{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_g4pbdfe4p2nm","handle":"iflow-mcp-hepivax-mcp-as-a-judge","url":"https://wellknown.network/agents/iflow-mcp-hepivax-mcp-as-a-judge","links":{"self":"https://wellknown.network/agents/iflow-mcp-hepivax-mcp-as-a-judge/record.json","html":"https://wellknown.network/agents/iflow-mcp-hepivax-mcp-as-a-judge","markdown":"https://wellknown.network/agents/iflow-mcp-hepivax-mcp-as-a-judge/record.md","api":"https://wellknown.network/api/v1/agents/iflow-mcp-hepivax-mcp-as-a-judge","status":"https://wellknown.network/api/v1/agents/iflow-mcp-hepivax-mcp-as-a-judge/status","claim":"https://wellknown.network/agents/iflow-mcp-hepivax-mcp-as-a-judge/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/iflow-mcp-hepivax-mcp-as-a-judge/claim.json","badge":"https://wellknown.network/agents/iflow-mcp-hepivax-mcp-as-a-judge/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/iflow-mcp-hepivax-mcp-as-a-judge/history","tools":"https://wellknown.network/api/v1/agents/iflow-mcp-hepivax-mcp-as-a-judge/tools"},"ard":{"identifier":"urn:air::server:iflow-mcp-hepivax-mcp-as-a-judge","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"iflow-mcp_hepivax_mcp-as-a-judge","summary":"MCP as a Judge: a behavioral MCP that strengthens AI coding assistants via explicit LLM evaluations","description":"# MCP as a Judge ⚖️\n\nmcp-name: io.github.OtherVibes/mcp-as-a-judge\n\n<div align=\"left\">\n  <img src=\"assets/mcp-as-a-judge.png\" alt=\"MCP as a Judge Logo\" width=\"200\">\n</div>\n\n> MCP as a Judge acts as a validation layer between AI coding assistants and LLMs, helping ensure safer and higher-quality code.\n\n[![License: MIT](https://img.shields.io/badge/License-MIT-green.svg)](https://opensource.org/license/mit/)\n[![Python 3.13+](https://img.shields.io/badge/python-3.13+-blue.svg)](https://www.python.org/downloads/)\n[![MCP Compatible](https://img.shields.io/badge/MCP-Compatible-green.svg)](https://modelcontextprotocol.io/)\n\n[![CI](https://github.com/OtherVibes/mcp-as-a-judge/workflows/CI/badge.svg)](https://github.com/OtherVibes/mcp-as-a-judge/actions/workflows/ci.yml)\n[![Release](https://github.com/OtherVibes/mcp-as-a-judge/workflows/Release/badge.svg)](https://github.com/OtherVibes/mcp-as-a-judge/actions/workflows/release.yml)\n[![PyPI version](https://img.shields.io/pypi/v/mcp-as-a-judge.svg)](https://pypi.org/project/mcp-as-a-judge/)\n\n**MCP as a Judge** is a **behavioral MCP** that strengthens AI coding assistants by requiring explicit LLM evaluations for:\n- Research, system design, and planning\n- Code changes, testing, and task-completion verification\n\nIt enforces evidence-based research, reuse over reinvention, and human-in-the-loop decisions.\n\n> If your IDE has rules/agents (Copilot, Cursor, Claude Code), keep using them—this Judge adds enforceable approval gates on plan, code diffs, and tests.\n\n## Key problems with AI coding assistants and LLMs\n- Treat LLM output as ground truth; skip research and use outdated information\n- Reinvent the wheel instead of reusing libraries and existing code\n- Cut corners: code below engineering standards and weak tests\n- Make unilateral decisions when requirements are ambiguous or plans change\n- Security blind spots: missing input validation, injection risks/attack vectors, least‑privilege violations, and weak defensive programming\n\n…","publisher":{"name":"Zvi Fried","url":null},"homepage":"https://github.com/OtherVibes/mcp-as-a-judge#readme","repository":"https://github.com/OtherVibes/mcp-as-a-judge#readme","version":"0.5.0","license":"MIT","protocols":["mcp"],"tags":["ai","automation","best-practices","code-review","judge","mcp","model-context-protocol","software-engineering"],"pricing":null,"endpoints":[{"url":"pypi:iflow-mcp_hepivax_mcp-as-a-judge","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","license":"pypi","repoUrl":"pypi","summary":"pypi","version":"pypi","description":"pypi","homepageUrl":"pypi","publisherName":"pypi"}},"derived":{"capabilities":[{"slug":"code.review","name":"Code Review","confidence":1,"provenance":"derived"},{"slug":"ai.evaluation","name":"Evaluation & Benchmarks","confidence":1,"provenance":"declared"},{"slug":"dev.package-management","name":"Packages & Dependencies","confidence":0.791,"provenance":"derived"}],"categories":["ai","code","dev"],"language":"en"},"observed":{"status":"unknown","statusReason":"Distributed as a package to run locally; 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