Agent JSON Reliability

Official registry Developer tools

Deterministic inspect, safe repair, and JSON Schema validation for agent JSON. No LLM.

Install

Add this to your client's MCP configuration (Claude Desktop: claude_desktop_config.json; Cursor: .cursor/mcp.json; VS Code and others use the same "mcpServers" shape).

PYPI package agent-json-reliability
Claude Code
claude mcp add agent-json-reliability -- uvx agent-json-reliability==0.1.0
JSON configuration (Claude Desktop, Cursor, VS Code)
{
    "mcpServers": {
        "agent-json-reliability": {
            "command": "uvx",
            "args": [
                "agent-json-reliability==0.1.0"
            ]
        }
    }
}

Documentation

From the project's README on GitHub, refreshed weekly. Links open on GitHub.

Contents
  1. Agent JSON Reliability
  2. Quick start
  3. Before / after (safe repair)
  4. Safe refusal (ambiguous)
  5. Run locally (no Hunter)
  6. Hosted API (x402)
  7. HTTP examples
  8. MCP (stdio — durable)
  9. Machine discovery
  10. What this package does not include

Agent JSON Reliability

Deterministic JSON repair + JSON Schema validation for AI agents.
No LLM. Safe refusal on ambiguity.

STATUS=BETA 0.1.0 · GitHub · PyPI · Official MCP Registry

Problem: agents emit malformed JSON (fences, trailing commas, single quotes). This tool inspects, safely repairs, and schema-validates that text. No LLM. No invented values.

PathCost
Local MCP (uvx agent-json-reliability)Free
Hosted POST /v1/json/inspect, /validate, /repair, /mcpFree
Hosted POST /v1/json/reliable0.003 USDC on Base via x402

Machine catalog: https://agent-json-reliability.onrender.com/v1/catalog
Skill: https://agent-json-reliability.onrender.com/skill.md

Quick start

uvx agent-json-reliability

MCP client config (stdio, published package):

{
  "mcpServers": {
    "agent-json-reliability": {
      "command": "uvx",
      "args": ["agent-json-reliability"]
    }
  }
}

AI agents and software frequently emit malformed JSON: markdown fences, trailing commas, single quotes, True/False/None, and extra prose around one object.

Agent JSON Reliability is a deterministic pipeline for that failure mode:

  1. inspect — diagnose whether the text is JSON and which failures are present
  2. safe repair — apply only structural, unambiguous fixes
  3. validate — optional JSON Schema check on the result
  4. structured diagnostics — valid_original, repaired, valid_final, schema_valid, unsafe_or_ambiguous, changes, errors

This is not a generic jsonschema wrapper. Missing semantic values are never invented. Ambiguous input is refused.

Primary HTTP endpoint (local/self-hosted): POST /v1/json/reliable

MCP tools (same core functions): reliable_json, validate_json, repair_json, inspect_json

Before / after (safe repair)

Malformed agent output:

{
  "text": "```json\n{\"name\":\"alice\",\"age\":30,}\n```"
}

Expected result (semantically equivalent valid JSON):

  • valid_original=false
  • repaired=true
  • valid_final=true
  • unsafe_or_ambiguous=false
  • json → {"name":"alice","age":30}

If a schema is supplied and satisfied: schema_valid=true.

Safe refusal (ambiguous)

Truncated input such as {"user": is JSON-intended but not deterministically repairable without inventing keys or values.

Expected:

  • HTTP 200 (documented safe response)
  • valid_final=false
  • unsafe_or_ambiguous=true or repaired=false

Do not treat a correct refusal as a product failure.

Run locally (no Hunter)

python -m pip install -r requirements.txt
python serve.py

Binds 127.0.0.1:8770 by default. Set PUBLIC_BASE_URL to an HTTPS origin only when you expose the process yourself. Do not commit a temporary tunnel hostname as the canonical URL.

Hosted API (x402)

Public origin: https://agent-json-reliability.onrender.com

Inspect / validate / repair / MCP stay free. POST /v1/json/reliable returns HTTP 402 until an x402 PAYMENT-SIGNATURE settles 3000 atomic USDC (0.003) on Base (eip155:8453) via PayAI.

curl -s -D - -o /tmp/ajr.json -X POST https://agent-json-reliability.onrender.com/v1/json/reliable \
  -H "content-type: application/json" \
  -d '{"text":"{'\''a'\'': 1}"}'
# Expect: HTTP/1.1 402  and a PAYMENT-REQUIRED header. Do not send a signature unless you intend to pay.

HTTP examples

See examples/curl.md, examples/python.py, examples/javascript.js.

Remote examples use https://agent-json-reliability.onrender.com. Local default is http://127.0.0.1:8770.

Share URLs (optional, unverified telemetry tags):

  • /?source=github
  • /?source=mcp-registry
  • /?source=api-directory

MCP (stdio — durable)

Package transport does not depend on a temporary public URL. Prefer uvx (above). From a checkout:

{
  "mcpServers": {
    "agent-json-reliability": {
      "command": "python",
      "args": ["-m", "products.gateway.mcp_stdio"]
    }
  }
}

Remote HTTP MCP (POST /mcp) is for a running instance.

Machine discovery

  • Hosted origin: https://agent-json-reliability.onrender.com
  • GET /.well-known/agent-services.json
  • GET /.well-known/agent.json
  • GET /.well-known/x402
  • GET /openapi.json
  • GET /llms.txt · GET /llms-full.txt · GET /AGENTS.md · GET /sitemap.xml · GET /robots.txt
  • POST /mcp JSON-RPC (tools/list, tools/call)

What this package does not include

No Hunter market database, no private reports, no Windows user paths, no collectors, no wallets in this package. Hosted /v1/json/reliable is x402-paid; local MCP and inspect/validate/repair are free.

Frequently asked questions

What is Agent JSON Reliability?

Deterministic inspect, safe repair, and JSON Schema validation for agent JSON. No LLM.

How do I install Agent JSON Reliability?

It runs on your machine. In Claude Code: claude mcp add agent-json-reliability -- uvx agent-json-reliability==0.1.0. For other clients, paste the JSON configuration from this page into their MCP settings.

Does Agent JSON Reliability need an API key?

Its registry entry lists no required key or secret. Some features may still need an account with the service it connects to.

Is Agent JSON Reliability open source?

Its code is public on GitHub, but the repository does not declare a standard license.

Who maintains Agent JSON Reliability?

It is published by toninovo4249-ai. AI.tn lists it but does not maintain or endorse it.

From the official MCP Registry. Listing is not an endorsement: review a server's code and permissions before giving it access to your data.