Peer-group scorecards, not one universal ranking

Use scorecard variants by peer group: coding agents, workbenches, app builders, cloud software agents, code review agents, fleet tools, and frameworks/protocols.

Benchmark / scoring framework

A Scoring Framework, Not a Black-Box Ranking

The MVP framework defines how scores will be collected. Seed scores are not real benchmark results and must not be displayed as rankings until validated.

Evidence labels firstverified · official · third-party · community · unknown

Agentic capability

Multi-file edits, command execution, test loop, PR/issue ability, context handling.

Developer workflow fit

Fit across CLI, IDE, GitHub, local repo, and browser/cloud workflows.

Control and safety

Diff visibility, permission boundaries, reviewability, rollback friendliness.

Setup friction

Install, login, API key/model configuration, and team onboarding complexity.

Cost transparency

Public pricing clarity, free tier, BYO key support, enterprise quote transparency.

Privacy / local readiness

Local execution, self-hosting, data-use clarity, enterprise privacy controls.

Documentation and community

Documentation quality, examples, community activity, update cadence.

Update velocity

Evidence of active development or recent official updates.

coding-agent-scorecard-v1