THE AI THAT
GUARDS
YOUR CODE

Autonomous. Private. Offline.

A local agent built to protect your code. Monitors execution, auto-heals errors in real-time, and audits security policies, strictly respecting your uneven.config.ts entirely on your machine.

curl -fsSL https://uneven.dev/install.sh | bash
Quick Start →
uneven shell - bash

WHAT IS
UNEVEN AI?

Uneven AI is an autonomous, localized, and ultra-fast AI agent that works alongside you directly in your terminal.

While you develop, it observes execution streams in real time, detects errors, proposes and applies automatic fixes, conducts continuous security audits (Pentest Mode), executes data analysis with absolute sovereign control, and logs every action forensically — running 100% on your machine without transmitting code to the cloud.

BANK-READY SOVEREIGNTY

Built from the ground up to be bank-ready, Uneven excels in modern software ecosystems (TypeScript, Python, Rust…) as well as legacy infrastructures (COBOL, Assembly, Delphi). It operates as an embedded senior developer and dedicated security specialist working silently alongside your workflows.

INTELLIGENCE WHERE IT MATTERS.
NATIVE SPEED EVERYWHERE ELSE.

How Uneven AI delivers localized execution velocity while protecting your API quota budgets.

Up to 98%
TOKEN REDUCTION
HYPER-OPTIMIZED CONTEXT

Traditional AI assistants devour massive API quotas by loading unoptimized project data. Uneven AI implements a highly advanced awareness model that processes project context with surgical precision. Complex queries that typically drain 500,000 tokens are resolved using less than 12,000, delivering highly accurate solutions in under 5 seconds while slashing output token overhead by 90% during autonomous error correction.

🚀
50x Speed
ACCELERATION
BLAZING VELOCITY

Deep codebase scanning and continuous security audits no longer paralyze developer workflows. Uneven AI executes ultra-fast automated processing directly on your hardware, bypassing cloud latency for heavy analytical operations. By computing intensive file analysis locally, it achieves unprecedented execution speeds while reducing total external data transmission requirements by 99.9%.

🛡️
Zero Data
EXPOSED
BANK-GRADE SOVEREIGNTY

Data privacy is embedded directly into the operational core. When interfacing with local databases or performing analytical tasks, Uneven enforces strict mathematical boundaries. Production datasets and sensitive core architecture remain completely isolated from external visibility. You receive comprehensive executive intelligence and dynamic visualizations with the absolute assurance that sensitive project contents never leave your machine.

WHAT UNEVEN AI
CAN DO

Every capability works locally, in real time, configured via a single TypeScript object.

01
💬
Interactive Shell & Surgical Edits

Talk to your codebase in plain text. Ask Uneven to write complete files from scratch or perform targeted refactors. It analyzes context, drafts surgical code corrections, and saves local history in Markdown so you can review and revert changes anytime.

interactive shell · clean diffs · git-friendly
02
👁️
Self-Healing Watcher

Let Uneven watch your dev server or test suites in the background. The moment a crash or compilation error triggers, it intercepts the stack trace and suggests a ready-to-apply patch instantly, cutting down debugging time to zero.

background diagnostics · auto-healing · stream watcher
03
🧠
Offline Context & Local Brains

Index source files, PDFs, spreadsheets, and active databases entirely offline. With native hardware acceleration (NVIDIA CUDA or Apple Silicon Metal), you run high-performance models locally, keeping your proprietary logic completely safe from cloud leaks.

offline-first · hardware native · secure bi analyst
04
🛡️
Proactive Security & Headless Audits

Keep your workspace safe with real-time OWASP threat scanning, secrets detection, and malware verification before you commit. Runs as a headless validation pipeline to secure your code, dependencies, and infrastructure in one step.

malware & secrets scan · continuous pentesting · ci/cd checks
TypeScript
1export default {
2
3  // brain engine
4  brain: {
5    provider: 'local',   // or 'openai' | 'claude' | 'gemini'
6    model: 'llama3.2',
7    temperature: 0.3,
8  },
9
10  // knowledge sources
11  knowledge: {
12    dirs: ['./src', './docs'],
13    files: ['./context.md'],
14    db: { 
15      url: process.env.DATABASE_URL,
16      allowedTables: ['users', 'orders']
17    },
18    urls: ['https://docs.example.com'],
19  },
20
21  // terminal watcher
22  watch: {
23    terminal: 'npm run dev',
24    autoFix: true,
25    confirmBeforeFix: false,
26  },
27
28  // data security masking
29  security: {
30    mask: ['password', 'ssn'],
31    block: ['secrets'],
32  },
33
34  // security analysis
35  pentester: {
36    enabled: true,
37    mode: 'active',
38    target: 'http://localhost:3000',
39    static: { owasp: true, secrets: true, deps: true },
40    bruteforce: { enabled: true, detectRateLimit: true },
41  },
42
43  // log configuration
44  log: {
45    path: './.uneven/log.md',
46    includeDiff: true,
47  },
48
49}
UP IN
3 STEPS
INSTALL

Download and install the toolkit securely via cURL. No external dependencies or API keys required.

curl -fsSL https://uneven.dev/install.sh | bash
INITIALIZE

Scaffolds uneven.config.ts, creates .uneven/ folder and downloads the default local model (~1.5GB, one time only).

uneven init
RUN

Launch the interactive shell to query your codebase, review commits, and run security audits.

uneven
// System requirements
RuntimeZero Dependencies
RAM4GB min · 8GB+
Disk~2GB (model)
OSLinux · macOS · Windows 11
WATCHES.
FIXES.
LOGS.

Uneven AI spawns alongside your dev process, reading stdout and stderr in real time. The moment an error appears, it diagnoses the cause, applies a surgical fix and writes a detailed entry to .uneven/log.md — with file, line, column, diff and recommendation.

uneven watch
$ uneven watch --cmd "npm run dev"// Uneven v1.11.0 — local agent active// knowledge base indexed ✓  watching terminal output... ✗ error detected src/auth/service.ts:42:18 TypeError: Cannot read 'id' of undefined ⚙ diagnosing... user object may be null on invalid token ✓ fix applied return user?.id ?? null ✓ logged .uneven/log.md _
SECURITY
NEVER
SLEEPS

Uneven's Master Series now features **Modular Security Domains**. By isolating business logic from infrastructure, we ensure that sensitive code never leaves your local machine. Every AI suggestion is audited against a defensive constitution to ensure malware and exploits never reach your source code.

⚠ Active mode should only be used on systems you own or have explicit authorization to test.

CRITICAL
Ethical Safety Guard
Proactively blocks the generation of malware, reverse shells, cracking scripts and credential-theft payloads.
CRITICAL
SQL Injection
Real payload injection against live endpoints, not just code analysis.
CRITICAL
Exposed Secrets
API keys, tokens and passwords hardcoded in source files.
HIGH
Brute Force Exposure
Detects missing rate limiting on authentication endpoints.
HIGH
XSS Reflected
Tests real payloads against routes for reflected cross-site scripting.
MEDIUM
Open Ports
Async port scanning detects unnecessarily exposed services.
MEDIUM
CORS Misconfiguration
Detects overly permissive cross-origin resource sharing policies.
LOW
Missing Security Headers
CSP, HSTS, X-Frame-Options and X-Content-Type-Options audit.
LOW
Vulnerable Dependencies
CVE lookup via npm audit and OSV database on every save.
CRITICAL
Supply Chain Attack
Detects curl | bash patterns in postinstall scripts and typosquatted package names.
HIGH
Reverse Shell / Obfuscation
Detects /dev/tcp, eval(atob()), large String.fromCharCode arrays and crypto mining references in source files.
FLEXIBLE ENGINES.
LOCAL CONTROL.

Uneven executes all file scans, process monitors, and logic routing locally on your device. Swap language models seamlessly by connecting your preferred API keys or local Ollama daemons.

Native Brain
Recommended

Runs fully on-device. No API keys, no external network requests, and zero metadata leakage. Optimized natively for offline enterprise repositories.

provider: 'local'
Google Gemini
Best Cloud Choice

Superior cloud logic with ultra-low latency. Connect your Google AI keys for quick, cost-effective reasoning fallbacks.

provider: 'gemini'
Ollama Daemon
Local Install

Integrates with any custom model installed in your local Ollama instance (such as Llama 3 or Qwen) for private offline tasks.

provider: 'ollama'
OpenAI GPT
Cloud Brain

Integrates GPT-4o models directly into your terminal. Combines OpenAI intelligence with local project execution boundaries.

provider: 'openai'
Anthropic Claude
Cloud Brain

Connects Claude Sonnet models. Ideal for deep codebase reasoning and complex multi-file logical refactoring.

provider: 'claude'
Regardless of which model is active, Uneven keeps your project indexes, logs, terminal watcher, and file-write boundaries 100% on your machine.
// Final Step

DEVELOP OFFLINE.
KEEP YOUR CODE SECURE.

Get started with Uneven AI for free and run a fully secure, localized developer companion directly inside your terminal.