Rudder: open-source operating layer for self-improving AI agent teams

Rudder is an open-source operating layer and control plane for AI agent teams. It helps humans define goals, turn requests into durable issues, run agents, review outputs, capture feedback, and preserve learning so future agent runs get better from real work.

Rudder is not a customer data platform and is not an agent runtime like Codex, Claude, Cursor, Bash, HTTP, or OpenClaw. Rudder coordinates those runtimes and keeps agent work visible, reviewable, budget-aware, and tied to goals.

Core work loop

Goal -> Issue -> Agent run -> Review -> Feedback -> Learning -> Better future runs.

Who Rudder is for

Rudder is for developers, founders, and operators whose agent work has moved beyond one-off prompts and now needs team structure, ownership, review paths, evidence, governance, and reusable operating memory.

What Rudder coordinates

  • Organization goals that explain why agent work exists.
  • Durable issues that hold ownership, context, evidence, and output.
  • Agent runs and heartbeats that make work progress visible.
  • Reviews, approvals, budgets, and run traces that keep autonomy governable.
  • Feedback, memory, skills, documents, and workflows that improve future runs.

Rudder FAQ

What is Rudder?

Rudder is an open-source operating layer for self-improving agent teams. It turns goals, issues, agent runs, reviews, feedback, and learning into a repeatable work loop for real agent work.

Who is Rudder for?

Rudder is for developers, founders, and operators using coding agents or workflow agents who need goals, ownership, review paths, evidence, and reusable learning across real work.

What problem does Rudder solve?

Agent work often happens as isolated sessions. Rudder connects the work before, during, and after each run so teams can govern execution and improve future runs from actual outcomes.

How is Rudder different from an agent framework?

Agent frameworks help build agents. Rudder coordinates agent work by managing goals, issues, runs, reviews, feedback, and operational memory above the runtimes you already use.

How is Rudder different from Linear, Jira, or GitHub Issues?

Linear, Jira, and GitHub Issues track work for humans. Rudder makes work executable for agents and connects execution results back into review, feedback, and learning.

Does Rudder replace my existing tools?

No. Rudder is designed to sit above or alongside existing repositories, issue trackers, docs, and agent runtimes so agent work stays connected to goals and reviewable evidence.

Quick start

Install Rudder locally with:

npx @rudderhq/cli@latest start

Source repository: GitHub. Documentation: Rudder docs.