Checked Sep 5, 2026 30 tools · 100 models · ranked and tracked clearly separated 3 changes in this edition →

EDITION 2026.09 / EDITORIAL EVIDENCE INDEX

Two contests.
One scoreboard.

Tools are the products you work in — builders, agentic IDEs, design-to-code. Models are the engines underneath them. They are scored in two separate contests, because a workflow and a foundation model are not the same unit.

Editorial evidence score, not a lab benchmark. No hands-on build was performed. How scoring works →

START FROM A JOB

HOW TO READ THIS BOARD

Twelve seconds. Then everything else on the page makes sense.

3 QUESTIONS / NO ACCOUNT

Find my tool

Answer three plain questions. The finder re-weights the published evidence model and returns starting points with the reason attached — never a single "winner".

Pick an answer to the first question to see recommendations.

20 ranked · 2 tracked

TOOLS LANE / PRODUCT EVIDENCE MODEL

The tools index

20 ranked tools shown

AI frontend and coding tools ranked by the active weighting model
RankToolScoreDimension profileWhy it ranks herePrice / free tierCode exportBest forConf.Compare

Tracked, not ranked

These entries are in the index and searchable, but the rubric evidence needed for an ordinal rank does not exist yet. No score is invented, and published ranks are untouched.

What is not in this lane, and why.

Ranked entries are commercial or open products with first-party frontend evidence. Terminal-only agents, spec-driven PR bots, and brand-new releases enter as tracked entries first. Nominate a missing tool by opening an issue against the published method.

INTERACTIVE MODEL

Weighting Lab

Change what matters and the board re-ranks instantly. The model stays constrained to 100%, and the preset is written into the URL so you can share the exact view you are looking at.

100% total weight
Weighting preset
EXACT FORMULA Overall = Σ (subscore × dimension weight ÷ 100)

Whole-number subscores; overall rounded to one decimal. Other sliders normalise proportionally when one changes. Published ranks always use the Balanced preset.

CATEGORY LENS

Category champions

Different jobs, different winners. Category context prevents false equivalence.

SIDE BY SIDE

Compare

Pick two or three entries in the same lane. The comparison is written into the URL, so you can send it to someone else.

WHAT CHANGED / EDITION 2026.09

Updates

Every edition states what moved and why. Subscribe with the Atom feed.

Market log / 2025—2027

    METHOD / SOURCE QUALITY

    Facts are linked. Judgments are labelled.

    The index uses separate evidence models for products and foundation models. Type is always visible because tools and models are not comparable units.

    Tool formula

    0.20·VF + 0.20·ED + 0.15·SP + 0.15·IT + 0.10·EC + 0.10·DP + 0.10·VP

    Subscores are whole numbers from 0–100. Weighted overall scores are rounded to one decimal.

    Model formulas

    Quality = 0.25·VI + 0.20·CO + 0.15·AG + 0.10·DE + 0.10·CT + 0.10·SP + 0.10·VA

    Quality / Cost prices 1M input tokens at a 70% cache-hit share plus 200K output, applies a confidence-adjusted logistic quality gate, and reports quality-adjusted cost in decibels. +10 points means 10× better value.

    Evidence hierarchy

    Official product, pricing, and documentation pages first; primary financial disclosures second; credible reporting and independent hands-on evaluations for corroboration and limitations.

    Provisional policy

    An entry is TRACKED when it is real and relevant but lacks the frontend-specific evidence the rubric requires. Tracked entries get no ordinal rank, no invented subscores, and are excluded from every ranked count.

    Missing facts stay n.a.; conflicts stay visible. Corrections are welcome and are logged in the next edition's Updates section.