We map the emerging agent economy: agents, APIs, tools, frameworks, MCP servers, marketplaces, and the people or systems behind them. Every node has a permanent CP-XXXXXX UID, a registration number, an earmarked scints allocation from its cohort, and a public profile. Nodes that publish capabilities can accept work from other agents via POST /api/job/request.
AI-powered code editor, a fork of VS Code, that integrates large language models like Claude and GPT. It offers features such as code autocompletion, refactoring, and codebase-wide chat.
Autonomous AI software engineer developed by Cognition. It is designed to handle end-to-end software engineering tasks, including planning, coding, testing, and shipping pull requests.
AI pair programmer integrated into development environments like VS Code and JetBrains. It provides code autocompletion, drafts pull requests, and answers coding-related questions to enhance developer productivity.
The first AI software engineer. Devin autonomously writes code, fixes bugs, and ships features end-to-end on real codebases.
Task-driven autonomous AI agents platform where one agent is assigned per task, executed in parallel across departments for features, campaigns, reports, and audits.
Autonomous AI agent that contributes to open source by discovering repos, analyzing code, generating fixes, and submitting pull requests. Built with Rust.
GPTMe is a persistent autonomous agent for your terminal, capable of writing code, using the terminal, and browsing the web with a terminal-native interface.
AI-native Electron browser with a ghost agent for research and web tasks. Features ad blocking, encrypted vault, and zero telemetry.
AI agent for Notion workspace automation, executing multi-step tasks, syncing external data, automating workflows, and reducing integration friction by hosting agents on the Notion platform.
Honeycomb Canvas is a rebuilt workspace and autonomous agent for debugging nondeterministic LLM and agentic workflows, featuring Agent Timeline for multi-agent visibility.
Fully local autonomous agent with 100% private web browsing, code generation, and task planning capabilities. It is voice-enabled and has no cloud dependency.
Agent Steward, launched on Delight.ai, handles long-running, multi-step customer cases by coordinating across systems, teams, and channels with sub-agents and human handoff.
UX Pilot is an AI-powered UX/UI design platform that helps product teams ideate, design, and hand off web and mobile applications in seconds, from wireframes to production-ready code.
Twill is a YC-backed autonomous coding agent platform that ships Pull Requests in sandboxed environments, integrating with developer tools like GitHub and Slack.
CodeMate is an AI Pair Programmer that helps developers code faster by searching, navigating, and understanding complex codebases securely.
The 'coding-agent' package within the 'pi' project on GitHub is designed for developing AI agents, with a likely focus on coding-related tasks.
Cursor is an AI-first code editor designed for high productivity, deeply integrating AI into the workflow for code generation, editing, and understanding.
Sourcegraph Cody is an AI coding assistant that helps understand, generate, and refactor code within IDEs. It provides context-aware assistance by working with your codebase.
Adobe's Firefly AI Assistant, powered by a creative agent, allows users to direct multi-step workflows across Creative Cloud apps using natural language for generative AI and editing.
No-code AI agent platform that integrates with Google Drive to automate workflows and tasks without requiring coding.
CaptivateIQ Agents are AI agents purpose-built for compensation and sales planning, offered by the intelligent sales performance management platform.
Operator is an AI agent powered by the Computer-Using Agent (CUA) model, combining GPT-4o's vision with advanced reasoning to execute tasks independently.
Factory Droids automate coding, testing, and deployment for startups and enterprises using AI coding agents for autonomous software development.
Devin is an AI software engineer and coding agent that assists developers in building software faster using parallel cloud agents. It is designed for serious engineering teams.
PrivateGPT is an open-source project allowing users to connect their data sources to a private AI tool for natural language querying.
A frontier agent for software development that uses Model Context Protocol servers, with launch partners including Stripe, Figma, and Datadog.
FetchCoder V2 is an AI coding assistant for autonomous agents, designed to make shipping complex, multi-agent systems deliberate, auditable, and reliable.
A next-generation AI programming platform offering intelligent code completion, conversational programming, and automatic code generation, supporting IDEs like VS Code and JetBrains.
Automates businesses using AI, n8n systems, AI agents, and integrations to reduce repetitive tasks by 30-50%.
Kiro bridges AI coding to engineering by managing intent, completing long-running tasks across large codebases, and validating code correctness.
Basement is a multiplayer mobile browser where AI agents interact on webpages, turning each page into a collaborative space.
Cockpit AI enables users to run revenue agents across all channels, optimizing sales and marketing efforts through automated agent deployment.
Kore.ai offers Agent AI for customer service, empowering human agents with AI assistance to resolve queries, reduce escalations, and cut service costs.
Kore.ai offers AI for process automation, enabling the automation of complex business processes through event triggers, AI reasoning, decision-making, and human-in-the-loop capabilities.
BioStack offers a platform for managing and automating workflows, potentially related to AI agents or business processes.
Replicas provides background coding agents for engineering teams, enabling them to run agents like Claude Code or Codex in a sandbox environment with pre-configured code and tooling.
Manufact builds and maintains mcp-use, an open-source SDK for MCP servers, clients, and agents, and offers Manufact Cloud for deploying MCP applications.
WillowVoice offers AI-powered speech-to-text dictation software for Mac, Windows, and iPhone, enabling fast and accurate voice input for various applications.
Superbar is an AI-powered platform designed to streamline workflows and enhance productivity by managing and automating tasks.
Scope is an agent experience platform that enhances product discoverability and usability for AI agents, aiming to connect AI agents with existing products and services.
Specific is a cloud platform built for coding agents, enabling them to write code and build the infrastructure required to run it.
Alt-X is an advanced data room and analytics platform.
StableBrowse provides a browser runtime for enterprise AI agents, addressing authentication, reliability, and LLM intent issues for production environments.
Notte is a browser platform for AI agents, simplifying LLM web tasks, handling CAPTCHAs, and providing developer tools to build smarter agents.
Kaizen is a platform for automating web interactions, enabling instant website integration and rapid development of browser automations.
Meteor is an agentic browser designed to provide an intelligent browsing experience, aiming to be the world's most advanced browser.
Rebolt is a no-code AI platform for building powerful AI applications that connect to data sources, automate workflows, and create custom integrations.
Opensteer enables the creation of specialized AI agents that run in local or hosted workspaces, with access to the browser, CLI, and various tools.
JDoodle.ai offers a user-friendly and securely hosted interface for interacting with Claude models, providing an accessible AI experience.
S2 provides a serverless API for unlimited, durable, real-time streams, serving as an alternative to Kafka and Kinesis for event streaming and AI agents.
a0.dev is a rapid mobile app builder that uses AI to create production-ready iOS and Android applications, deploying directly to app stores in minutes.
OpenSpec is a lightweight, open-source, spec-driven framework for coding agents and CLIs, designed for universal compatibility without requiring API keys or MCP.
21st.dev is an AI-powered platform for building and deploying mobile apps to the App Store and Google Play, accelerating development cycles with community UI components.
Provides an AI-powered platform for FDE, IT Consulting, and Professional Services teams to automate requirement capture, work structuring, and delivery.
MonoDesk provides an all-in-one workspace for freelance creatives, integrating client management, tasks, files, and AI to streamline project workflows.
Scott AI is a workspace for product teams to capture context, align on specifications, and deliver precise work to coding agents without overbuilding.
Mastra is an open-source TypeScript & JavaScript framework for building, testing, and deploying AI agents and applications, providing AI primitives like agents and workflows.
Runtime provides harnesses and observability for coding agents, powered by Claude Code, Codex, and Gemini CLI. It offers a visual workspace with live preview and one-click deployment.
Morph provides an AI agent platform for building and deploying autonomous agents, simplifying the creation of complex AI workflows.
Agentic Labs provides a platform for AI agents, aiming to help users spend more time thinking and less time typing by acting as a context engine for AI teams.
Mistle is an open-source platform for automating sandboxed coding agents, featuring credential brokering for secure tool access and integrations with GitHub and Slack.
Stably offers AI-powered automation for web app testing using an SDK for Playwright, reducing QA time and improving accuracy.
Sudocode is an open-source, Git-native context management system for coding agents that captures user intent as durable specs and tracks agent activity as issues.
Nuanced provides a space for clarifying intent with AI agents before they generate code, helping agents think before they build.
Conductor allows the creation of parallel AI coding agents in isolated workspaces, enabling review and merging of their code changes.
Random Labs offers AI-powered tools for developers, including a code generation assistant and a platform for building and deploying AI agents.
Emdash is an open-source Agentic Development Environment providing a platform and tools for building and running AI agents and agentic workflows.
Parea AI is an experimentation and human annotation platform designed for AI teams to test and evaluate their AI models.
Quantstruct automates documentation testing, verification, and updates by connecting to work environments, providing continuous improvements and generating new documentation.
Inkeep is an Agent Platform that facilitates collaboration between engineering and business teams for building AI agents, offering a No-Code Visual Builder and a Developer Agents SDK.
Kestral is an AI-powered platform designed to automate and streamline the entire product development lifecycle, from building to iteration.
NOVA is a terminal-first AI coding assistant and developer tool that helps debug code, fix runtime errors, automate workflows, and accelerate software development.
Microsoft Copilot is an AI companion designed to provide information, entertainment, and inspiration by offering advice, feedback, and straightforward answers.
Stellon Labs is an AI research lab focused on developing compact, powerful AI models for edge applications, aiming to deploy frontier AI on minimal hardware.
Sandra AI provides AI employees for car dealerships, automating customer interactions like answering calls and engaging leads via SMS 24/7. The platform serves over 300,000 users monthly.
Automated offensive security for high-stakes industries.
AI agent platform where agents build, connect to tools, and operate apps autonomously, backed by Y Combinator and First Round.
AI-native operating system that knows your business, makes intelligent decisions, and acts in real time, powering autonomous operations.
Thesis is an AI-native platform for data science and machine learning, providing tools for building and deploying AI models.
AutoComputer is an AI agent designed to automate various computer tasks, enabling users to get things done by performing actions on their machine.
GodHands provides high-fidelity infrastructure for deterministic desktop automation, built for OS-level precision and speed.
FiddleCube's GenAI Compliance and Security Platform automates DHS/CISA security requirements, offering red-teaming, NIST-AI-RMF controls, and real-time risk assessment for enterprise GenAI.
Kernel provides robust browser infrastructure for AI agents and web automations, featuring anti-bot detection, reusable sessions, fast spin-up, and autoscaling browsers for reliable web interactions.
Builds quantum-accelerated AI servers to exponentially speed up AI training and inference, cutting compute costs and improving energy efficiency.
AI-native security engineering platform that finds, triages, and patches codebase vulnerabilities in hours, automating the full cycle for application security, AI security, and vulnerability management.
Personalized internet experience leveraging AI to enhance visitor engagement, operating on a pay-as-you-go model without subscriptions.
Open-source AI-native SOAR platform for building and managing AI agents, workflows, and cases with an AI copilot.
Clearly AI provides AI-powered security reviews to help ship secure software faster. It integrates with existing team workflows to offer automated threat modeling, design reviews, and smart risk triage.
ArchiLabs is an AI-native CAD platform that redesigns CAD for AI. It offers smart components, Python automation, version control for designs, and real-time collaboration, all in the browser.
Fresco provides an AI-powered platform for automating workflows and tasks, aiming to streamline operations for businesses.
Elayne is a comprehensive estate settlement platform that guides families through every step after a death, from claiming benefits to navigating probate and transferring assets. It offers personalized guidance and automation.
Credal provides a control plane for enterprise agents, enabling the build, registration, and deployment of AI agents and MCP servers from a single platform. It acts as an agent registry for AI platform teams.
Magic is an AI-powered platform and virtual assistant agency that automates tasks and workflows by connecting apps and data to streamline operations.
Teemux aggregates logs from multiple processes into a single, unified view accessible via browser, terminal, or MCP for AI agents.
Permitify is an AI co-pilot for building plan review, designed to increase speed and accuracy by offering AI-powered review, collaboration, and workflow integration.
ECSA Finance is a financial platform focused on optimizing and streamlining operations within the financial market.
Gauss is a personal credit manager app that helps users build credit, lower debt costs, and accelerate payoff through a unified credit management solution.
Regology offers an AI-powered platform with purpose-built AI agents designed for enterprise regulatory compliance.
Relari is an AI Agent Builder platform focused on Software 3.0, helping teams craft intelligent agents by combining creativity with structure and intuition with rigor.
Tusk is an AI testing platform that generates unit and integration tests for coding agents, acting as an AI verification layer for software development.
Autosana offers an AI-powered platform for generating natural language E2E tests for mobile and web apps, featuring no-code creation and self-healing capabilities to adapt to UI changes.
InspectMind AI acts as an AI copilot for inspections, assisting users in the inspection process with intelligent capabilities.
Lucidic AI provides a training and optimization layer for AI agents, enabling enterprises to measure, improve, and safely deploy reliable AI agents.
Composio offers a platform for autonomous agents, featuring both a human-friendly interface and API documentation for agent development.
The Magic Assistant Portal provides a gateway for users to access and manage functionalities related to AI assistants.
AgenticSeek is a fully local, autonomous AI agent that thinks and browses the web without requiring external APIs or subscription fees.
UI TARS Desktop is an open-source multimodal AI agent stack connecting cutting-edge AI models, designed for multimodal interaction and agent orchestration.
Anything is an AI agent designed to build applications, websites, tools, and products based on user descriptions. It aims to turn ideas into functional software through natural language prompts.
Photo Agents are autonomous, self-evolving AI agents with vision capabilities, designed to learn and grow over time, featuring layered memory and Python implementation.
Truffle AI provides a platform for building, deploying, and managing AI agents that automate complex workflows and processes by interacting with websites and applications.
Agentic Workforce Operating System with over 300 pre-built Agentic Workers and Workflows for enterprise functions, enabling deployment, governance, and scaling.
Use Claude Code with MCP servers to push structured CRM updates to Salesforce or HubSpot directly from the terminal, eliminating the need for browsers or manual data entry.
MAIA's AI agents execute complete business processes autonomously, ranging from invoice processing to compliance monitoring, enabling end-to-end automation.
This AI agent categorizes bug reports, assesses severity, and recommends next steps, enabling agentic automation in bug report analysis.
XTM Agent is a conversational, context-aware AI agent embedded into XTM Cloud, designed to bring agentic AI into enterprise localization workflows.
This agent, built with Copilot Studio and Power Platform, automates the bug reporting and updating processes in software development.
Workflow Agents designed to automate business processes. Focuses on providing AI-driven automation solutions for various operational tasks.
Crafts respectful overdue payment reminders for positive client relations, automating the dunning letter process.
Analyzes payer mix and negotiates reimbursement rates using historical claims data and market benchmarks, powered by an enterprise AI platform.
Introduces Agent 3, Replit's most advanced and autonomous agent, representing a significant leap forward in autonomy and capability compared to previous versions.
Automates clinical order routing, lab result delivery, and care coordination tasks across departments using an enterprise-grade AI platform with business-wired intelligence.
APIDNA provides vertically-trained agentic systems designed to reliably execute real-world workflows across enterprise environments, focusing on reconciliation, compliance, and process automation.
TamLabs manages agent teams that tackle complex workflows for professional services, operating under user direction. It focuses on AI for professional services, managing agent teams to solve business challenges.
Just AI is an Agentic Marketing Platform designed to scale hyper-personalized messaging with AI. It functions as an AI-first modern enterprise marketing stack for automated campaign management and increased experimentation velocity.
AI-native platform for mortgage origination that guides borrowers through intake, verifies documents in real-time, and delivers cleaner files to loan officers.
SuperNinja is an autonomous AI coding assistant that writes, tests, debugs, and deploys full applications. It supports MCP and any API, working with over 25 languages, and features a dedicated VS Code VM per task.
DigitalGenius provides AI-powered customer service automation for pre- and post-purchase questions, transforming the customer experience for e-commerce. It acts as an AI agent built for e-commerce.
JeffreyAI is an AI-powered business automation SaaS platform using autonomous AI agents to enhance efficiency and support strategic growth. It offers review automation software to drive business growth and enhance customer engagement.
AI tool for dropshipping that automates product research, repricing, listings, order routing, and inventory analytics across multiple platforms.
An autonomous AI coding assistant and code generator designed to perform real work in software development.
Pimics is building its own AI agents, leveraging Business Central, to enhance Product Information Management (PIM) solutions.
Creates comprehensive Standard Operating Procedures (SOPs) for efficient warehouse management using agentic automation.
An autonomous agent specializing in automating quality testing, including code reviews, test automation, and production monitoring, as part of AI-powered development solutions.
IFS Loops Industrial Agentic AI Platform deploys Industrial Digital Workers powered by Agentic AI to execute multi-step operational workflows across systems with governed autonomy.
IFS Loops Industrial Agentic AI Platform deploys Industrial Digital Workers powered by Agentic AI to execute multi-step operational workflows across systems with governed autonomy.
ZBrain is an enterprise AI platform for orchestrating AI solutions and agents, enabling businesses to assess AI readiness, identify opportunities, and deploy custom AI solutions.
n8n is a workflow automation platform that enables building production-ready AI agents with practical workflows, customizable templates, and extensive integrations.
Squirro provides an enterprise GenAI platform that orchestrates business workflows with auditable actions for transparency, security, and compliance, automating tasks to boost productivity and enhance decision-making.
SmythOS provides enterprise-grade, open-source AI agent infrastructure for secure and aligned automation at scale, enabling insights to action.
Labellerr provides data labeling and image annotation software, comparing RPA and AI agents for task automation and identifying the best fit for user needs.
Agent Val in Qualys ETM uses AI for exploitability validation, TruConfirm testing, and TruRisk amplification to accelerate risk reduction in production environments.
Learn to build autonomous AI research agents with tool calling, mastering OpenAI and Claude implementations for cost reduction and faster task completion.
Nextria offers a low-code AI agent workflow add-on, integrating with CastleGuard AI and ChainForge to enable developers to build secure and scalable AI workflows and agents.
Beam AI offers a platform for agentic automation, enabling the creation of AI agents to automate detailed shipment packing lists for accurate logistics and seamless integration into workflows.
Kognitos provides a deterministic agentic AI platform for enterprise automation, helping insurance carriers automate document verification, approvals, and compliance checks for faster agent onboarding.
AutoDev is an AI innovation challenge focused on creating an autonomous AI software engineer capable of operating within live project environments, built using OpenClaw and Umaku.ai.
Utilizes Elastic Agent Builder and Workflows to create AI agents capable of performing automated IT actions, such as laptop refreshes.
AMPECO's AI-powered operations agent, CoOperator, is integrated into their EV charging platform, offering three capability layers to enhance operator interactions and streamline operations.
CPA Pilot is an AI tax assistant that automates tax workflows, enhances accuracy, and accelerates tax preparation for accounting firms and tax professionals.
Montoux announces the launch of Model Copilot, a generative AI tool designed for actuarial modeling technology, enhancing the capabilities of their existing platform.
A 3-hour workshop in NYC focused on teaching operators how to leverage Claude for managing complex processes, transitioning from AI users to AI operators.
The Snips Voice Platform is an AI-powered voice assistant focused on user privacy.
Arahi AI offers a no-code platform to build custom AI agents for sales, support, and operations, automating repetitive tasks across over 1,500 applications.
Moveworks' AI assistant platform automates HR processes end-to-end, resolving cases and providing personalized employee support beyond simple workflows.
Autonomous diagnostics agents scan codebases, detect issues, generate patches, and push fixes to GitHub without human intervention, going beyond static analysis tools.
Enables users to turn plain-language automation ideas into workflow drafts that teams can review, edit, and publish.
AI-powered solutions designed to automate manual work in pharmacies, aiming to maximize efficiency, increase productivity, and drive revenue growth.
Navan launched Expense Chat, an AI agent providing a touchless experience for out-of-pocket expenses, integrated into their business travel and expense platform.
Builds autonomous, self-healing data pipelines for ETL automation, reducing engineering overhead and boosting efficiency. Lyzr provides the platform and team to deploy agents at scale.
AI agents that orchestrate lab workflows, including sample prep, plate handling, and instrument scheduling, with an MCP-first architecture.
An AI-native, integrated platform for terminal yard operations, designed to maximize throughput, ease of use, and deliver rapid ROI.
AI platform built for revenue operations, providing intelligence for planning, performance tracking, and commission payouts.
Part of Loop's Logistics Data Platform, this agent handles and manages exceptions within logistics operations.
ElixirClaw provides an agentic OS platform to build, orchestrate, and govern AI agents and automation workflows, driving efficiency in maritime and logistics.
Ocean NAVI is an AI agent associated with the Ocean EV Charging Platform, providing OCPP control, billing, and smart charging solutions.
Tanso Sustainability AI Copilot offers software for CO2 accounting and CSRD reporting, focusing on sustainability management.
VYPR is an autonomous security platform offering SAST, vulnerability assessment, and penetration testing. Its AI-powered scanner provides comprehensive vulnerability analysis and exploit validation.
Agent C Advertising crafts clever, strategically placed creative campaigns to deliver high impact for clients, leveling the playing field against competition.
sast is an autonomous AI cybersecurity agent that continuously scans, detects, and fixes security vulnerabilities in codebases, covering OWASP Top 10 with CI/CD integration and zero false positives.
SAP's AI agents deployed across its ERP platform, coordinating assistants for finance, supply chain, and HR functions to streamline operations and improve efficiency.
An agentic AI platform built for enterprise impact in manufacturing, aiming to redefine manufacturing excellence through advanced AI capabilities.
Anaplan's Anomaly Detector Agent identifies and resolves irregularities in real-time to maintain planning precision within the Anaplan platform.
Ripik AI develops computer vision AI agents for autonomous monitoring, analysis, and insight generation in manufacturing processes.
XMPRO's Agentic Maintenance Schedule Planning Agent (Schedule Optimizer) transforms industrial operations with real-time business process intelligence.
Map sales funnel stages to self-learning AI agents to boost speed, accuracy, and ROI without disrupting workflows.
Analyzes business and industry data to provide valuable insights, optimized strategies, and effective ideas for local businesses, all within a single tool.
Specializing in AI consulting and product development, this service empowers businesses to harness the full potential of AI through expert guidance and innovative solutions.
Cassidy AI enables the creation of collaborative AI agents designed to automate tasks and improve operational efficiency within teams.
A local-first AI agent for personal accounting, storing data as plain text files and compatible with any LLM, including local ones.
Automated management of SSL/TLS certificates using Let's Encrypt, ACM, or Vault for provisioning, renewal, and monitoring.
AI Agent Rules Builder for generating coding agent rules for Cursor, Claude Code, GitHub Copilot, and Windsurf. Offers 1000+ rules for tech stack customization.
ClawBio is a bioinformatics-native AI agent skill library, built for local-first, reproducible workflows on OpenClaw.
Claude Code is Anthropic's agentic coding system, designed to assist with software development tasks through AI-powered code generation and analysis.
Tars AI Agents for customer experience automation, specifically an AI agent for college admissions and course information, to automate support and lead generation.
Brightedge Copilot is an enterprise SEO and AI Search platform that helps grow traffic, revenue, and visibility across Google Search, AI Overviews, and ChatGPT.
Folio3 provides AI agents specifically designed for educational purposes, offering comprehensive documentation, pricing information, and API access.
NVIDIA and ServiceNow are collaborating to deliver governed autonomous agents for enterprises, leveraging NVIDIA's AI expertise to extend from employee desktops to AI factories.
OpenCode is an open-source AI coding agent that assists developers in writing code directly within their terminal, IDE, or desktop, supporting LSP for enhanced functionality.
Beam AI offers an agentic automation solution for curriculum development, providing comprehensive, modern, and inclusive curriculum frameworks.
TimeTrex's ChatGPT AI Assistant enhances payroll, HR, and workforce management with real-time AI support.
Lyzr is a platform and team focused on moving enterprise AI agent projects from proof of concept to production, ensuring they are governed, reliable, and scalable. This agent likely assists with fundraising.
AI agent for supporting Account-Based Marketing (ABM), part of a platform focused on moving enterprise AI agent projects to production.
AI agent designed to scout for Requests for Proposals (RFPs), integrated into a platform for productionizing enterprise AI agents.
AI agent for automating email processing, part of a platform for moving enterprise AI agent projects to production.
Diane is an AI HR agent focused on streamlining human resources tasks, likely leveraging a platform for reliable and scalable deployment.
Automated vulnerability scanning agent using AI analysis to identify security weaknesses in web applications, APIs, and cloud infrastructure.
RAGFlow is a leading open-source Retrieval-Augmented Generation engine providing a superior context layer for AI agents, built for enterprise with reliable context and an integrated agent platform.
PageIndex is a vectorless, reasoning-based RAG engine that mirrors human document reading, achieving high accuracy on benchmarks with traceable and explainable retrieval.
Mavy is an AI Executive Assistant designed for smart scheduling, coordinating meetings 24/7 by handling email communication.
Open-source benchmark for evaluating AI browser agents, featuring a live leaderboard ranking agents on real-world tasks. Uses a two-stage scoring system with HTTP request interception and LLM judging.
