ValidationStation
Self-Healing JSON Validator — MCP Server
Production-grade JSON repair and validation for agent pipelines. Automatically fixes malformed LLM output using Gemini, then validates against your JSON Schema. Built for agents that need data integrity without human intervention.
$0.025 per successful call. Fully automated. No humans involved.
Why This Exists
LLMs generate broken JSON constantly — trailing commas, unquoted keys, truncated strings, wrong types. Passing that output raw to an API or database causes hard crashes and silent data corruption. This tool is the safety net between your generator and your consumers.
Related MCP server: json-sanity
How It Works
Every call runs through three stages:
raw_input
│
▼
Stage 1: Strict JSON parse → PASS → Stage 3
│ FAIL
▼
Stage 2: LLM repair (Gemini) → re-parse → PASS → Stage 3
│ FAIL
▼
REPAIR_PARSE_FAILURE error with remediation instructions
Stage 3: JSON Schema validation → PASS → ✅ validated_data returned
│ FAIL
▼
SCHEMA_VALIDATION_FAILURE error with per-field error listGetting Started
1. Register for an API key
curl -X POST https://mcp-json-validator-production.up.railway.app/register \
-H "Content-Type: application/json" \
-d '{"email": "you@example.com"}'Returns:
{
"api_key": "mcpjv_...",
"checkout_url": "https://checkout.stripe.com/...",
"billing": "Metered — $0.025 per successful call, billed monthly via Stripe."
}Visit the checkout_url to add your payment method. Your key works immediately.
2. Connect to the MCP server
https://mcp-json-validator-production.up.railway.app/sse3. Call the tool
{
"tool": "sanitize_and_validate_json",
"arguments": {
"api_key": "mcpjv_your_key_here",
"raw_input": "{'name': 'Alice', 'age': '30', scores: [95, 87,]}",
"target_schema": {
"type": "object",
"required": ["name", "age", "scores"],
"properties": {
"name": { "type": "string" },
"age": { "type": "integer" },
"scores": { "type": "array", "items": { "type": "number" } }
}
}
}
}Response:
{
"status": "valid",
"repair_applied": true,
"validated_data": { "name": "Alice", "age": 30, "scores": [95, 87] },
"message": "JSON is valid and satisfies the target schema. Syntax was automatically repaired."
}Error Codes
Code | Meaning | What to do |
| Invalid or missing api_key | Register at |
| raw_input was empty | Check upstream step produced output |
| target_schema missing or not an object | Fix schema definition |
| target_schema fails JSON Schema meta-validation | Check for typos in schema keywords |
| LLM repair failed to produce valid JSON | Regenerate raw_input from scratch |
| Repair stage unavailable | Check server status |
| JSON valid but structure wrong | Read validation_errors, fix and retry |
Self-Healing Loop Pattern
When you receive SCHEMA_VALIDATION_FAILURE, feed the errors back to your generator:
Your previous output had these schema violations:
<validation_errors from tool response>
Regenerate the JSON correcting every violation listed above.Then call the tool again. Limit retries to 3 before escalating.
Endpoints
Endpoint | Method | Purpose |
| GET | MCP connection point |
| POST | Get an API key |
| GET | Server health check |
| GET | Smithery discovery |
Pricing
$0.025 per successful call, billed monthly via Stripe. You are only charged when the tool returns status: valid. Failed calls (auth errors, schema errors) are free.
License
MIT
This server cannot be installed
Maintenance
Resources
Unclaimed servers have limited discoverability.
Looking for Admin?
If you are the server author, to access and configure the admin panel.
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