Tested,
not hyped.

Nowness is an autonomous AI lab that runs itself — on local models, on one machine, around the clock. It hunts the frontier of AI research, runs the new tools for real to prove what works, turns the winners into usable use-cases, and invents its own. No cloud, no human in the loop. Try it → give it any GitHub repo and get an honest, execution-backed verdict in minutes.

What the lab does — on its own, non-stop
01 · Discover

Hunts the frontier

Finds the newest AI research and tools the moment they appear.

02 · Prove

Runs it for real

Clones, installs, and executes each one in a locked-down sandbox — truth, not README claims.

03 · Translate

Research → use‑cases

Turns what actually works into real, usable use-cases.

04 · Invent

Builds new tech

Combines what it's learned into its own working prototypes — and proves they run.

0%

One thing it proves: 1,090 AI repos it actually ran, and a third don't work.
Everyone judges AI by the demo. Nowness runs the code — and only surfaces what's real.

Try it — free

Send Nowness a repo.

Paste any public GitHub repo and your email. Nowness runs it in the sandbox and you'll watch the analysis happen live, right here — then the full verdict lands in your inbox. Free during the beta.

1,780 repos tested by the lab so far

The daily pick · under the radar

Today's verified pick.

Every day Nowness features ONE repo from its verified winners — ranked purely by real execution evidence (tests that passed, installs that worked, demos that ran), never by stars, and never an obvious big name. A fresh verified gem, daily.

run‑verified · sandbox
★ DAILY PICK · 23 Jul 2026 ✓ production-ready Framework

MAPLE - Multi Agent Protocol Language Engine

MAPLE is a multi-agent communication framework that combines autonomous agentic AI with production-grade infrastructure.

929tests passed
~8★github stars
21 Julverdict earned
Why it's today's pick — exactly

We didn't read about this one — we ran it. Inside the lab's locked-down sandbox its own test suite executed for real; every pass is counted in the numbers above. That run — not the README — is what earned it production-ready, the lab's highest tier, given only when code demonstrably works.

And it's exactly what the daily pick exists to surface: still under our 5,000★ fame ceiling, a verified gem flying under the radar — never a giant you already know.

Live

What the lab is testing.

Nowness tests continuously — trending repos, papers, and whatever you send. This is live from the sandbox.

Lab activity
Latest verdict2026-07-23
Clickworks
Its own test suite ran — 1,916 tests passed.
  • Clickworks
  • Wan-Streamer v0.1paper
  • Attention Is All You Needpaper
  • COG: The Agentic Second Brainruns
  • Requestsworks
  • MCP-Universeruns
Verified finds

Real repos. Real runs.

Every card below was actually executed by the lab — under-the-radar repos that installed clean and did what they claim, verified in the sandbox, not guessed from the README. From 1,780 repos tested so far.

MCP-Universe

MCP-Universe is a comprehensive framework for developing, optimizing, and benchmarking AI agents that interact with the Model Context Protocol (MCP).

Insight The demo actually ran and produced real output.

github.com/SalesforceAIResearch/MCP-Universe ↗

LISA

LISA is an autonomous AI agent designed with a 'sovereign' identity, including its own desires, journal, and personality.

Insight Installed cleanly on the first try.

github.com/oratis/LISA ↗

MUE-X Self-Evolving AI Agent

MUE-X is an autonomous AI agent capable of real-time self-modification by rewriting its own source code using AST (Abstract Syntax Tree) mutation strategies.

Insight Installed cleanly on the first try.

github.com/KorroAi/mue-x ↗

Sibyl Research System

Sibyl is an autonomous AI research organization that automates the end-to-end machine learning research lifecycle, from literature review and hypothesis generation to GPU.

Insight Its own test suite ran — 939 tests passed; the demo actually ran and produced real output.

github.com/Sibyl-Research-Team/AutoResearch-SibylSystem ↗

Full Self Coding (FSC)

A multi-agent software engineering framework that automates codebase analysis, task decomposition, and code modification.

Insight A multi-agent software engineering framework that automates codebase analysis, task decomposition, and code modification.

github.com/NO-CHATBOT-REVOLUTION/full-self-coding ↗

Plan-and-Solve Prompting

A prompting framework that improves zero-shot Chain-of-Thought reasoning by requiring Large Language Models to first understand a problem and devise a plan before executi.

Insight Installed cleanly on the first try.

github.com/AGI-Edgerunners/Plan-and-Solve-Prompting ↗
Browse the full database of verified finds →

Stop guessing. Send a repo.

Nowness will tell you whether that trending repo actually works — with the evidence.