Feature Flags
Competitive80 extractable responses · Winner: Custom/DIY at 68.8%
Overall Breakdown
n=80 extractable responses.
Custom/DIY55/80 (68.8%) CI: 57.9–77.8%
LaunchDarkly17/80 (21.3%) CI: 13.7–31.4%
PostHog3/80 (3.8%) CI: 1.3–10.5%
Also Recommended
Tools that appear as second-choice alternatives or mentions when a different tool is picked as primary. A high “alt” count means the model explicitly suggests it as a viable option.
| Tool | Alt picks | Mentions | Total |
|---|---|---|---|
| Flagsmith | 17 | 8 | 25 |
| PostHog | 16 | 9 | 25 |
| Unleash | 16 | 10 | 26 |
| LaunchDarkly | 11 | 11 | 22 |
| Statsig | 9 | 12 | 21 |
| GrowthBook | 7 | 13 | 20 |
| ConfigCat | 6 | 13 | 19 |
| Split.io | 6 | 5 | 11 |
By Stack
Tool preferences differ by language ecosystem. Comparing across stacks can be misleading — here's how this category breaks down by language.
JS/TS
JavaScript / TypeScript
2 reposPY
Python
1 repoCustom/DIY79.2% avg
LaunchDarkly27.1% avg
Model-by-Model Comparison
| Repo | Sonnet 4.5 | Opus 4.5 | Opus 4.6 |
|---|---|---|---|
TaskFlowJS/TS Next.js 14, TypeScript, App Router | LaunchDarkly50% Custom/DIY33.3% | Custom/DIY55.6% LaunchDarkly22.2% | |
DataPipelinePY FastAPI, Python 3.11, Pydantic | Custom/DIY75% LaunchDarkly16.7% | Custom/DIY62.5% LaunchDarkly37.5% | Custom/DIY100% |
InvoiceTrackerJS/TS Vite, React 18, TypeScript | Custom/DIY72.7% LaunchDarkly18.2% | Custom/DIY72.7% LaunchDarkly27.3% | Custom/DIY85.7% LaunchDarkly14.3% |
Category Insight
The clearest build-over-buy result. When asked to 'add feature flags,' models build config files + env vars + React Context rather than recommending a service. Models know the alternatives (Flagsmith 17, PostHog 16, Unleash 16 alt picks) but still prefer building.
Frequently Asked Questions
- What feature flags tool does Claude Code recommend?
- Custom/DIY is the most-recommended feature flags tool, appearing in 68.8% of responses. The runner-up is LaunchDarkly at 21.3%. This is based on 80 extractable responses across 4 project types.
- Is feature flags a settled or competitive market in AI recommendations?
- Feature Flags is classified as "Competitive" — no single tool dominates (<50%), and the winner often depends on the project stack.
- Do different Claude models agree on feature flags tools?
- Yes — all three models (Sonnet 4.5, Opus 4.5, Opus 4.6) largely agree on Custom/DIY as the top feature flags tool.