Macleod Labs

Macleod Labs is a computer software company founded in 2021 that builds TeamFlow, an observability and automation platform for AI software factories. The business is located at 201, Bahar 6, Jumeriah Beach Residences in the UAE and serves organizations using Jira, Linear, or GitHub Issues. It provides a live view of agent workstreams and includes features like self-learning models to fix stalled agents.

The platform uses a self-learning model to identify and fix stalled, orphaned, and crashed agents automatically. When a serious problem is detected, the system escalates it to a person rather than leaving it unattended. This process helps keep the development pipeline moving without manual intervention for routine issues.

TeamFlow integrates directly with Jira, Linear, and GitHub Issues to track ticket progress from development to deployment. It reads the ticket key from existing work and displays the stage the ticket actually reached. The plugin also works with Claude Code, Cursor, Copilot, Codex, and any MCP client.

Pricing is charged per developer seat, with options for Solo at USD 25/month, Team at USD 99/month for five seats, and Growth at USD 249/month for ten seats. New teams receive the Growth plan free for 30 days, and paid plans are available on a monthly or annual basis.

The local plugin keeps code and files inside the organization by sending only derived state, such as a ticket key, stage, and status. Prompts, diffs, source code, shell commands, and logs never leave the machine. Agent conversations are encrypted with a key that belongs solely to the organization.

The Growth plan includes custom SDLC steps, Playwright video evidence of tests on tickets, and linters like SonarQube. It also offers acceptance criteria ticked off by tests and audits, along with a self-learning autofix model tuned to the specific workload.

Background CI reports progress through the same route as other tasks using its own credential, ensuring that builds finishing at odd hours still move the ticket. The Claude Code plugin finds the stage from the work itself, turning edits, test runs, and merges into reports.

Reports contain the issue key and link, stage, status, assignee, labels, repository, branch, and a summary of up to 180 characters. They also include counts of passing or failing pull request checks and timestamps, but descriptions and comments are dropped.

The system ensures isolation by making the tenant a report lands in come from the credential that sent it, never from the request. This means a report cannot reach somebody else's board even on purpose, maintaining strict data separation.

Users can start with a free trial that lasts 30 days for the Growth plan, requiring no card to begin. The setup takes minutes and works with existing tools, allowing teams to see every agent at work in real time immediately.

The platform shows every person, agent, and check in one live line, tracking the journey from ticket to shipped. It provides a single board view of every agent workstream across the organization, ensuring transparency for leads and management.

A self-learning model detects the issue and fixes the agent automatically. If the problem is serious, the system sends it to a person for manual intervention. This ensures that routine problems are resolved before they impact the team.

Macleod Labs is located at 201, Bahar 6, Jumeriah Beach Residences.

You can reach Macleod Labs by phone at +971586330035.

The official website of Macleod Labs is codercat.io.