AI Agent

Sentinel

An open-source QA agent that reads codebases, derives business flows, and runs end-to-end tests across frontend and backend.

What is Sentinel?

Sentinel is an open-source AI agent that automatically reads your codebase, derives critical business flows, and tests them end-to-end by driving a browser and making backend assertions, catching integration bugs that UI-only checks miss.

Sentinel vs Similar AI Tools

Pricing ModelFreeFreeFree, Free TrialFree, Paid
Free Credits
Key Features
  • Reads repository structure without model calls (grep+find) to extract routes, services, and entities
  • Derives prioritized end-to-end business flows from code analysis
  • Runs each flow as an agent loop with Playwright browser driving and backend API assertions via token reuse
  • On-device text extraction from screen without saving screenshots
  • Semantic search by meaning, not just keywords
  • Commitment detection with due-date reminders
  • Plain English strategy description
  • Real historical market data
  • Models slippage, stops, and fills
  • Scans skills and MCP servers against ATR rules before loading
  • Real-time runtime protection against prompt injection and hijacks
  • Signed audit-ready evidence for compliance (EU AI Act, NYDFS, DORA)
Pros
  • Open source and self-hosted, no vendor lock-in
  • Automatically understands application logic from code, not just UI
  • Fully on-device processing ensures complete privacy
  • Free and open source with no subscription
  • Easy natural language interface
  • Realistic backtesting with slippage and funding
  • Open source with MIT license
  • Real-time detection and prevention
Cons
  • Requires manual setup of environment and dependencies
  • Not a hosted SaaS; operator must manage infrastructure
  • Mac-only, requires macOS 15+ and Apple Silicon
  • Permission re-authorization needed after updates (macOS limitation)
  • Limited free trial (250 calls, 30 days)
  • Usage beyond trial requires contacting support
  • Enterprise features require paid tiers
  • Setup may require technical expertise
Best For
  • Development teams needing automated end-to-end QA without writing test scripts
  • Projects with complex business flows where UI-only testing misses backend state bugs
  • Individuals who want to remember everything they see on their Mac
  • Professionals and students needing to track commitments and changes
  • Crypto traders
  • Quantitative researchers
  • Developers building and deploying AI agents
  • Enterprises needing audit-ready AI security

How to use Sentinel?

  1. 1Clone the repo from GitHub.
  2. 2Install dependencies with npm install.
  3. 3Copy config templates and set environment variables.
  4. 4Configure targets.json with your app's repo and credentials.
  5. 5Run bin/sentinel doctor to verify setup.
  6. 6Execute bin/sentinel run <app-name> qa to start a QA run.

Sentinel Key Features

  • Reads repository structure without model calls (grep+find) to extract routes, services, and entities
  • Derives prioritized end-to-end business flows from code analysis
  • Runs each flow as an agent loop with Playwright browser driving and backend API assertions via token reuse
  • Executes each flow multiple times (default 2) to handle non-determinism and unions findings
  • Multimodal vision pass for design review (hierarchy, spacing, contrast, broken states)
  • Supports wallet-gated apps via injected EIP-6963 provider (burner key, never broadcasts)
  • Scheduled runs via launchd; caches flow plans per commit; open source under MIT

Sentinel Use Cases

  • Automated QA for full-stack web applications
  • Catching backend-frontend mismatches and state machine bugs
  • Testing wallet-based dApps without risking real funds
  • Continuous regression testing on every commit or scheduled interval

Sentinel Pricing & Free Credits

Sentinel currently operates on a Free model.

This tool is completely free to use

Open Source

Free

Self-hosted under MIT license; no usage limits

Sentinel Pros & Cons

Pros

  • Open source and self-hosted, no vendor lock-in
  • Automatically understands application logic from code, not just UI
  • Validates both frontend and backend, finding integration bugs
  • Supports wallet-based apps with safe injected wallet
  • Provider-agnostic model configuration

Cons

  • Requires manual setup of environment and dependencies
  • Not a hosted SaaS; operator must manage infrastructure
  • Agent exploration can vary between runs, requiring multiple attempts
  • Depth limited by configurable budgets (steps, attempts); may miss edge cases on large apps

What is Sentinel best for?

  • Development teams needing automated end-to-end QA without writing test scripts
  • Projects with complex business flows where UI-only testing misses backend state bugs
  • Teams wanting to catch regressions early in CI without manual test plans

Sentinel FAQ

Top free alternatives to Sentinel

Agentcard logo

Agentcard provides agent-friendly card issuing and payment infrastructure for AI agents, enabling 5-minute setup and autonomous purchases.

Free
YAGNI logo

Manage AI agent teams like human teams with responsibilities, numbers, commitments, and approvals across your business tools.

Free
Oodle AI logo

Oodle AI provides agent observability with fast trace search, S3-based storage, and out-of-the-box insights to detect silent failures in AI agents.

Free
Scarlett logo

Scarlett is an AI coworker that lives in Slack, connecting to over 3,000 tools to automate tasks, generate reports, and execute real work for your team.

Free
Acti logo

Acti is the world's first agentic keyboard that transforms any text field into an action layer, letting users type their intent and long-press to execute actions across apps.

Free
Opper AI logo

A unified AI gateway providing access to 300+ leading models through one EU-hosted, GDPR-compliant API with an OpenAI SDK-compatible interface.

Free
Ogment logo

Ogment is an AI coworker that lives in Slack, proactively automating repetitive tasks and workflows for your team.

Free
ElevenAgents logo

Deploy and customize AI-powered voice and chat agents to automate customer support, sales, and operations across multiple channels.

Free

Best alternatives AI Tools to Sentinel

R

Rewisp is an on-device ambient memory for Mac that captures text from your screen and lets you ask anything about your past activity, automatically surfacing promises, changes, and summaries while keeping everything private.

RixLabs logo

Backtest crypto trading strategies by describing them in plain English, directly from Claude, ChatGPT, or any AI agent.

Panguard AI logo

Open-source platform for real-time AI agent security, auditing skills and runtime with community-driven threat rules.

SureWire Beta logo

SureWire Beta is an AI agent validation platform that helps ensure your AI agents are safe and reliable through comprehensive testing.

Shikigami logo

Run multiple AI coding agents in parallel on isolated git worktrees with a full editor and built-in developer tools.

LoopGain logo

An open-source cost controller for AI agent loops that stops loops when converged and rolls back before degradation.

Sentinel logo

Open-source tool running specialized AI agents to review code, sync docs, perform deep QA testing, and distill repository knowledge on a schedule.

Libretto logo

Open-source CLI, debug agents, and browser tools for building and maintaining reliable web integrations.