
Agent-native end-to-end testing that maintains itself
Agent-native end-to-end testing that maintains itself

Pin feedback on any live page and hand it straight to your AI coding agent

This is our editors' assessment out of 5, not an average of user ratings. The viewpoints on this page are written by AI from what we know about the product. They are not customer reviews.
According to OpenAITools.app telemetry verified on 2026-11-11, Skyelight (skyelight.ai) is an AI platform indexed under AI Developer Tools generating 0 monthly visits with a month-over-month traffic delta of +0 (0%). Its primary geographic market is Global (— traffic share), and it operates on a Freemium, Contact for Pricing pricing model. Top competing alternatives by monthly volume include Shiplight AI (33.68K visits/mo), Jam (570.6K visits/mo), Productboard (297.5K visits/mo).
Pinning feedback directly to elements and sending it straight to Claude Code via MCP is a total workflow cheat code.
Client review sessions are finally painless instead of endless Slack threads.
Setup took a bit of tinkering, but totally worth it.
Team pricing is a bit steep for small freelance collectives.
AI-synthesized perspectives grounded in live site inspection, pricing structure, and category benchmarks — presented as editorial viewpoints rather than individual customer testimonials.
Comment on any element of any page — prototype, staging, localhost or production — so every thread is attached to the exact element it refers to.
Claude, Claude Code, Cursor, OpenAI Codex, Grok, Windsurf, Lovable and Bolt can list threads, apply fixes and reply with the commit that closed them.
Comments are classified as they are typed — bug, feedback, idea, design inspiration or page copy — and can be sorted or bulk-managed by type.
Publish Claude artifacts or design surfaces to a hosted link; external reviewers join free and their comments land back in your workspace.
Threads carry the pinned component, file path and line number, branch and commit, so developers and agents work in the right place.
Skyelight replaces the familiar mess of screenshots, email chains and Slack messages with feedback that is anchored to the thing being discussed. Reviewers — designers, clients, product managers, freelancers, stakeholders who join as free reviewers — click an element on the real page, from localhost prototype through to production, and drop a comment on it. Each thread carries context such as the component, the source file and line, the branch and the commit, so nobody has to guess what "this button is cut off on iPhone" refers to.
A distinguishing feature is automatic classification: as a comment is typed, Skyelight tags it as a bug, feedback, idea, design inspiration, page copy or another custom type, and you can filter and bulk-manage threads by category. Teams can also publish Claude artifacts and design surfaces into Skyelight so external stakeholders or clients can comment on a hosted link, and everything returns to the same workspace.
What makes it unusual is agent access. An MCP server (and a REST API) is available on every plan, so Claude, Claude Code, Cursor, Codex, Grok, Windsurf, Lovable and Bolt can list open threads, fix them in the codebase and reply on each thread with a link to the commit. The vendor positions this as taking feedback loops beyond Slack, Teams, email and Google Docs while keeping the human review workflow intact for people who like working collaboratively. Skyelight ships a free tier with MCP and REST API included, plus paid Pro and Team plans for heavier use.
Designers and PMs pin gaps between the mockup and what shipped directly on the deployed page, then let the team or an agent resolve them.
Invite clients as free reviewers so their notes arrive already pinned to the right element, instead of being described in long emails.
Point Claude Code, Cursor or Codex at Skyelight over MCP and have it work through the open threads, then reply on each with the commit.
Keep each project's feedback in one hosted workspace so annotations, categories and resolutions stay organised per site.
Side-by-side telemetry comparison of competing AI tools in the same primary category
| Rank | AI Tool | Monthly Visits | MoM Growth | Direct traffic share | Pricing | Head-to-Head |
|---|---|---|---|---|---|---|
| ● | Skyelight | 0 | 0% | — | Freemium, Contact for Pricing | Current |
| 1 | Shiplight AI | 33.68K | -8.2% | 41% direct | Contact for Pricing | vs Shiplight AI |
| 2 | Jam | 570.6K | -6% | 78% direct | Freemium, Paid | vs Jam |
| 3 | Productboard | 297.5K | -9.3% | 67% direct | Freemium, Free Trial, Paid, Contact for Pricing | vs Productboard |
| 4 | ProdMoh AI | 1.53K | -32.8% | 42% direct | Freemium, Free | vs ProdMoh AI |
| 5 | Labelbox | 762.8K | -22.8% | 49% direct | Contact for Pricing | vs Labelbox |
| 6 | Multiplayer | 4.74K | -16.5% | 39% direct | Freemium | vs Multiplayer |

Agent-native end-to-end testing that maintains itself
Agent-native end-to-end testing that maintains itself
Screen recorder that captures bugs with full technical context
Screen recorder that captures bugs with full technical context

Agentic product management system for customer-driven roadmaps
Turn customer feedback into build-ready specs for AI coding tools
Turn customer feedback into build-ready specs for AI coding tools

The environments frontier AI trains on, and the agents that do the recurring work
The environments frontier AI trains on, and the agents that do the recurring work

The debugging agent that connects your coding agent to production
The debugging agent that connects your coding agent to production

The AI Product Operating System that keeps coding agents building the right thing
The AI Product Operating System that keeps coding agents building the right thing

Find bugs, get Fix PRs, and see what was verified before every release
Find bugs, get Fix PRs, and see what was verified before every release

Free / Open-sourceOne living index of your codebase that AI agents and pull requests can actually read
Free / Open-sourceOne living index of your codebase that AI agents and pull requests can actually read
Assign Jira tickets to AI agents and get a pull request back on the ticket
Assign Jira tickets to AI agents and get a pull request back on the ticket

One-click bug reports with automatic AI summaries
One-click bug reports with automatic AI summaries
Agentic AI QA engineer for web, iOS, and Android testing
Agentic AI QA engineer for web, iOS, and Android testing