DevOps teams
  • Small teams needing secure, auditable accounting with AI agent support
  • Developers integrating automated bookkeeping workflows

How to use Jacquard?

  1. 1Install the binary: curl -fsSL https://raw.githubusercontent.com/jbwinters/jacquard-lang/jacquard-core-0.1-rc3/scripts/install.sh | sh
  2. 2Run a program: jac run ~/.local/share/jacquard/demos/basics/m1-fact.jac
  3. 3Check effects: jac check FILE.jac --manifest
  4. 4Run tests: jac test TESTS.jac

Jacquard Key Features

  • Algebraic effects with deep, multi-shot handlers
  • Type-and-effect rows for capability enforcement
  • Content-addressed definitions with structural hashing
  • Discrete probabilistic programming as a library
  • Native AOT compilation emitting C

Jacquard Use Cases

  • Reviewing AI-generated code for side effects and uncertainty
  • Simulating programs under multiple world models
  • Exact probabilistic inference via enumeration
  • Program repair as Bayesian inference

Jacquard Pricing & Free Credits

Jacquard currently operates on a Free model.

This tool is completely free to use

Open Source

$0

Jacquard is free and open source under Apache License 2.0.

Jacquard Pros & Cons

Pros

  • Language-level effect tracking and enforcement
  • Multi-shot handlers enable exact Bayesian inference
  • Canonical identity ignores formatting and renames
  • Built for trust in AI-generated code

Cons

  • Research prototype, not production-ready
  • Limited ecosystem and documentation
  • Only core 0.1 semantic boundary defined
  • No concurrency or JIT support

What is Jacquard best for?

  • AI safety and review workflows
  • Probabilistic programming research
  • Safe effect management in generated code

Jacquard FAQ

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