ZhixiangLuo/10xProductivity

Personal AI assistant for work inside corporate constraints, built on coding agents and the tools, sessions, and permissions you already have.

What it solves

10xProductivity provides a way to turn a local coding agent (like Cursor or Claude Code) into a personal AI assistant for work that operates within corporate constraints. It eliminates the need for company-wide automation platforms, admin-approved apps, or IT approval by leveraging the access and authenticated sessions the user already has on their local machine.

How it works

The system operates as a local-first stack consisting of several layers:

  • Tool Connections: Pre-built recipes and guides to allow agents to access tools like Slack, Jira, GitHub, and Confluence using existing user permissions.
  • Triggers: Local event listeners that detect app or service events (e.g., a Slack DM or macOS notification) to wake up specific workflows.
  • Runtime: A thin local execution machinery that handles scheduling, polling, and the invocation of the coding agent.
  • Workflows & Skills: Reusable patterns of work (e.g., stand-up prep, enterprise search) that the agent is taught through a "coaching" process where the user supervises and corrects the agent in real-time.
  • Learning Loop: A process where the agent reviews recent work and corrections to turn working sessions into persistent memory and improved skills.

Who it’s for

It is designed for developers, engineering managers, product managers, and power users who already use coding agents and want to extend their capabilities across their entire work toolset (tickets, docs, chat, and code) without waiting for centralized IT rollouts.

Highlights

  • Zero New Infrastructure: Uses existing authenticated sessions and local permissions to avoid IT bottlenecks.
  • Enterprise Search: Ability to search across multiple connected tools (Slack, Jira, GitHub, etc.) simultaneously.
  • Coaching-Based Learning: Users can "coach" the agent through real work, turning those sessions into durable, reusable skills.
  • Broad Tool Support: Includes recipes for 25+ tools including Salesforce, PagerDuty, and internal company portals.
  • Local-First Execution: Keeps private state and credentials in a local directory outside the public repository.