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With AI, Everyone is a Dev. EveryDev.ai © 2026
    1. Home
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    3. TeamAI CLI
    TeamAI CLI icon

    TeamAI CLI

    Agent Harness

    A CLI tool by Tencent that manages team AI skills, rules, MCP, and knowledge across Claude Code, Cursor, Codex, and other AI agents.

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    At a Glance

    Pricing
    Open Source

    Fully free and open-source under the MIT license. Install via npm and self-host with your own Git repository.

    Engagement

    Available On

    Web
    API
    CLI

    Resources

    WebsiteDocsGitHubllms.txt

    Topics

    Agent HarnessAI Coding AssistantsTeam Collaboration

    Alternatives

    omp (oh-my-pi)Cynativebotctl
    Developer
    Tencent Zhuque LabShenzhen, ChinaEst. 2019

    Listed Sep 2026

    About TeamAI CLI

    TeamAI CLI is an open-source command-line tool published by Tencent under the MIT license that helps engineering teams standardize and distribute AI agent configurations across their entire organization. It works by syncing skills, rules, docs, hooks, MCP settings, and environment variables from a shared Git repository to every team member's local AI tools — supporting Claude Code, Codex, Cursor, CodeBuddy, WorkBuddy, OpenCode, and more. The project has accumulated over 4,000 GitHub stars and 269 forks since its creation.

    What It Is

    TeamAI CLI is a team-level AI harness manager: it treats your team's AI agent configuration as code, stored in a shared Git repo and distributed to every developer through a push → review & merge → pull workflow. Rather than each developer independently configuring their AI tools, a team admin defines skills, rules, agents, hooks, and MCP settings once, and every member receives them automatically on teamai pull. The tool is installed globally via npm (npm install -g teamai-cli) and works with any Git provider including GitHub, GitLab, GitCode, CNB, TGit, and private Git services.

    Three-Layer Architecture

    The README describes three product layers, two of which are currently in beta:

    • Team Execution — The stable core: init, pull, push, skills, rules, agents, hooks, MCP, and env distribution across all supported agents.
    • Team Context (beta) — Organizes accumulated team experience and code structure into a searchable knowledge base. Includes automatic experience sharing triggered by session "friction" (AI corrections, denied tool calls, retries), a BM25 + graph-boosted recall system, and a codebase knowledge graph built from AST parsing (TypeScript, JavaScript, Python, Go via WASM tree-sitter) and heuristic extraction for all other languages.
    • Team Improvement (beta) — Turns session data into team intelligence: weekly usage digests, privacy-scrubbed session summaries, a web dashboard with live session views, and a knowledge-base health console.

    Distribution Controls and Filtering

    Admins configure team-wide settings once and deliver them to every member on teamai pull. The tool supports fine-grained filtering so members only receive what's relevant to them:

    • Projects — Bind a working directory to one or more logical projects for isolated skills and learnings.
    • Roles — Define role-to-namespace mappings so each member syncs only the skills for their role.
    • Tags — Tag skills and rules so members subscribe to just the tags they need.
    • Sources — Subscribe to additional skill repos from other teams or shared org repos; subscribed skills sync automatically on pull.

    Supported Agents and Coverage

    The README provides a detailed compatibility matrix. Claude Code, Codex, Cursor, CodeBuddy, and Qoder have full support across all thirteen capability columns (skills, rules, docs, env, agents, hooks, MCP, learnings, codebase, teamwiki, usage, sessions, dashboard). WorkBuddy, OpenCode, ZCode, OpenClaw, Hermes, and DeepSeek Harness have partial support depending on the capability. This breadth makes TeamAI CLI agent-agnostic at the team level.

    Update: v0.23.1

    The latest release is v0.23.1, published on September 9, 2026, with the repository last pushed on September 11, 2026. The project was created in April 2026 and has seen rapid iteration, reaching over 4,100 stars in its first months. The primary language is TypeScript. The teamai-hub GitHub organization provides template repositories pre-loaded with production-ready skills, rules, and review agents to help teams get started quickly.

    TeamAI CLI - 1

    Community Discussions

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    Pricing

    OPEN SOURCE

    Open Source

    Fully free and open-source under the MIT license. Install via npm and self-host with your own Git repository.

    • Full CLI feature set
    • MIT license
    • Self-hosted Git repo
    • All agent integrations
    • Team knowledge recall

    Capabilities

    Key Features

    • Distribute skills, rules, docs, hooks, MCP, and env across all team members via Git
    • Supports Claude Code, Codex, Cursor, CodeBuddy, WorkBuddy, OpenCode, and more
    • Push/pull workflow with branch and merge request creation
    • Role-based, tag-based, and project-based skill filtering
    • Friction-based automatic experience sharing from AI sessions
    • BM25 + graph-boosted team knowledge recall
    • Codebase knowledge graph via AST (TypeScript, JS, Python, Go) and heuristic extraction
    • Weekly team usage digest with cost, prompt, and correction trends
    • Web dashboard with live sessions and KB health console
    • Privacy-scrubbed session summaries
    • Knowledge base maintenance: prune, archive, and promote learnings
    • Subscribe to external skill repos from other teams or shared org repos
    • CI integration for MR knowledge extraction
    • teamai doctor for configuration diagnostics

    Integrations

    Claude Code
    Codex
    Cursor
    CodeBuddy
    WorkBuddy
    OpenCode
    OpenClaw
    Hermes
    DeepSeek
    Qoder
    ZCode
    GitHub
    GitLab
    GitCode
    CNB
    TGit
    npm
    API Available
    View Docs

    Ratings & Reviews

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    Developer

    Tencent Zhuque Lab

    Tencent Zhuque Lab is a security research lab within Tencent's Security Platform Department, founded in 2019, focused on real-world offensive and defensive research in the AI security space. The lab builds open-source AI security products including the AI Red Teaming platform A.I.G (AI-Infra-Guard) and the Zhuque AI Detection Assistant. The team publishes research at top international conferences including Black Hat, DEF CON, ICLR, CVPR, NeurIPS, and ACL, and has helped vendors such as NVIDIA, Google, and Microsoft fix high-risk vulnerabilities. Tencent Zhuque Lab also maintains SkillTrustBench, a public benchmark for evaluating agent skill security.

    Founded 2019
    Shenzhen, China
    30 employees

    Used by

    NVIDIA (the lab says it helped fix…
    Google (the lab says it helped fix…
    Microsoft (the lab says it helped fix…
    OpenClaw, Linux and Hugging Face…
    +1 more
    Read more about Tencent Zhuque Lab
    WebsiteGitHub
    2 tools in directory

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