MVP AI Coding Agent Scoring Framework

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.

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.

Decision factorCursorClaude CodeOpenAI CodexClineAiderEvidence note
Workflow fitDesktop, Local Repo, CloudTerminal, Local RepoTerminal, Browser, Local Repo, CloudVs Code, Local RepoTerminal, Local RepoShow source, last checked date, and seeded-needs-validation status.
Tool typeDesktop App, Ide ExtensionCliCli, Web AppIde ExtensionCliShow source, last checked date, and seeded-needs-validation status.
Pricing modelFreemiumPaidUnknownByo Api KeyByo Api KeyShow source, last checked date, and seeded-needs-validation status.
Open-source statusClosed SourceClosed SourceClosed SourceOpen SourceOpen SourceShow source, last checked date, and seeded-needs-validation status.
Local supportPartialPartialPartialPartialYesShow source, last checked date, and seeded-needs-validation status.