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    3. Agent Ecosystem

    Agent Ecosystem

    Build research and standards infrastructure to mature the agent ecosystem into reliable, long-lived tooling for software development.

    Visit Website

    At a Glance

    1Tool Listed
    5Products
    5Capabilities
    Discussions
    Seattle, WAHeadquarters
    2025Est.
    3Employees
    Focus Areas
    LLM Evaluations
    Agent Frameworks
    Documentation
    Connect
    Latest News
    The Specification Gap: Coordination Failure under Partial Knowledge in Code Agent research publishedMar 26, 2026
    Report: AI Coding Tools Have Broad Filesystem and Network AccessMar 24, 2026
    Markets
    • AI Infrastructure Providers
    • Developer Tooling Companies
    • Open Source Projects

    AI Tools by Agent Ecosystem

    (1)
    View Agent Reading Test
    Agent Reading Test tool icon

    Agent Reading Test

    AI Agent Doc Reading Benchmark

    LLM EvaluationsAgent FrameworksDocumentation

    Discussions

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    Be the first to start a discussion about Agent Ecosystem

    Latest News

    03/26/2026

    The Specification Gap: Coordination Failure under Partial Knowledge in Code Agent research published

    aeshift.com
    03/24/2026

    Report: AI Coding Tools Have Broad Filesystem and Network Access

    aeshift.com
    03/23/2026

    Analysis: Cursor Admits Its New Coding Model Was Built on Top of Moonshot AI’s Kimi

    aeshift.com
    03/22/2026

    Sashiko AI Code Review System for the Linux Kernel Spots Bugs Humans Miss

    aeshift.com

    Products & Services

    5
    Agent-Friendly Documentation Spec
    February 2026

    A 22-check specification designed to make software documentation reliable for consumption by LLM-based coding agents.

    afdocs
    March 2026

    An open-source CLI tool and library (available via npm) for auditing and validating documentation against the Agent-Friendly Spec.

    Agent Skill Report
    March 2026

    A comprehensive research output analyzing the quality and implementation of hundreds of public Agent Skills.

    AE Shift
    2026

    A research and commentary platform providing daily updates and analysis on the agent ecosystem.

    Market Position

    Independent research organization providing standards (Agent-Friendly Docs Spec) that act as a neutral ground for the fragmented AI agent ecosystem.

    Leadership

    Founders

    DC

    Dachary Carey

    Lead Researcher at Agent Ecosystem; Senior Documentation Infrastructure and Developer Experience expert, currently at MongoDB.

    KR

    Kay Rhodes

    Developer at Agent Ecosystem; experienced software engineer.

    RR

    Rhyannon Rodriguez

    Researcher and 'Poker-of-Things' at Agent Ecosystem; based in the Greater Seattle Area, focused on empirical testing of agentic docs.

    Executive Team

    DC

    Dachary Carey

    Lead Researcher

    Specialist in developer experience and documentation infrastructure.

    KR

    Kay Rhodes

    Developer

    Software developer focused on open-source tooling and standards.

    Founding Story

    Started to address the lack of standards and infrastructure in how AI agents interact with documentation and tools, aiming to improve documentation quality and ecosystem health through open-source specs.

    Business Model

    Revenue Model

    Sponsorship-based model supporting open-source research and standards development.

    Pricing Tiers

    Sustaining Sponsor
    $2,000 per month

    Includes logo attribution, early research access, quarterly briefings, and one custom analysis per quarter.

    Founding Sponsor
    $5,000 per month

    Includes all Sustaining benefits plus co-branded report options, raw data access, and invitation to shape the annual research roadmap.

    Private

    Target Markets

    Industries & Segments
    • AI Infrastructure Providers
    • Developer Tooling Companies
    • Open Source Projects
    Use Cases
    • Auditing documentation for AI agent compatibility
    • Evaluating the quality of public Agent Skills
    • Developing standards for AI-powered developer tools
    Notable Customers
    • Sponsors

    Quick Facts

    Headquarters
    Seattle, WA
    Founded
    2025
    Employees
    3
    Total Funding
    Bootstrapped / Sponsorship-funded
    Office Locations
    Remote

    History & Milestones

    February 2026

    Launch of the Agent-Friendly Documentation Spec (22-check specification).

    March 2026

    Release of afdocs CLI tool (v0.7.1) for automated documentation auditing.

    March 2026

    Publication of the Agent Skill Report, auditing over 673 public Agent Skills.

    2025

    Founding of the Agent Ecosystem research program.

    Key Capabilities

    5
    Open-source documentation auditing
    Agent skill structure validation
    Daily automated research pipeline
    Multi-channel distribution (npm, Homebrew, Go)
    Enterprise AWS Bedrock integration

    Integrations & Partnerships

    Platform Integrations

    • AWS Bedrock
    • npm
    • Homebrew
    • GitHub Actions

    Key Partnerships

    Community contributors and research sponsors

    Connect

    Website
    agentecosystem.dev
    GitHub
    agent-ecosystem

    AI Topics

    3

    Agent Ecosystem focuses on these topics:

    LLM Evaluations(1)
    Agent Frameworks(1)
    Documentation(1)
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