MCP Response Normalizer

Tool Output Schema Normalizer

junipr/tool-output-schema-normalizer

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

Normalize CSV and JSON rows into stable, typed, automation-ready records.

Transform csv / json schema normalizer v2 inputs into structured rows, clear errors, confidence signals, and automation-ready output.

Transform company name normalizer inputs into structured rows, clear errors, confidence signals, and automation-ready output.

MCP Tool Schema Validator

junipr/mcp-tool-schema-validator

Validate MCP tool schemas and manifests for agent-readiness, input/output clarity, and common schema mistakes.

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.

Trustpilot Reviews Scraper | Ratings, Dates & Responses

muzafferkadir/trustpilot-reviews-scraper

Scrapes Trustpilot company reviews including rating, reviewer name, country, title, body, date, verified status, helpful votes, and company responses.

MCP.so Servers Scraper - MCP Marketplace Data

benthepythondev/mcp-so-servers-scraper

Scrape MCP.so marketplace pages and extract MCP server names, URLs, descriptions and agent-integration metadata.

Structured web research for AI agents. Search, fetch and structure web data into the exact JSON schema you request. Clean, predictable output for Claude and MCP workflows, ready to drop into RAG pipelines.

MCP Error Classifier

junipr/mcp-error-classifier

Classify MCP/tool-call errors into normalized categories such as auth, validation, timeout, rate limit, transport, schema, tool execution, permission, dependency, and unknown, with evidence and remediation hints.