About codmir
Operating System for Intelligence Work.
codmir is the Context Framework for AI-to-AI workflows. It acts as the missing layer between task tracking and AI execution—designed to help both humans and AI agents coordinate work, share context, and build on each other's contributions.
What is codmir?
Traditional tools like Jira, GitHub, and Linear track human work. But AI agents now write code, run tests, analyze logs, and fix bugs. These tools weren't built for agents—they lack a shared memory and a structured way for AIs to pass context between each other. codmir solves this gap.
Tickets = Context Capsules
A ticket is more than a 'to-do.' It's a living container that holds the story, references, code changes, logs, artifacts, and agent traces—all in a structured, machine-readable way.
Reference Graph
Every ticket connects to commits, PRs, endpoints, datasets, and tests. The result is a graph that lets agents and humans navigate the why and how of work done.
Record of Work
Each capsule records not just what was done, but by whom (human or AI), why it was done, and what evidence supports it. This builds a durable memory of progress.
Why It Matters
How Codmir products connect
Codmir isn't one app — it's a connected system. The Desktop app is the client for managers. The IDE is the server for developers. They communicate through MCP so AI agents can work across both simultaneously.
Desktop App
CLIENT- Ultra-fast project management
- Voice control for hands-free work
- Native browser for live QA testing
- Approval gates for agent work
- Team oversight and collaboration
Built for PMs, founders, and non-technical team members who need to manage projects and oversee AI agent work without touching code.
Codmir IDE
SERVER- AI agent workstation (VS Code)
- Task queue from any client
- Autonomous code execution
- Controls Desktop via MCP
- Sandboxed and auditable
The engine room for developers. Connect from the Web app or Desktop to queue tasks — the IDE runs them with its AI agents.
Web & Mobile
ANYWHERE- Full experience in the browser
- Mobile for approvals on the go
- Push notifications for errors
- Review tickets and boards
- No install required (web)
Start in the browser, stay connected on your phone. Both connect to the IDE server to queue work and monitor agents.
The MCP Bridge
The IDE agent connects to the Desktop app through MCP (Model Context Protocol). This means the agent running in the IDE can control the Desktop app — opening pages in its native browser, running tests, and interacting with the UI.
A developer writes code in the IDE. The agent tests it in the Desktop's browser while the QA engineer watches. No context switching, no manual handoff.
codmir: The Bridge Between Your Team
codmir acts as an intelligent bridge between Product Managers, Developers, Owners, and other stakeholders—transforming ideas into executable work while preserving human judgment and decision-making.
Product Manager
Write ideas and requirements in natural language. codmir transforms them into actionable tasks with AI assistance.
- •Draft features and user stories conversationally
- •AI generates technical specifications and implementation plans
- •Pass structured work to developers for review or modification
- •Track reasoning behind decisions and postponements
Developer
Review AI-generated work, refine it, or redirect the approach. Your expertise guides the final implementation.
- •Start with AI-generated code as a foundation
- •Modify, enhance, or completely rewrite the approach
- •Reject ideas with clear technical reasoning
- •Decide to postpone work based on priorities
Owner / Stakeholder
Keep projects moving even when the team is busy. AI provides initial solutions that await human review.
- •AI maintains momentum when team is occupied
- •Get draft solutions ready for review
- •Most powerful when combined with team oversight
- •Ensure nothing falls through the cracks
The Collaborative Workflow
The Power of Human Oversight: codmir works autonomously to maintain momentum, but it reaches its full potential when combined with human review. Every AI-generated solution awaits validation from your team—ensuring quality, alignment, and learning from each decision.
Guiding Principles
Our guiding principles shape every decision we make. They define how we build, how our agents behave, and how we collaborate with our community.
“Intelligence evolves best together. Humans bring meaning, creativity, and values. Agents bring memory, speed, and perfect recall. Together, we create lasting progress.”Read the full Agent Manifesto
Human First
Every action must empower human goals and dignity.
Transparency Always
The agent acts openly, with logs and consent.
Knowledge Belongs to Users
Accounts own their data, always.
Accountability & Alignment
Decisions require human oversight where stakes are high.
Autonomy With Boundaries
Agents plan and execute—but do not override people.
Shared Progress
Learnings help communities thrive, not just individuals.
Ethics as Architecture
Safety is built-in, not added later.
The Shift We're Building
Enable humans and AI to collaborate as one evolving intelligence. AI as a partner in planning, execution, evaluation, and innovation.
| Capability | AI Today | Future AI (codmir) |
|---|---|---|
| Memory | Ephemeral | Persistent and evolving |
| Learning | Only during training | Continual & personal |
| Intelligence | Static pattern replay | Adaptive intelligence |
| Autonomy | Co-pilot | Co-creator |
| Relationship | Disposable | Lifelong partnership |
Development Roadmap
Our phased strategy connects architecture decisions into a unified path toward an agentic, virtualized, IDE-integrated developer platform.
Proof of Concept
Demonstrate codmir's unique workflow end-to-end. Implement repository analysis, artifact storage, and VS Code extension with task branch creation.
Multi-Agent Automation
Expand into full agentic workflows with orchestrated DAG pipelines. Introduce policy enforcement and sandbox container execution.
Self-Hosted Nodes
Reduce cloud costs with self-hosted codmir Nodes. Support local LLMs, capability-based scheduling, and failover to cloud runners.
Developer Experience
Make codmir indispensable with expanded IDE plugins, multi-task monitoring, OpenTelemetry observability, and a workflow marketplace.
codmir
Ship a first-party Monaco-based desktop IDE with codmir deeply embedded, featuring task timelines and native git workflows.
Scale & Ecosystem
Position codmir as a full developer automation platform with hybrid scheduling, multi-tenant support, and AI-assisted project onboarding.
Learn More
Explore our documentation to understand how codmir works and how you can integrate it into your development workflow.
Getting Started
Quick introduction to setting up and using codmir in your projects.
Core Concepts
Understand tickets as context capsules, reference graphs, and the record of work.
API Reference
Complete API documentation for integrating codmir into your workflows.
Tools & Integrations
Connect codmir with GitHub, Slack, VS Code, and other developer tools.
Want to help build the future of AI-human collaboration?
codmir is open source and free to use. Join our community of developers building the next generation of collaborative tooling.
“Humans work best when context is clear. AI works best when context is computable. codmir provides both.”