{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_vqv5c92kmfzz","handle":"fulfil-io-inc-mcp-utils","url":"https://wellknown.network/agents/fulfil-io-inc-mcp-utils","links":{"self":"https://wellknown.network/agents/fulfil-io-inc-mcp-utils/record.json","html":"https://wellknown.network/agents/fulfil-io-inc-mcp-utils","markdown":"https://wellknown.network/agents/fulfil-io-inc-mcp-utils/record.md","api":"https://wellknown.network/api/v1/agents/fulfil-io-inc-mcp-utils","status":"https://wellknown.network/api/v1/agents/fulfil-io-inc-mcp-utils/status","claim":"https://wellknown.network/agents/fulfil-io-inc-mcp-utils/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/fulfil-io-inc-mcp-utils/claim.json","badge":"https://wellknown.network/agents/fulfil-io-inc-mcp-utils/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/fulfil-io-inc-mcp-utils/history","tools":"https://wellknown.network/api/v1/agents/fulfil-io-inc-mcp-utils/tools"},"ard":{"identifier":"urn:air::server:fulfil-io-inc-mcp-utils","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"mcp-utils","summary":"Synchronous utilities for Model Context Protocol (MCP) integration","description":"# mcp-utils\n\nA Python utility package for building Model Context Protocol (MCP) servers.\n\n![Tests](https://github.com/fulfilio/mcp-utils/actions/workflows/test.yml/badge.svg) ![PyPI - Version](https://img.shields.io/pypi/v/mcp-utils)\n\n## Table of Contents\n\n- [mcp-utils](#mcp-utils)\n  - [Table of Contents](#table-of-contents)\n  - [Overview](#overview)\n  - [Key Features](#key-features)\n  - [Installation](#installation)\n  - [Requirements](#requirements)\n    - [Optional Dependencies](#optional-dependencies)\n  - [Usage](#usage)\n    - [Basic MCP Server](#basic-mcp-server)\n    - [Flask Example](#flask-example)\n    - [SQLAlchemy Transaction Handling Example](#sqlalchemy-transaction-handling-example)\n    - [Running with Gunicorn](#running-with-gunicorn)\n  - [Connecting with MCP Clients](#connecting-with-mcp-clients)\n    - [Cursor](#cursor)\n    - [Claude Desktop](#claude-desktop)\n      - [Installing via Smithery](#installing-via-smithery)\n      - [Installing via PyPI](#installing-via-pypi)\n  - [Contributing](#contributing)\n  - [Related Projects](#related-projects)\n  - [License](#license)\n  - [Testing with MCP Inspector](#testing-with-mcp-inspector)\n    - [Installation](#installation-1)\n    - [Usage](#usage-1)\n\n## Overview\n\n`mcp-utils` provides utilities and helpers for building MCP-compliant servers in Python, with a focus on synchronous implementations using Flask. This package is designed for developers who want to implement MCP servers in their existing Python applications without the complexity of asynchronous code.\n\n## Key Features\n\n- Basic utilities for MCP server implementation\n- Server-Sent Events (SSE) support\n- Simple decorators for MCP endpoints\n- Synchronous implementation\n- HTTP protocol support\n- Redis response queue\n- Comprehensive Pydantic models for MCP schema\n- Built-in validation and documentation\n\n## Installation\n\n```bash\npip install mcp-utils\n```\n\n## Requirements\n\n- Python 3.10+\n- Pydantic 2\n\n### Optional Dependencies\n\n- Flask (for web server)\n- Gunicorn…","publisher":{"name":"Fulfil.IO Inc","url":null},"homepage":"https://github.com/fulfilio/mcp-utils","repository":"https://github.com/fulfilio/mcp-utils","version":"1.0.0","license":null,"protocols":["mcp"],"tags":["ai","llm","mcp","model-context-protocol"],"pricing":null,"endpoints":[{"url":"pypi:mcp-utils","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","repoUrl":"pypi","summary":"pypi","version":"pypi","description":"pypi","homepageUrl":"pypi","publisherName":"pypi"}},"derived":{"capabilities":[{"slug":"dev.package-management","name":"Packages & Dependencies","confidence":1,"provenance":"derived"}],"categories":["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":"mcp-utils","registry":"pypi","observedAt":"2026-11-09T19:26:21.065Z","publishedAt":"2025-07-01T13:45:18.992728Z","latestVersion":"1.0.0"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"mcp-utils","url":"https://pypi.org/project/mcp-utils/","firstSeenAt":"2026-09-10T05:21:41.938Z","fetchedAt":"2026-11-09T19:24:30.231Z","normalizedAt":"2026-11-09T19:24:30.231Z"}]},"firstSeenAt":"2026-09-10T05:21:41.938Z","updatedAt":"2026-11-09T19:26:21.065Z"}