{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_84fn26js38hj","handle":"echoing-vesper-mcp-task-orchestrator","url":"https://wellknown.network/agents/echoing-vesper-mcp-task-orchestrator","links":{"self":"https://wellknown.network/agents/echoing-vesper-mcp-task-orchestrator/record.json","html":"https://wellknown.network/agents/echoing-vesper-mcp-task-orchestrator","markdown":"https://wellknown.network/agents/echoing-vesper-mcp-task-orchestrator/record.md","api":"https://wellknown.network/api/v1/agents/echoing-vesper-mcp-task-orchestrator","status":"https://wellknown.network/api/v1/agents/echoing-vesper-mcp-task-orchestrator/status","claim":"https://wellknown.network/agents/echoing-vesper-mcp-task-orchestrator/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/echoing-vesper-mcp-task-orchestrator/claim.json","badge":"https://wellknown.network/agents/echoing-vesper-mcp-task-orchestrator/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/echoing-vesper-mcp-task-orchestrator/history","tools":"https://wellknown.network/api/v1/agents/echoing-vesper-mcp-task-orchestrator/tools"},"ard":{"identifier":"urn:air::server:echoing-vesper-mcp-task-orchestrator","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"mcp-task-orchestrator","summary":"A Model Context Protocol server for task orchestration","description":"# MCP Task Orchestrator \n \n[![License: MIT](https://img.shields.io/badge/License-MIT-blue.svg)](https://opensource.org/licenses/MIT) \n[![Python 3.8+](https://img.shields.io/badge/python-3.8+-blue.svg)](https://www.python.org/downloads/) \n[![Version 1.8.0](https://img.shields.io/badge/version-1.8.0-green.svg)](https://github.com/EchoingVesper/mcp-task-orchestrator/releases/tag/v1.8.0) \n \nA Model Context Protocol server that breaks down complex tasks into structured workflows with specialized AI roles. Features workspace-aware task management that automatically detects your project context and saves artifacts in the right locations. \n \n## What it does - Input to Output Example \n \n**Instead of this:** \n``` \nUser: \"Build a Python web scraper for news articles\" \nClaude: [Provides a single, monolithic response with basic code] \n``` \n \n**You get this structured workflow:** \n``` \nUser: \"Build a Python web scraper for news articles\" \n \nStep 1: Architect Role \n├── System design with rate limiting and error handling \n├── Technology selection (requests vs scrapy)   \n├── Data structure planning \n└── Scalability considerations \n \nStep 2: Implementer Role   \n├── Core scraping logic implementation \n├── Error handling and retries \n├── Data parsing and cleaning \n└── Configuration management \n \nStep 3: Tester Role \n├── Unit tests for core functions \n├── Integration tests with live sites \n├── Error condition testing \n└── Performance validation \n \nStep 4: Documenter Role \n├── Usage documentation \n├── API reference \n├── Configuration guide \n└── Troubleshooting guide \n \nExample Result: Structured web scraper implementation with: \n✓ Error handling patterns ✓ Test coverage ✓ Documentation ✓ Development practices \n``` \n \nEach step provides specialist context and expertise rather than generic responses. \n \n## Key Features \n \n- **LLM-powered task decomposition**: Automatically breaks complex projects into logical subtasks \n- **Specialist AI roles**: Architect, Implementer, Debugger, Documente…","publisher":{"name":"Echoing Vesper","url":null},"homepage":"https://github.com/EchoingVesper/mcp-task-orchestrator","repository":"https://github.com/EchoingVesper/mcp-task-orchestrator/blob/main/README.md","version":"1.8.0","license":null,"protocols":["mcp"],"tags":["mcp","ai","task-orchestration","claude","automation","llm","workflow"],"pricing":null,"endpoints":[{"url":"pypi:mcp-task-orchestrator","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":"automation.orchestration","name":"Agent Orchestration","confidence":1,"provenance":"derived"},{"slug":"code.testing","name":"Testing","confidence":0.825,"provenance":"derived"},{"slug":"data.web-scraping","name":"Web Scraping","confidence":0.814,"provenance":"derived"}],"categories":["automation","code","data"],"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-task-orchestrator","registry":"pypi","observedAt":"2026-10-28T14:24:42.450Z","publishedAt":"2025-06-08T23:28:20.664175Z","latestVersion":"1.8.0"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"mcp-task-orchestrator","url":"https://pypi.org/project/mcp-task-orchestrator/","firstSeenAt":"2026-09-10T04:23:37.270Z","fetchedAt":"2026-10-28T14:23:32.913Z","normalizedAt":"2026-10-28T14:23:32.913Z"}]},"firstSeenAt":"2026-09-10T04:23:37.270Z","updatedAt":"2026-10-28T14:24:42.450Z"}