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.
An AI-powered semantic search tool for analyzing customer survey responses using natural language queries, developed by pitt-cic.
An AI agent skill for MockFlow IdeaBoard focused on Pain Point Discovery, using market research and customer empathy analysis to identify primary customer struggles.
NanoMind security classifier, hosted on Hugging Face, is an AI model designed for classifying security-related data or code. Offers documentation and API documentation.
GitHubSecurityLab/seclab-taskflows is a GitHub project likely containing task flows for security research and development within the GitHub Security Lab.
FinRobot is an AI Agent platform for financial applications, unifying LLMs, reinforcement learning, and quantitative analytics for investment research automation, algorithmic trading, and risk assessment.
Parent Communication AI Agent enhances school-parent communication by facilitating interactive data collection, likely through forms or surveys.
An AI-driven public opinion and trend monitor that aggregates data from multiple platforms, including RSS feeds, with smart alerts.
A human-AI system modeling expert thinking to assist tutors in real time, improving student mastery of math topics with low-cost, effective pedagogy.
AI Agent-Based Autonomous Research Assistant that performs end-to-end research, planning tasks, browsing sources, validating information, and generating citation-backed reports.
AIM, an open-source NHI platform for AI agents, providing cryptographic identity, governance, and access control for agent management.
Atlas offers an AI assistant for schools, specializing in logistics and supply chain essentials, trained on class materials.
AI-Enhanced Teaching Assistant project by DHRUVvkdv, bridging instructor knowledge and web intelligence to assist in educational contexts. Aims to enhance learning and teaching through AI.
Agentic Security is an open-source LLM vulnerability scanner designed for safe and reliable AI. It provides tools for identifying vulnerabilities in AI models and systems.
DeepTutor is an agent-native personalized learning assistant developed by HKUDS, hosted on GitHub. It aims to provide adaptive educational experiences.
PrivateGPT is an open-source project allowing users to connect their data sources to a private AI tool for natural language querying.
AgentShield Repo is a GitHub repository likely containing code and resources related to the AgentShield project, which may involve agent security or management.
Ghidra MCP Server is a project offering 110 tools for AI-assisted reverse engineering, indicated by an HN Show HN post. It leverages the Model-Context Protocol for its operations.
ECC is an open agent harness system for GitHub App automation and security, providing skills, agents, and security layers for coding agents. Available via npm.
Zenity Labs provides research, tools, and talks focused on securing AI agents, aiming to enhance the safety and reliability of artificial intelligence systems.
GitHub Security Lab framework, discussed on the GitHub blog, likely provides tools or methodologies for security-focused agent development and research.
seclab-taskflow-agent is a Python package on PyPI for building and managing task flows, likely related to security or agent operations. Focuses on the Python programming language.
Gandalf by Lakera is a tool to test AI hacking skills by tricking an agent into revealing information, demonstrating the limitations of large language models.
Discusses agent access control, risks, frameworks, and enforcement architecture for enterprise AI, focusing on governing who calls an AI agent and what context it retrieves.
Tracecat is a platform that allows users to drive workflows and cases through MCP clients like Claude, Cursor, and ChatGPT, enabling building, editing, and running automations.
SciAgent-Skills is a GitHub repository containing life sciences computational skills for scientific AI agents.
Prior Labs offers TabPFN MCP, a beta tool for LLMs to make predictions on tabular data, providing enhanced data analysis capabilities.
This paper addresses the challenge SOCs face in efficiently triaging phishing emails while maintaining robust protection, focusing on randomized controlled trials.
