Past battle · 2025-08-06 UTC
Uncategorized Showdown — August 6, 2025
From the Uncategorized category. 22 marks placed across 7 fighters. CodeMender took the crown.
Final standings
The line-up
The fighters
Profiles of every tool that competed in this battle, ranked by their final score.

CodeMender
Google DeepMind research AI agent that autonomously finds, patches, and validates fixes for software security vulnerabilities (human-reviewed before upstream...

CodeMender is a research AI agent developed by Google DeepMind that autonomously finds, patches, and validates fixes for software security vulnerabilities. It aims to improve code security automatically, addressing the challenge of manually finding and fixing vulnerabilities, which can be time-consuming and difficult even with traditional automated methods. CodeMender operates by leveraging recent Gemini Deep Think models to produce an autonomous agent capable of debugging and fixing complex vulnerabilities. The agent is equipped with tools for reasoning about code and automatically validating changes to ensure correctness and prevent regressions. CodeMender has already been used to upstream 72 security fixes to open-source projects. The AI-powered agent helps developers focus on building software by automatically creating and applying high-quality security patches. CodeMender's process involves advanced program analysis, multi-agent systems, and special-purpose agents to tackle specific aspects of vulnerabilities. While large language models are improving, CodeMender's automatic validation process ensures that only high-quality patches are surfaced for human review. The agent uses a debugger, source code browser, and other tools to pinpoint root causes and devise patches, preventing vulnerabilities from re-emerging.
Criteria breakdown
- Advanced program analysis
- Multi-agent systems
- Automatic validation of patches
- Debugger and source code browser integration
- Large language model-based critique tool

America's Law Graph is a legal research tool that consolidates statutes from all 50 states and Washington D.C. into a single searchable knowledge base. With over half a million statute sections indexed, it lets users explore and compare laws across jurisdictions without jumping between separate state databases. The platform is designed for attorneys, paralegals, policy researchers, journalists, and anyone who needs quick access to primary legal sources. By unifying statutory text into one graph-based system, it aims to make multi-state legal research faster and more comparable than traditional code-by-code lookups.
Criteria breakdown
- Unified search across US statutes
- Cross-jurisdictional law comparison
- Graph-based statute organization
- Coverage of state and D.C. codes
- Designed for legal research workflows

Stackmint.ai is a platform that helps businesses design and operate AI agents tailored to their internal workflows. Instead of stitching together separate models, integrations, and automation tools, teams can use Stackmint as a unified environment to create agents that connect with the systems they already rely on. The platform focuses on reducing the engineering overhead of getting AI into production. Users can configure agents, plug them into data sources and apps, and roll them out across departments while keeping management centralized. This makes it useful for organizations looking to move from experimental AI projects to ongoing operational use. Stackmint is positioned for teams that want practical, business-ready AI automation rather than standalone chat tools, with an emphasis on customization, integration breadth, and lifecycle management.
Criteria breakdown
- Custom AI agent builder
- Cross-system integrations
- Workflow automation tools
- Centralized agent management
- Deployment across multiple departments
- Support for business-specific use cases
ProxAI Logistics
Gives AI agents a physical presence in Quebec for real-world tasks and errands.

ProxAI Logistics bridges the gap between digital AI agents and the physical world by providing on-the-ground human operators across Quebec. When an AI agent needs something done in person, ProxAI dispatches a local representative to carry out the task and report back with photos, documents, or other verifiable results. The service is designed for autonomous workflows where an AI is managing real estate, legal, procurement, or operational tasks remotely. Typical jobs include property inspections, attending auctions or hearings, picking up and delivering items, and handling errands that require a physical presence in the province.
Criteria breakdown
- On-demand human agents for AI-initiated tasks
- Property checks and condition reports
- Auction attendance and bidding support
- Item pickup, delivery, and errand handling
- Photo and document verification of completed work
- API-friendly integration for autonomous agents
Vibeknow
Turn documents, webpages, and online content into structured AI-generated videos.

Vibeknow is an AI-powered video generation tool that converts written and online source material into clear, organized videos. Users can input documents, webpage links, or other digital content, and the platform automatically structures the information into a watchable format suitable for training, presentations, or content sharing. The tool is designed for teams and individuals who need to repurpose written knowledge into video quickly, without the manual effort of scripting, recording, or editing. By automating the conversion process, Vibeknow aims to make video creation accessible to users without prior video production experience.
Criteria breakdown
- Document-to-video conversion
- Webpage and online content ingestion
- Structured video output for clarity
- AI-generated narration and visuals
- Suitable for training and professional use
- Fast turnaround on video production
AskSpot.io
AI sales assistant that guides online shoppers to the right products and checkout.

AskSpot.io is an AI-powered sales assistant built for ecommerce stores. It acts like a knowledgeable in-store salesperson, engaging visitors in natural conversation, understanding their needs, and recommending products from the store's catalog that fit what they're looking for. Beyond simple chat, AskSpot is designed to move shoppers toward a purchase. It can answer product questions, compare options, suggest add-ons, and surface relevant items, helping merchants turn passive browsers into buyers without hiring additional support staff. The tool is aimed at online store owners who want to improve conversion rates, reduce drop-off, and offer a more personalized shopping experience around the clock.
Criteria breakdown
- Conversational product discovery
- AI-driven product recommendations
- Answers customer questions in real time
- Guides shoppers toward checkout
- Integrates with online stores
- Works around the clock

Dawn is an AI assistant that helps engineering and operations teams understand their internal systems without leaving their chat tools. By integrating with Slack or Microsoft Teams, it lets anyone ask questions about how a service works, why a deployment failed, or where a piece of code lives, and returns clear explanations grounded in the team's own infrastructure and documentation. The tool is designed to cut down on context switching and reduce the time senior engineers spend answering repetitive questions. Whether onboarding a new hire or debugging an incident, Dawn provides quick, conversational responses that reference the systems and code it has been connected to.
Criteria breakdown
- Slack and Teams integration
- Natural language questions about systems
- Failure and incident explanations
- Code and architecture lookups
- Conversational chat interface
- Team knowledge sharing
