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Open-source agentic delivery control plane

DevLoop Agents

A portable, observable control plane for AI coding, QA and monitoring agents—turning issues and health signals into reviewable engineering work without locking teams to one tracker or model provider.

Local operations dashboard1 / 1
3 roles
coder, QA and monitor
18 tests
safety and lifecycle coverage
Provider-neutral
tracker and AI execution

The constraint

The production system behind PolyAgents was effective but tightly coupled to private Jira, GitLab, staging infrastructure and product-specific prompts. The challenge was to preserve the operating model while removing every private dependency and adding safe defaults for public reuse.

What I built

I rebuilt it as a provider-neutral Python toolkit with GitHub Issues and offline adapters, bounded coder, QA and monitor roles, SQLite leases, JSONL telemetry, budgets, health probes, incident deduplication and a local dashboard. Human review remains mandatory: automatic merge and deployment are rejected, agent credentials are isolated and raw model output stays local by default.

Ownership

System design, AI-agent orchestration, adapter architecture, security boundaries, Python implementation, dashboard, testing, documentation, packaging and open-source release.

  • Python 3.11+
  • GitHub REST API
  • SQLite
  • Docker
  • TOML
  • JSONL
  • AI agent CLIs
  • GitHub Actions
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