{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_db7qdw3bhrd2","handle":"amsl-schemas-mcp","url":"https://wellknown.network/agents/amsl-schemas-mcp","links":{"self":"https://wellknown.network/agents/amsl-schemas-mcp/record.json","html":"https://wellknown.network/agents/amsl-schemas-mcp","markdown":"https://wellknown.network/agents/amsl-schemas-mcp/record.md","api":"https://wellknown.network/api/v1/agents/amsl-schemas-mcp","status":"https://wellknown.network/api/v1/agents/amsl-schemas-mcp/status","claim":"https://wellknown.network/agents/amsl-schemas-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/amsl-schemas-mcp/claim.json","badge":"https://wellknown.network/agents/amsl-schemas-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json"},"ard":{"identifier":"urn:air::server:amsl-schemas-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"amsl-schemas-mcp","summary":"MCP server for AMSL schema resources and validation","description":"# AMSL Schemas MCP Server\n\nA [Model Context Protocol (MCP)](https://modelcontextprotocol.io/) server for AMSL schema management, validation, and discovery. This server provides LLM agents with access to AMSL schema definitions and validation tools for YAML configuration files.\n\n## Overview\n\nThe AMSL Schemas MCP Server exposes AMSL schema resources and validation capabilities via the Model Context Protocol. It enables LLM agents to:\n\n- **Discover** available AMSL schema types (collection, assessment, module, agent, global, constants)\n- **Retrieve** full schema definitions from remote sources\n- **Validate** YAML data against AMSL schemas\n\n## Features\n\n- 📚 **6 Schema Resources**: Dedicated resources for each AMSL schema type with detailed descriptions\n- ✅ **Validation Tool**: Validate data against any AMSL schema with detailed error reporting\n- 🔗 **Remote Schemas**: Automatically fetches schemas from the AMSL CDN\n- 🚀 **FastMCP**: Built with the FastMCP framework for minimal boilerplate\n- 📋 **Type Safety**: Full type hints and validation using Pydantic\n\n## Supported Schemas\n\n- **Collection**: YAML structure for RAG document collections\n- **Assessment**: Assessment definitions for modules\n- **Module**: Module content structure with sessions and assessments\n- **Agent**: Agent definitions with steps and logic graphs\n- **Global**: Global configuration settings\n- **Constants**: Reusable constant values and prompts\n\n## Installation\n\n### From PyPI (once published)\n\n```bash\npip install amsl-schemas-mcp\n```\n\n### From source\n\n```bash\ngit clone https://github.com/yourusername/amsl-schemas-mcp.git\ncd amsl-schemas-mcp\npip install -e .\n```\n\n## Quick Start\n\n### Running the Server\n\n```bash\namsl-schemas-mcp\n```\n\nOr via Python module:\n\n```bash\npython -m src.server\n```\n\nThe server will start listening on stdio for MCP clients.\n\n### Using with an LLM\n\nWhen connected to an LLM via MCP, you'll have access to:\n\n**Resources:**\n\n- `schema://amsl/collection` - Collection schema\n- `schema://…","publisher":{"name":"Linus Bierhoff","url":null},"homepage":null,"repository":null,"version":"0.1.0","license":"MIT","protocols":["mcp"],"tags":["mcp"],"pricing":null,"endpoints":[{"url":"pypi:amsl-schemas-mcp","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","license":"pypi","summary":"pypi","version":"pypi","description":"pypi","publisherName":"pypi"}},"derived":{"capabilities":[{"slug":"ai.prompting","name":"Prompt Management","confidence":0.791,"provenance":"derived"},{"slug":"dev.version-control","name":"Version Control","confidence":0.745,"provenance":"derived"}],"categories":["ai","dev"],"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":"amsl-schemas-mcp","registry":"pypi","observedAt":"2026-09-09T09:24:48.971Z","publishedAt":"2025-12-14T23:25:05.013706Z","latestVersion":"0.1.0"}},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"amsl-schemas-mcp","url":"https://pypi.org/project/amsl-schemas-mcp/","firstSeenAt":"2026-09-09T09:22:46.751Z","fetchedAt":"2026-09-09T09:22:46.751Z","normalizedAt":"2026-09-09T09:22:46.751Z"}]},"firstSeenAt":"2026-09-09T09:22:46.751Z","updatedAt":"2026-09-09T09:24:48.971Z"}