agent-json-reliability
Click on "Deploy Server".
Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state.
In the chat, type
@followed by the MCP server name and your instructions, e.g., "@agent-json-reliabilityRepair malformed JSON from an AI agent: {'name': 'Alice', 'age': 30,}"
That's it! The server will respond to your query, and you can continue using it as needed.
Here is a step-by-step guide with screenshots.
Agent JSON Reliability
STATUS=BETA version 0.1.0
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:
inspect — diagnose whether the text is JSON and which failures are present
safe repair — apply only structural, unambiguous fixes
validate — optional JSON Schema check on the result
structured diagnostics —
valid_original,repaired,valid_final,schema_valid,unsafe_or_ambiguous,changes,errors
This is not a generic jsonschema wrapper. The primary value is turning malformed agent output into reliable structured data without an LLM and without inventing semantic values.
When repair would require guessing (truncated objects, missing values, competing JSON documents), the service refuses. That is correct behavior.
Primary HTTP endpoint: POST /v1/json/reliable
MCP tools (same core functions, no duplicate implementation): json_reliable / 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=falserepaired=truevalid_final=trueunsafe_or_ambiguous=falsejson→{"name":"alice","age":30}
If a schema is supplied and satisfied: schema_valid=true.
Related MCP server: JSONShelf
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=falseunsafe_or_ambiguous=trueorrepaired=false
Do not treat a correct refusal as a product failure.
Run locally (no Hunter)
python -m pip install -r requirements.txt
python serve.pyBinds 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.
HTTP examples
See examples/curl.md, examples/python.py, examples/javascript.js.
Remote examples use ${PUBLIC_BASE_URL}. 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.
{
"mcpServers": {
"agent-json-reliability": {
"command": "python",
"args": ["-m", "products.gateway.mcp_stdio"]
}
}
}After you publish to PyPI (free): uvx agent-json-reliability.
Remote HTTP MCP (POST /mcp) is for a running instance. Prefer stdio/package for Official MCP Registry metadata.
Machine discovery
GET /.well-known/agent-services.jsonGET /openapi.jsonGET /llms.txtGET /AGENTS.mdPOST /mcpJSON-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, no x402 payment.
Free beta: no auth, no payment.
This server cannot be deployed
Maintenance
Related MCP Connectors
Deterministic JSON repair, validate, example-gen, schema-coerce for agents. Zero LLM, sub-10ms.
Repair malformed JSON from LLM/agent output; optional JSON Schema coercion. Free + x402 paid.
Deterministic validation for AI-generated artifacts: JSON Schema, OpenAPI response, SQL syntax.
Repair malformed JSON that fails a schema. Deterministic only; refuses to guess; signed receipt.
Related MCP Servers
- FlicenseNot gradedqualityDmaintenanceEnables repair of malformed JSON strings into valid JSON for agent workflows by fixing common LLM formatting issues. Supports cleanup of code fences, smart quotes, unquoted keys, trailing commas, and missing brackets to ensure reliable data parsing.-
- FlicenseNot gradedqualityNot gradedmaintenanceDeterministic JSON repair, validation, example-generation, and schema-coercion for AI agents — zero LLM calls, sub-10ms, $0.0005 per call.-
- AlicenseNot gradedqualityDmaintenanceDeterministic JSON validation and repair for AI agents. Validates, repairs, schema-checks, and diffs JSON so long-running agents don't corrupt their session state with malformed writes.MIT
- AlicenseNot gradedqualityCmaintenanceJSON repair & validation MCP server for AI agents: fixes malformed JSON (trailing commas, truncation, etc.) and validates/coerces against a JSON Schema, with deterministic free tier and paid LLM-fallback.01MIT