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.
Multi-file edits, command execution, test loop, PR/issue ability, context handling.
Fit across CLI, IDE, GitHub, local repo, and browser/cloud workflows.
Diff visibility, permission boundaries, reviewability, rollback friendliness.
Install, login, API key/model configuration, and team onboarding complexity.
Public pricing clarity, free tier, BYO key support, enterprise quote transparency.
Local execution, self-hosting, data-use clarity, enterprise privacy controls.
Documentation quality, examples, community activity, update cadence.
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, Local Repo | Terminal, Browser, Local Repo, Cloud | Vs Code, Local Repo | Terminal, Local Repo | Show source, last checked date, and seeded-needs-validation status. |
| Tool type | Desktop App, Ide Extension | Cli | Cli, Web App | Ide Extension | Cli | Show source, last checked date, and seeded-needs-validation status. |
| Pricing model | Freemium | Paid | Unknown | Byo Api Key | Byo Api Key | Show source, last checked date, and seeded-needs-validation status. |
| Open-source status | Closed Source | Closed Source | Closed 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. |