{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_85sshqhffkc9","handle":"mcp-testing","url":"https://wellknown.network/agents/mcp-testing","links":{"self":"https://wellknown.network/agents/mcp-testing/record.json","html":"https://wellknown.network/agents/mcp-testing","markdown":"https://wellknown.network/agents/mcp-testing/record.md","api":"https://wellknown.network/api/v1/agents/mcp-testing","status":"https://wellknown.network/api/v1/agents/mcp-testing/status","claim":"https://wellknown.network/agents/mcp-testing/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/mcp-testing/claim.json","badge":"https://wellknown.network/agents/mcp-testing/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/mcp-testing/history","tools":"https://wellknown.network/api/v1/agents/mcp-testing/tools"},"ard":{"identifier":"urn:air::server:mcp-testing","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"mcp-testing","summary":"Local testing framework for MCP (Model Context Protocol) servers","description":"<div align=\"center\">\n  <h1>🧪 MCP Testing</h1>\n  <p><strong>AI-powered testing framework for MCP servers</strong></p>\n  <p>Test your MCP servers with real AI agents conducting conversations and LLM judges evaluating results</p>\n</div>\n\n<div align=\"center\">\n  <a href=\"https://docs.golf.dev/mcp-testing/getting-started/quickstart\"><img src=\"https://img.shields.io/badge/docs-golf.dev-blue.svg\" alt=\"Documentation\"></a>\n  <a href=\"LICENSE\"><img src=\"https://img.shields.io/badge/license-Apache%202.0-blue.svg\" alt=\"License\"></a>\n  <a href=\"https://github.com/golf-mcp/golf-testing/pulls\"><img src=\"https://img.shields.io/badge/PRs-welcome-brightgreen.svg\" alt=\"PRs Welcome\"></a>\n  <a href=\"https://pypi.org/project/mcp-testing/\"><img src=\"https://img.shields.io/pypi/v/mcp-testing\" alt=\"PyPI\"></a>\n  <a href=\"#\"><img src=\"https://img.shields.io/badge/python-3.12+-blue.svg\" alt=\"Python\"></a>\n</div>\n\n## Why MCP Testing?\n\nTraditional testing doesn't work for MCP servers. You can't write unit tests for natural language interactions. MCP Testing solves this with:\n\n- **🤖 Real AI Agents** - Claude and ChatGPT actually use your MCP server\n- **👤 User Simulation** - AI simulates realistic multi-turn user behavior\n- **⚖️ LLM-as-a-Judge** - Intelligent evaluation instead of brittle assertions\n- **🎭 Comprehensive Testing** - Security, compliance and performace all in one framework\n- **🔌 Multiple Transports** - Supports HTTP and stdio servers\n\n## Quick Start\n\nGet testing in 3 steps:\n\n1. **Install & Setup**\n\n   ```bash\n   pip install mcp-testing\n   export ANTHROPIC_API_KEY=\"sk-ant-...\"  # For AI agents\n   export OPENAI_API_KEY=\"sk-...\"         # For LLM judge\n   ```\n\n2. **Interactive Onboarding**\n\n   ```bash\n   mcp-t quickstart  # Creates your first server & test suite\n   ```\n\n3. **Run Tests**\n   ```bash\n   mcp-t run <suite-id> <server-id>\n   # Example: mcp-t run example_suite_001 hackernews_mcp_server\n   ```\n\n## Core Concepts\n\n### Test Flow\n\n```\nYour Test Case → AI Agent (Claude/GPT-4) → …","publisher":null,"homepage":"https://github.com/golf-mcp/golf-testing#readme","repository":"https://github.com/golf-mcp/golf-testing/issues","version":"0.1.0b4","license":"Apache-2.0","protocols":["mcp"],"tags":["mcp","testing","ai","claude","protocol","cli","local"],"pricing":null,"endpoints":[{"url":"pypi:mcp-testing","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"}},"derived":{"capabilities":[{"slug":"code.testing","name":"Testing","confidence":1,"provenance":"declared"},{"slug":"ai.evaluation","name":"Evaluation & Benchmarks","confidence":0.814,"provenance":"derived"}],"categories":["ai","code"],"language":"en"},"observed":{"status":"unknown","statusReason":"Distributed as a package to run locally; no network endpoint to check.","lastOkAt":null,"lastProbedAt":null,"statusComputedAt":null,"reliability30d":null,"latestObservations":[],"tools":null,"package":{"name":"mcp-testing","registry":"pypi","observedAt":"2026-10-28T14:24:45.419Z","publishedAt":"2025-10-13T16:33:26.199084Z","latestVersion":"0.1.0b4"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"mcp-testing","url":"https://pypi.org/project/mcp-testing/","firstSeenAt":"2026-09-10T04:23:51.578Z","fetchedAt":"2026-10-28T14:23:48.053Z","normalizedAt":"2026-10-28T14:23:48.053Z"}]},"firstSeenAt":"2026-09-10T04:23:51.578Z","updatedAt":"2026-10-28T14:24:45.419Z"}