Compare the 6 best engineering metrics software for fast setup in 2026 — Keypup, LinearB, Swarmia, Jellyfish, Faros and Harness SEI — across setup speed, integration overhead, dashboard flexibility, delivery metrics coverage, AI capabilities and data security. Find out which platform gets a mid-market engineering team from connecting Git and Jira to actionable delivery metrics in minutes, not months.
Your release notes list 9,860 changes. Only 71% had merged code by the release date, and a quarter of the merged code is listed nowhere. Learn what engineering leaders on Reddit say about Jira Fix Versions, release scope and untracked changes at enterprise scale, and how Keypup MCP reconciles each version's scope with linked, merged pull requests.
Your bug SLA report says 91%. Your customers experienced 65%. Learn what engineering leaders on Reddit say about P1 fix-time targets, SLA clocks that start late and bugs closed to stop the timer at enterprise scale, and how Keypup MCP measures real SLA attainment by priority and team from Jira workflow history and linked pull requests.
Dependabot and Renovate open thousands of pull requests across enterprise repositories, and most of them are never merged, merged with no review, or left open for months. Learn what engineering leaders on Reddit say about dependency bot noise, unowned major upgrades and auto-merge risk, and how Keypup MCP measures the bot backlog by version bump, ecosystem, merge path, next action and owner.
Enterprises spend millions on outsourced and offshore engineering vendors, yet most can only measure them through hours billed and status reports. Learn what engineering leaders on Reddit say about vendor black boxes, hidden review load and untraceable work, and how Keypup MCP compares vendor and in-house pull requests, review wait times, review load and Jira traceability to show what each vendor actually delivers.
Microservices promised independent teams. In many enterprises, a single Jira story still needs coordinated pull requests in four or five repositories. Learn what engineering leaders on Reddit say about distributed monoliths, lockstep releases and cross-repository changes, and how Keypup MCP links Jira issues to the pull requests that resolve them to measure how many changes span several repositories, what each extra repository costs in cycle time, and which repositories always change together.
Compare the 6 best engineering metrics software for board reporting in 2026 — Keypup, Swarmia, Code Climate Velocity, Jellyfish, Faros and LinearB — on board-ready reporting clarity, business context mapping, non-technical accessibility, DORA Metrics, customization and AI capabilities. Learn which metrics belong in an engineering board report and how to translate them into language your board understands.
Engineering headcount grew 50%, yet merged pull requests and delivered Jira issues barely moved. Learn what engineering leaders on Reddit say about hiring that slows teams down, and how Keypup MCP uses pull request, review and Jira data to show where the extra capacity goes: review queues, overloaded reviewers and work that now spans several repositories.
Software capitalization, client billing and R&D tax credits all run on Jira time logs that engineers fill in on Friday afternoon, from memory. Learn what engineering and finance leaders on Reddit say about time tracking nobody trusts, and how Keypup MCP compares Jira worklogs with linked pull requests, commits and merges to show when time is logged, how late it arrives, and which hours have code behind them.
Your pipelines got faster and your reviews got shorter, yet features still take months to reach customers. Learn what engineering leaders on Reddit say about work that waits weeks in Backlog, Ready for Development and To Do before anyone writes code, why delivery dashboards that start at the first commit miss it, and how Keypup MCP uses Jira workflow history, sprints and the commit and merge dates of linked pull requests to measure the queue in front of your code.
Green on the outside, red on the inside. Learn what engineering leaders on Reddit say about Jira tickets moved to Done before the code ships, velocity that doesn't match delivery and status reports nobody trusts at enterprise scale, and how Keypup MCP compares each issue's closure date, workflow history and sprint with the state and merge dates of its linked pull requests to measure how much of your reported "Done" has no merged code behind it.
An approved pull request isn't always approved code. Learn what engineering leaders on Reddit say about commits pushed after approval, self-merges and bypassed branch protection at enterprise scale, and how Keypup MCP uses approval dates, last commit dates, approval counts, required approvals, mergers, target branches and build status to measure how much code reaches your protected branches without anyone reviewing what actually shipped.
Why do some pull requests go back and forth between author and reviewer for a week before they merge? Learn what engineering leaders on Reddit say about endless code review rounds at enterprise scale, and how Keypup MCP uses changes-requested and approval dates, review states, reviewers, lines changed, repositories and linked Jira issue types to measure how often pull requests go back for rework, what each round costs, where it happens and which pull requests are stuck in rework right now.