MCP Tool Schema Validator

A high-performance MCP server, Claude Desktop tool generator, and JSON schema validator that lets developers write, generate, and validate MCP tools with ease.

MCP Readiness Auditor

junipr/mcp-readiness-auditor

Audit tools/actors for MCP and AI-agent readiness: schemas, docs, examples, tasks, and outputs.

Connect to any MCP server and extract tool schemas, resource definitions, and prompt templates. Essential for AI agent development, function calling setup, and LLM tool integration.

Actor Schema Validator. Available on the Apify Store with pay-per-event pricing.

MCP Connector Compatibility Scanner

junipr/mcp-connector-compatibility-scanner

Scan MCP connector manifests, server metadata, tool schemas, auth metadata, and sample responses for compatibility issues, missing fields, unsupported patterns, schema problems, and client-readiness warnings.

MCP Tool Manifest Generator

junipr/mcp-tool-manifest-generator

Generate structured MCP-style tool manifests from supplied tool definitions, OpenAPI-like docs, JSON schemas, Markdown docs, or existing function definitions.

Tool Output Schema Normalizer

junipr/tool-output-schema-normalizer

Normalize inconsistent tool/actor outputs into a target schema for downstream automation.

Validate Schema.org structured data for SEO. Parses JSON-LD, detects Microdata and RDFa, highlights schema types, and reports common issues like invalid JSON-LD, missing @type, non-schema.org @context, and missing key properties for popular schema types.

Agent Output Contract Validator

junipr/agent-output-contract-validator

Validate AI-agent outputs against expected schemas, required fields, source/citation rules, and structured-output contracts.

MCP Tool Description Optimizer

trovevault/mcp-tool-description-optimizer

Optimizes MCP tool descriptions and input schemas with scores, risks, rewrites, and warnings. Export data, run via API, schedule and monitor runs, or integrate with other tools.