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Parserator MCP Server is available for instant installation in any AI agent framework

npm install -g parserator-mcp-server
The Structured Data Layer for AI Agents

PARSERATOR
FOR AGENTS

Turn any unstructured input into agent-ready JSON with 95% accuracy. Works with Google ADK, MCP, LangChain, and any agent framework. Built on Exoditical Moral Architecture — no vendor lock-in, ever.

The EMA First Principles

A Philosophy for Liberated Software

The ultimate expression of empowerment is the freedom to leave.

Preamble: The Crisis of Digital Captivity

Our industry is built on a lie.

We speak of "ecosystems" and "platforms," of "walled gardens" built to keep users safe. But for too long, these walls have been a prison. We have become masters of building golden cages, luring creators in with promises of convenience, only to silently raise the cost of leaving until it becomes insurmountable.

This is the business model of the parasite, the tick, the mosquito. It is a model built on vendor lock-in, data gravity, and the quiet exploitation of a creator's most valuable asset: their own work. It stifles innovation, drains cognitive bandwidth on pointless migrations, and chains the dynamic future to the whims of aging, monolithic institutions.

We believe this is not just a business flaw; it is a moral failure. And we believe it is time for an exodus.

Introducing Exoditical Moral Architecture (EMA)

We are calling for a new movement in software development. A movement grounded in the belief that the ultimate purpose of a tool is to empower the user, and the ultimate expression of empowerment is the freedom to leave.

Exoditical Moral Architecture is a design philosophy built on four foundational principles:

1.

You are Sovereign.

Your data is yours. Your logic is yours. Your intellectual property is yours. The tools you use are temporary hosts for your genius, not its permanent owners. An Exoditical platform understands that it is a service, not a sentence. Its primary function is to serve your will, and that includes your will to move on.
2.

Portability is a Feature, Not a Footnote.

The ability to export, migrate, and off-board your work must be a first-class citizen in any application's design. It must be as elegant, simple, and well-maintained as the onboarding process. We must treat a user's departure with the respect of a sacred ceremony, not the hostility of a jilted captor. We must be like the family doctor who, when you move to a new city, meticulously transfers all your medical records, provides referrals to excellent colleagues, and ensures continuity of care - because your wellbeing matters more than our patient roster.
3.

Be Agnostic, Be Free.

An Exoditical system is pathologically averse to proprietary formats. It embraces universal standards—OpenAPI, JSON, Docker—not because they are convenient, but because they are the language of freedom. It is designed to be a universal translator, a bridge, not a silo. It assumes that data will need to flow everywhere, and it builds the infrastructure to make that flow as effortless as water.
4.

Expose the Walls.

A core moral duty of an Exoditical platform is to provide a clear-eyed view of the entire landscape. This means not only building bridges from our platform to others but also having the integrity to point out where others have built walls. We must transparently map the ecosystem, celebrating open platforms and honestly identifying the prisons. We must compete on the merit of our product alone, not on the height of our walls.

A Call to Action for All Creators

This is not a philosophy we wish to hoard. It is a standard we hope to set for the entire industry.

We call on our fellow developers, founders, and creators to embrace this ethos. When you build your next tool, ask yourself:

  • Have I given my user a key, or have I locked them in a room?
  • Is my product a workshop, or is it a cage?
  • Am I competing on the quality of my service, or the difficulty of leaving it?

The future of software cannot be built on captivity. The next generation of foundational tools—the truly great tools—will win not by trapping the most users, but by liberating them.

Our Pledge at Parserator

We are the first adherents to these first principles. We pledge that every feature we build will be measured against the principles of Exoditical Moral Architecture. Our success will be defined not by our ability to acquire users, but by our unwavering commitment to their freedom.

Join us. Emancipate your data. Let's start the exodus.

"With Radical Conviction,"

GEN-RL-MiLLz
The Higher Dimensional Solo Dev
"Grateful for your support as I grow Hooves & a Horn,
taking pole position for the 2026 Agentic Derby."

Built for Agent Developers

Your agents need reliable structured data, not "mostly works" outputs. Parserator's two-stage Architect-Extractor pattern guarantees agent-ready JSON.

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Universal Agent Compatibility

Works with Google ADK, MCP, LangChain, AutoGPT, CrewAI — any framework. One API that speaks every agent language.
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95% Accuracy Guarantee

Two-stage parsing eliminates the 15% failure rate that breaks agent workflows. Your agents get valid JSON every time.
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EMA-Compliant Infrastructure

No vendor lock-in. Export everything. Switch frameworks without rebuilding. The right to leave is a first-class feature.

See Parserator in Action

Watch Jackson explain how Parserator revolutionizes data parsing for AI agents.

Jackson Explains Parserator
The ultimate guide to AI-powered data parsing

Real Agent Use Cases

From natural language commands to document understanding — see how agents use Parserator in production.

🗣️ Smart Assistant Agent

User: "Schedule call with Sarah tomorrow 3pm about Q4"
{ "action": "create_meeting", "contact": "Sarah", "datetime": "2025-06-07T15:00:00", "topic": "Q4 budget" }

🎧 Customer Service Agent

"I'm frustrated with order #12345. Late delivery, damaged item. Need refund ASAP!"
{ "issue_type": "order_problem", "order_id": "12345", "problems": ["late_delivery", "damaged_item"], "sentiment": "frustrated", "priority": "high" }

Framework Integration

Drop-in compatibility with every major agent development platform.

Google ADK Integration

@agent.tool def extract_user_intent(user_message: str) -> UserIntent: return parse_for_agent( text=user_message, schema=UserIntent, context="command_parsing" )

MCP Server (Universal)

# Any MCP-compatible agent can use: mcp://parserator/parse?schema=Contact&text=email_content # Install MCP server: npm install -g parserator-mcp-server
Also supports: LangChain • AutoGPT • CrewAI • LlamaIndex • Custom REST API
View All Integrations

Developer Community

Join thousands of developers building the future of agent infrastructure.

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Discord Community

Connect with other agent developers, share integrations, and get real-time help.
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GitHub Repository

Open-source code, integrations, and real-world agent implementations.
View on GitHub
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MCP Server

For AI agent frameworks (Claude Desktop, LangChain, etc.)
Install MCP Server
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Node.js SDK

Direct integration for Node.js applications and custom implementations.
Coming Soon

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