nowfound

Dev tools · February 12, 2026

LUCID — Product Hunt Listing

Formal verification for AI-generated code

LUCID — Product Hunt Listing launched on February 12, 2026 with 1 votes.

What it does

LUCID verifies AI-generated code using formal methods, not another LLM review. It extracts testable claims, checks them against specs, and produces fix plans. Reverse mode creates specifications before code generation to prevent hallucinations. Spec → Constrain → Generate → Verify 100% pass rate on HumanEval +65% improvement on SWE-bench (300 real GitHub bugs) 21 critical bugs found in 4 production apps Free tier available. Patent pending.

Assay extracts the claims your AI-built app makes, verifies each against the code, and triages every failure: real defect, spec drift, or honestly uncertain. Included with every Seatrial plan.

Assay extracts the claims your app makes, verifies each one against the code, then triages every failure. A real defect gets a fix your coding agent can apply. Spec drift means the code is right and the spec is stale — leave the code alone. And when it can’t tell, it says so instead of guessing. A blind auto-fixer ships a security regression here. Assay tells your agent to stand down. An LLM reads the code and surfaces its implicit claims — “this function handles null input,” “this API returns sorted results.” That takes semantic understanding no regex or AST parser has. This is the neural layer. A deterministic oracle tests each claim — for code, real test execution in an isolated…from seatrial.io

Does a similar job

all alternatives →
  • Lucid TrainAug 2026 · lucidtrain.com · ▲114

    Build system design for new and existing codebase

  • We built an AI to review your pull requests2025 · infinitcode.ai · ▲53

    Hey HN, We’re two developers (co-founders) with a team of 20 who got tired of spending hours reviewing PRs, so we built Infinitcode.ai, an AI-powered code reviewer that: - *Summarizes PRs in plain English*: No more deciphering 1,000-line diff jungles - *Catches more than bugs*: Security holes, performance pitfalls, code smells, even typos (yes, we’ll flag “vurnerabilities” and vulnerabilities) - *Zero onboarding*: Works instantly—no “let me learn your codebase for weeks” nonsense. Why we’re posting: We’re in alpha and need brutal honesty. Roast our tool, mock our UI, or tell us why AI will…

  • Autofix Bot – Hybrid static analysis and AI code review agentDec 2025 · deepsource.com · ▲37

    Hi there, HN! We’re Jai and Sanket from DeepSource (YC W20), and today we’re launching Autofix Bot, a hybrid static analysis + AI agent purpose-built for in-the-loop use with AI coding agents. AI coding agents have made code generation nearly free, and they’ve shifted the bottleneck to code review. Static-only analysis with a fixed set of checkers isn’t enough. LLM-only review has several limitations: non-deterministic across runs, low recall on security issues, expensive at scale, and a tendency to get ‘distracted’. We spent the last 6 years building a deterministic, static-analysis-only…

  • I Built Open Source Claude Code Alternative, but Better at API Testing2025 · github.com · ▲13

    Hi! My name is Herve Kom, a computer science student that is interested in learning new things everyday! As one of my graduation project, I have developed a Claude Code -like Coding CLI, but with enhancement for API Testing: - Auto-generate & run tests (unit, e2e, Playwright, CI/CD, etc.) - Say bye-bye to hallucinations with built-in MCP Server to let LLM directly read from API Docs - Adding Agent.md support for better context persistence across your whole codebase - Automatic bug & security scans (logic is kind of basic but works great!) - Vibes, I want it to feel less "enterprise" but…

  • LucidShark - Quality pipeline for AI coding agentsMar 2026 · lucidshark.com · ▲9

    Hi HN, I built LucidShark: a local-first, open-source CLI tool that acts as a quality & security pipeline. It can be used to increase the confidence in AI-generated (or AI-assisted) code. - Config lives as code in version-controlled lucidshark.yml - 100% local; no cloud, no SaaS - Runs 10 quality domains automatically: linting, formatting, type checking, SAST/security scanning, SCA/dependency checks, IaC validation, container scanning, unit tests, coverage thresholds, code duplication, etc. - Produces a QUALITY.md dashboard with health scores (e.g. 9.1/10), trends, and issue…

  • LucidMar 2026

    Real-time knowledge grounding for AI agents.

More dev tools this month

the category →
  • /dev/null▲486

    a social network for devs

    Dev tools · 3d ago · dev-null.sh

  • 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▲362

    Grok Bot alternative: free, local, open-source, multiplayer

    Dev tools · 23d ago · openbot.run

  • Talanoa▲346

    Hi 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 · 21d ago · talanoa.email

  • CoreSpeed▲332

    One MCP for everything your agents need: apps, memory, tools

    Dev tools · 28d ago · corespeed.io

Source: Product Hunt launch ↗

Launched alongside, February 2026

the whole month →
  • Rork Max▲1,428

    Best AI for iOS apps. Website that replaces Xcode

    Life & fun · Feb 2026 · rork.com

  • happycapy▲1,365

    The agent-native computer, for the rest of us

    AI · Feb 2026 · happycapy.ai

  • SuperX▲897

    All-in-one growth OS for serious 𝕏 creators

    AI · Feb 2026 · superx.so

  • KiloClaw▲868

    Hosted OpenClaw. No Mac mini required.

    Dev tools · Feb 2026 · kilo.ai

  • Feel closer and have more fun with your partner every day!

    AI · Feb 2026 · lovon.app

  • Hello my name is Ben Ward for the past 3 years I have been remastering the financial game Wall Street Raider created by Michael Jenkins originally on DOS in 1986. It has been a rough journey but I finally see the light at the end of the tunnel. I just recently redid the website and thought maybe the full story of how this project came to be would interest you all. Thank you for reading.

    Work · Feb 2026 · wallstreetraider.com