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 factor	Cursor	Claude Code	OpenAI Codex	Cline	Aider	Evidence note
Workflow fit	Desktop, Local Repo, Cloud, Terminal, Browser, Mobile	Terminal, Local Repo, Ide	Terminal, Browser, Local Repo, Cloud, Vs Code, Jetbrains, Cursor, Windsurf, Macos, Windows, Linux	Vs Code, Terminal, Local Repo, Macos, Windows, Linux	Terminal, Local Repo	Show source, last checked date, and seeded-needs-validation status.
Tool type	Desktop App, Ide Extension, Cli, Cloud Agent, Automation, Code Review	Cli, Terminal Agent, Ide Integration	Cli, Ide Extension, Web App, Desktop App, Cloud Agent	Ide Extension, Cli, Sdk	Cli	Show source, last checked date, and seeded-needs-validation status.
Pricing model	Freemium	Paid	Freemium	Byo Api Key	Byo Api Key	Show source, last checked date, and seeded-needs-validation status.
Open-source status	Closed Source	Closed Source	Partial Open Source	Open Source	Open Source	Show source, last checked date, and seeded-needs-validation status.
Local support	Partial	Partial	Partial	Partial	Yes	Show source, last checked date, and seeded-needs-validation status.