Kilo vs Tabby: output quality and workflow fit on the deterministic index
Kilo (open-source VS Code coding agent (Kilo Code) with 500+ models) and Tabby (self-hosted, open-source code completion with a cloud option) go head-to-head across AiRecMark's deterministic five-dimension index — quality, features, usability, performance and value — with every score drawn from published tool archives as of 2026-09-15. Which coding tool should teams standardize on?
Kilo Wins by +1.4 Overall Points
Kilo (84.0/100) leads the Airecmark five-dimension composite, taking Output Quality, Feature Depth. Tabby (82.6/100) stays ahead on Performance, Value for Money. Kilo entry pricing is roughly 21% lower ($15/user).
5-Axis Differential Engine Performance
Kilo takes Feature Depth by 8.0 points (84 vs 76) on AiRecMark's deterministic five-dimension index.
Kilo takes Output Quality by 4.0 points (84 vs 80) on AiRecMark's deterministic five-dimension index.
Tabby takes Value for Money by 4.0 points (90 vs 86) on AiRecMark's deterministic five-dimension index.
Choose Your Coding Tool by Working Style
Both tools sit near the top of the coding category, but their dimension profiles and pricing models produce clearly distinct working styles.
Standardize on Kilo if...
Optimized for: BYOK Open-Source Agent Users- check_circle Composite lead (84.0/100): tops the Airecmark index against Tabby (82.6/100) on the archive-recorded five-dimension composite.
- check_circle Leads Output Quality (84 vs 80): a 4-point edge on the deterministic index.
- check_circle MIT-licensed OSS across VS Code/JetBrains/CLI: cited in the Airecmark editorial assessment as a differentiator versus Tabby.
- check_circle Gateway bills at exact provider cost — no markup: cited in the Airecmark editorial assessment as a differentiator versus Tabby.
Standardize on Tabby if...
Optimized for: Self-Hosting & Privacy Teams- check_circle Leads Performance (84 vs 82): a 2-point edge on the deterministic index.
- check_circle Free self-hosted community edition: cited in the Airecmark editorial assessment as a differentiator versus Kilo.
- check_circle Your code never leaves your infra: cited in the Airecmark editorial assessment as a differentiator versus Kilo.
- check_circle Answer engine + inline chat beyond completion: cited in the Airecmark editorial assessment as a differentiator versus Kilo.
5-Axis Benchmark Deep Dive
Dimension scores are drawn from the AiRecMark tool archives (V2-5DIM, as of 2026-09-15) on a 0-100 scale; per-axis winner calls use the higher dimension score with deterministic tie handling.
Output Quality
Accuracy, depth and reliability of primary outputsKilo posts 84 / 100 on Output Quality. The audit highlights mIT-licensed OSS across VS Code/JetBrains/CLI and gateway bills at exact provider cost — no markup as its signature strengths.
Tabby posts 80 / 100 on Output Quality. The audit highlights free self-hosted community edition and your code never leaves your infra as its signature strengths.
Feature Depth
Breadth, maturity and extensibility of the capability setKilo posts 84 / 100 on Feature Depth. The audit highlights mIT-licensed OSS across VS Code/JetBrains/CLI and gateway bills at exact provider cost — no markup as its signature strengths.
Tabby posts 76 / 100 on Feature Depth. The audit highlights free self-hosted community edition and your code never leaves your infra as its signature strengths.
Usability
Onboarding, interface clarity and daily ergonomicsKilo posts 84 / 100 on Usability. The audit highlights mIT-licensed OSS across VS Code/JetBrains/CLI and gateway bills at exact provider cost — no markup as its signature strengths.
Tabby posts 84 / 100 on Usability. The audit highlights free self-hosted community edition and your code never leaves your infra as its signature strengths.
Performance
Speed, stability and consistency under production loadKilo posts 82 / 100 on Performance. The audit highlights mIT-licensed OSS across VS Code/JetBrains/CLI and gateway bills at exact provider cost — no markup as its signature strengths.
Tabby posts 84 / 100 on Performance. The audit highlights free self-hosted community edition and your code never leaves your infra as its signature strengths.
Value for Money
Pricing fairness relative to delivered capabilityKilo posts 86 / 100 on Value for Money. Published entry pricing: Free & OSS (BYOK) · Teams $15/user/mo · Kilo Pass credits $19-199/mo · Enterprise custom.
Tabby posts 90 / 100 on Value for Money. Published entry pricing: Community free self-hosted (≤5 users) · Team $19/seat/mo · Cloud pay-per-token ($20 free credits/mo).
Exhaustive Technical Specification Diff
| Capability / Specification | Kilo ($15/user) | Tabby ($19/user) | Deterministic Winner |
|---|---|---|---|
|
Overall AirecMark Score
Composite of the five recorded dimensions
|
84.0 / 100 | 82.6 / 100 | Kilo (Composite lead) |
|
Output Quality
Accuracy, depth and reliability of primary outputs
|
84 / 100 | 80 / 100 | Kilo (+4 pts) |
|
Feature Depth
Breadth, maturity and extensibility of the capability set
|
84 / 100 | 76 / 100 | Kilo (+8 pts) |
|
Usability
Onboarding, interface clarity and daily ergonomics
|
84 / 100 | 84 / 100 | Tie (Identical score) |
|
Performance
Speed, stability and consistency under production load
|
82 / 100 | 84 / 100 | Tabby (+2 pts) |
|
Value for Money
Pricing fairness relative to delivered capability
|
86 / 100 | 90 / 100 | Tabby (+4 pts) |
|
Starting Price
Published entry pricing (USD)
|
Free & OSS (BYOK) · Teams $15/user/mo · Kilo Pass credits $19-199/mo · Enterprise custom | Community free self-hosted (≤5 users) · Team $19/seat/mo · Cloud pay-per-token ($20 free credits/mo) | Kilo (Lower entry price) |
|
Best For
Documented target audience
|
BYOK Open-Source Agent Users | Self-Hosting & Privacy Teams | Tie (Use-case dependent) |
Migration Playbook: Switching Without Friction
Swapping a daily driver mid-project is costly. Follow this three-step checklist to evaluate Kilo and Tabby on equal terms before standardizing your team.
Export Config, Prompts & Data
Inventory what each candidate needs: prompt libraries, templates, connected accounts and project files. Export from your current stack first so Kilo and Tabby start from the same baseline.
Map Pricing to Your Real Usage
Compare published entry tiers against your expected volume. Kilo starts at $15/user (freemium); Tabby starts at $19/user (freemium) — model the monthly cost at your actual workload before committing.
Run a Two-Week Parallel Trial
Run both tools on the same live tasks for ten working days. Score outputs against the five Airecmark dimensions, then let the 1.4-point composite gap — not vendor marketing — decide the standardization call.
Deterministic Evaluation Methodology & Integrity Standard
AiRecMark evaluates every tool against its deterministic five-dimension index (Quality, Features, Usability, Performance, Value) using official documentation, published pricing pages and the published five-dimension rubric. All scores, deltas and winner calls in this dossier are drawn from the published tool archives as of 2026-09-15 and can be traced back to the public tool profiles.
Affiliate Blind Trust Policy: Any referral commissions or partner links generated through AiRecMark are routed into a blind trust utilized exclusively to fund bare-metal compute benchmarks. Zero sponsored placement or ranking distortion is permitted under any circumstances.
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