Foretop
CI-native drift scanners for AI systems
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Foretop catches changes outside your repository that can still break it. Four Apache-2.0 scanners run locally or in CI with no Foretop account: Ebb checks model retirements, Telltale maps OpenAPI telemetry gaps, Charter reviews MCP capability changes, and Lading traces AI asset licence obligations. Every result carries evidence; unknown is never reported as clear. The optional Hub adds shared history, policies, ownership and exports—free for 3 repositories, with Team for up to 10.
PH · launched Sep 18, 2026 · 1 upvote (top 69%) · 0 views
Niche: ai compliance and risk monitoring software · 129 launches, 11 in the last 7 days · Explore this niche →
Category and tags
- Horizontal
- Observability & eval
- Developer
- AI-native
- Commercial product
- Open Source
- Developer Tools
- Artificial Intelligence
- OpenAI Day
Visit website ↗ Source listing ↗
More like this: all 129 launches in ai compliance and risk monitoring software →
Could you build this?
Yes This tool consists of static analysis CLI scanners that check API specs (OpenAPI), model registries/docs for deprecation dates, and license files against defined policies within CI/CD pipelines.
Competitors
Other products that read as similar to this one : 25 launches clear the similarity bar, closest 8 shown.
Attention rank: #22 of 26 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).
Launched 224 days after the earliest competitor.
- OpenRouting · ph · 2026-10-18 · 2 upvotes · similarity 0.36
- Dreamlaunch · ph · 2026-09-15 · 2 upvotes · similarity 0.34
- Drift — Dependency Upgrades · ph · 2026-09-29 · 2 upvotes · similarity 0.34
- LocalGPT · hn · 2026-02-08 · 331 upvotes · similarity 0.34
- MCPShip · ph · 2026-09-12 · 3 upvotes · similarity 0.33
- santi · github · 2026-10-15 · 13 upvotes · similarity 0.32
- Citable · ph · 2026-10-12 · 1 upvotes · similarity 0.32
- Rotwise · ph · 2026-09-18 · 2 upvotes · similarity 0.32
The niche, labels, vibe code rating and competitor comparison on this page are analysis by Nicheloom. If you use them, please credit nicheloom.com. How you may use our data.