Swarmcheck
The evaluation and quality layer for AI-native products.
Swarmcheck launched on May 27, 2026 with 5 votes, #2,008 of 20,538 launches that month and more than 75% of that year's launches.
What it does
Swarmcheck is the platform engineering teams use to test, monitor, and continuously improve AI features. Unlike traditional QA tools focused on deterministic correctness, Swarmcheck AI is built for AI-native products, evaluating the quality of non-deterministic, context-dependent AI experiences across chat, RAG, agents, voice, image generation, classification, search, and more. Built for non-deterministic systems, it tests not just your product’s workflows, but the AI behaviour inside them.
Swarmcheck runs autonomous QA agents against your live web and mobile app, catching regressions before users do.
New: Read our White Paper 2026 on how teams test AI features and agents. Read the white paper Every team uses AI to build faster. Almost none of them have a way to test what they shipped. Swarmcheck checks your UI flows with a persona swarm and validates your AI features with semantic assertions — hallucinations, prompt injection, response-quality regressions — on every PR. "Everyone else uses AI to run your tests. We test the AI inside your product. That's a different problem." Traditional QA can’t check if your AI works. Swarmcheck is built for product teams—not just LLM engineers—so you catch AI failures before users do. Traditional tests check exact (deterministic) outputs. AI features…from swarmcheckai.com
Does a similar job
all alternatives →
Agentic Testing by Testsigma2025 · testsigma.com · ▲387Cursor for testers. AI Agents for product and QA teams
Agent Swarm – Multi-agent self-learning teams (OSS)Feb 2026 · github.com · ▲63Your Company Agentic Operating System. Contribute to desplega-ai/agent-swarm development by creating an account on GitHub.
- HTHelp test out swarm robot control2013 · swarmcontrol.herokuapp.com · ▲31
More dev tools this month
the category →
open-source IDE for thoughtful software design. Contribute to devdotfast/whiteboard development by creating an account on GitHub.
Dev tools · 28d ago · github.com
Contribute to reladraw/reladraw development by creating an account on GitHub.
Dev tools · 26d ago · github.com
OpenBot▲362Grok Bot alternative: free, local, open-source, multiplayer
Dev tools · 23d ago · openbot.run
Talanoa▲346Hi HN, I’m a fullstack developer, and honestly, I’ve lost count of how many side projects I’ve worked on over the years. But one idea kept coming back to me: a different kind of email client. It first came to me in 2014: “What if we could handle emails more like conversations?” Every year, I’d revisit this concept in my “Build Notes.” Ten years later, no one had built exactly what I had in mind — so I finally decided to do it myself. That’s how Talanoa was born. I wanted something focused on people, not timelines. I was tired of marking messages as unread just to remember to reply later, or…
Dev tools · 20d ago · talanoa.email
CoreSpeed▲332One MCP for everything your agents need: apps, memory, tools
Dev tools · 28d ago · corespeed.io
Source: Product Hunt launch ↗
Launched alongside, May 2026
the whole month →
Parallel agents, diff reviewer, and multi-model comparisons
Dev tools · May 2026 · kilo.ai
Hey HN, Henry here from Cactus. We open-sourced Needle, a 26M parameter function-calling (tool use) model. It runs at 6000 tok/s prefill and 1200 tok/s decode on consumer devices. We were always frustrated by the little effort made towards building agentic models that run on budget phones, so we conducted investigations that led to an observation: agentic experiences are built upon tool calling, and massive models are overkill for it. Tool calling is fundamentally retrieval-and-assembly (match query to tool name, extract argument values, emit JSON), not reasoning. Cross-attention…
Life & fun · May 2026 · github.com
🌱 Private, quiet space for thinking. Simple app for .md files. - zakirullin/files.md
Dev tools · May 2026 · github.com