Rudder

The deciding trait is traceability upward. Every issue points back to a goal, so when you look at what the agents did all week you can answer the question that usually goes unanswered: what was any of this for. That structure is the difference between activity and progress, and most tools in this class only measure activity.

You are the wrong buyer if you want to start an agent and get out of the way, because there is structure to fill in first. Pick it when direction matters. Pick a session manager when speed does.

Being a coordination layer means inheriting somebody else's failures. Work is executed by external runtimes the project does not control, so when a run goes wrong the diagnosis lives in a tool that knows nothing about this one's goals, issues or reviews. The row also records no git operations, so the loop it draws around assignment and review does not close on a commit.

What it does right is separate the layers plainly, and say so, rather than pretending to be the runtime.

1. The comparison reports 81.7 for itself against 75.7 and 75.6 for two competitors, and the project states plainly that the rubric is its own, the sample is a random subset it drew, and the result is not an official leaderboard number. Declaring all of that is commendable. 2. It does not rescue the figure.

2. A self-authored rubric applied by the party being measured has no defence against unconscious selection, and holding the model and effort constant controls one variable while leaving the important one uncontrolled.

288 stars and a codebase that began as a fork of somebody else's early version. What interests me is the shape of the features: multiple organisations, budgets, approvals and governance are things you build when you expect to sell to companies, and there is no price anywhere.

Moat: the accumulated work history, if a team actually keeps its goals here, which is real switching cost. Likely acquirer: a project-tracking vendor wanting an agent story. Position: the most commercially legible project in this cohort, and I would want to see the pricing page before recommending dependence.

This is built by somebody who has met a finance department. One instance hosts several organisations, each with its own budget, approvals and governance rules, which means spend can be bounded per team instead of discovered per invoice, and an approval step exists before work begins.

What is still missing is identity: no SSO, no SCIM, no audit log tied to a directory. A server-only mode installs on a headless host, so it can live in our infrastructure rather than on sixty laptops. Approved with conditions: budgets set centrally, and identity mapped before the second team joins.

The extension point is the good part. Alongside the usual command-line agents, a plain shell and my own HTTP service count as runtimes, which means anything I can wrap in an endpoint becomes something this will assign issues to. That is a much wider door than a plugin API.

Apache-2.0, and it starts with one command rather than a deployment guide. There is no MCP in either direction, so my tool servers stay outside and the capability surface belongs to whichever runtime picks up the work.