task-orchestrator
Enforces output quality and task completion guarantees in multi-agent workflows by blocking incomplete or non-conforming work at the server level, eliminatin…
Server-enforced workflow discipline for AI agents. An MCP server providing persistent work items, dependency graphs, quality gates, and actor attribution. Schemas define what agents must produce — the server blocks the call if they don't. Works with any MCP-compatible client.
- Research agents producing structured findings that must pass schema validation before downstream analysis
- Document processing workflows where agents depend on prior extraction steps completing fully
- Content generation with mandatory review gates before publishing or distribution
Enforces output quality and task completion guarantees in multi-agent workflows by blocking incomplete or non-conforming work at the server level, eliminating downstream failures and rework.
Teams running multi-step AI agent pipelines where task interdependencies, quality standards, and audit trails matter more than raw speed.
https://github.com/jpicklyk/task-orchestrator
By jpicklyk
How to Get It
docker pull ghcr.io/jpicklyk/task-orchestrator:latest
claude mcp add-json mcp-task-orchestrator '{
"command": "docker",
"args": ["run", "--rm", "-i", "-v", "mcp-task-data:/app/data", "ghcr.io/jpicklyk/task-orchestrator:latest"]
}'
Restart your client; the server auto-initializes on first run.
After installing, paste this into Claude:
Help me research agents producing structured findings that must pass schema validation before downstream analysis
Trust Signals Auto-scanned
Community Pulse Active
Discussed on Hacker News, Reddit
- NVIDIA's new 8B model is Orchestrator-8B, a specialized 8-billion-parameter AI d — Reddit · 724 pts
- I spent 30 days building a high-load task orchestrator on PHP 8.4 + Swoole + NAT — Reddit · 45 pts
- Migrating from Temporal to a Postgres based task scheduler — Hacker News · 8 pts
3 mentions across 2 sources
Reviewer notes
Auto-scanned review. These are observations, not a security certification.
catalog_hygiene stale-eval refresh: Scored from trust signals (evidence-eval-v1): 206 GitHub stars; 2 contributors; last commit 28d ago; license MIT.
Things to check
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Evaluation
catalog_hygiene stale-eval refresh: Scored from trust signals (evidence-eval-v1): 206 GitHub stars; 2 contributors; last commit 28d ago; license MIT.