{"repo":"lmtani/pumbaa","free":true,"listed":false,"github":"https://github.com/lmtani/pumbaa","clone":"git clone https://github.com/lmtani/pumbaa.git","description":"A companion for the Cromwell Server","language":"Go","stars":22,"topics":["cromwell","cli","workflow","bioinformatics","wdl"],"license":"Apache-2.0","category":"workflow-automation","readme_excerpt":"Pumbaa is a CLI and terminal UI for the Cromwell workflow engine, built for bioinformaticians running WDL pipelines. It covers the whole loop around a workflow run — prepare and validate a submission, monitor it live, debug failures down to a task's stderr, and analyze cost and resource efficiency afterwards — and ships an AI chat agent that does all of this through natural language. 📖 Documentation Features - Interactive dashboard — browse, inspect, and manage workflows in a real-time TUI ( pumbaa dashboard ). - Debug view — drill into a run's task tree, statuses, and logs to find the root cause of a failure ( pumbaa workflow debug ). - AI chat agent — ask about your workflows in natural language: failures, costs, logs, GCS files ( pumbaa chat ). - Guided submit — scaffold an inputs JSON from the WDL and preflight everything (server, inputs, file paths, dependency zip) before submitting. - Query & inspect — list workflows and fetch metadata, inputs, and outputs from the command line. - Diff two runs — compare inputs, options, source, and task-level differences between two executions. - Resource & cost analysis — measure actual usage vs. allocated resources and get recommendations to cut over-provisioning. - WDL bundling — package a workflow and all its imports into a single distributable zip ( pumbaa bundle ). Installation Prefer not to pipe to bash? Grab a prebuilt binary from GitHub Releases — Linux, macOS, and Windows, amd64 and arm64 — or build from source: Quick start ","default_branch":null,"files":null,"tree":[],"storefront":"/r/lmtani","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/lmtani/pumbaa/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}