Foretop
CI-native drift scanners for AI systems
Details
- External ID
- 1250063
- Source
- PH
- Company
- —
- Product
- Foretop
- Website domain
- producthunt.com
- Launched
- Sept. 18, 2026
- Cohort
- —
- Upvotes
- 1
- Upvotes percentile
- 0.30815693820825313
- Tags
- Open Source, Developer Tools, Artificial Intelligence, OpenAI Day
- Fetched at
- Sept. 19, 2026, 1:14 a.m.
- Updated at
- Sept. 19, 2026, 1:14 a.m.
Description
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.
Enrichment
- Theme
- lightweight and on-device AI runtimes
- Vertical
- Horizontal
- Function
- Observability & eval
- Audience
- Developer
- AI stance
- AI-native
- Project type
- Commercial product
- Normalized one-liner
- ci-integrated drift detection for ai systems
- Manually corrected
- False
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 — 6 launches clear the similarity bar.
Attention rank: #6 of 7 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).
Launched 222 days after the earliest competitor.
- Dreamlaunch · ph · 2026-09-15 · 2 upvotes · similarity 0.34
- MCPShip · ph · 2026-09-12 · 3 upvotes · similarity 0.33
- Drift — Dependency Upgrades · ph · 2026-09-29 · 2 upvotes · similarity 0.33
- LocalGPT · hn · 2026-02-08 · 331 upvotes · similarity 0.32
- Rotwise · ph · 2026-09-18 · 2 upvotes · similarity 0.30
- Offline AI dev assistant (no API, runs locally) · hn · 2026-04-10 · 5 upvotes · similarity 0.30
Other launches for this product
- No other launches for this product.
Same idea, different domain
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