PanDev Metrics

Overview

PanDev Metrics is an engineering analytics suite for software teams, with a separate personal profile and local command-line tool. It is best suited to organizations with at least ten developers focused on building software. Its strongest case is the link between delivery signals and task-level costs; teams requiring modern SSO for on-prem deployment should look elsewhere.

Key features

Engineering and task-cost analytics

The team product combines live DORA, delivery and reliability metrics with engineering activity and AI contribution. Its cost analysis brings IDE and terminal hours, AI-agent tokens and payroll rates together to calculate feature costs by task. That can help teams examine effort and spend alongside delivery outcomes, but custom metrics are not supported, limiting teams that need to define their own measures.

Integrations and workflow tools

IDE integrations include JetBrains, VS Code and Visual Studio; Git integrations include GitHub, GitLab, Bitbucket and Azure DevOps. Supported trackers include Jira, Yandex Tracker, ClickUp and Azure Boards. The product also provides an on-premise tracker with imports from Jira, ClickUp, Notion and YouTrack, as well as team documentation with page history and restore. This breadth is useful for teams bringing analytics and workflow tools together, though buyers should confirm that their particular processes fit the supported integrations.

Privacy and deployment

Teams can choose PanDev-hosted cloud SaaS or on-premises deployment on their own infrastructure. The product overview says it does not collect source code or screenshots; IDE, browser and terminal plugins do send activity events. On-premises customers get encryption, access controls and action auditing, with data on their servers. LDAP is the sole on-prem SSO option: SAML, OIDC and Google sign-in are unavailable, a significant constraint for organizations whose identity setup depends on those methods.

The personal profile is private by default, and its page says code, secrets and passwords are not read or transmitted. PanDev CLI runs locally without an account or network calls, does not send prompt text, and reads logs from Claude Code and Codex CLI. It requires Node 20+ and supports macOS, Linux and Windows.

Pricing

PanDev Metrics uses a freemium model, but its free offerings are personal tools rather than a free tier of team analytics.

• Personal workspace: free, with basic profile features, gamification, statistics, an achievement showcase and a portfolio, free forever. It suits individuals who want a personal engineering profile, not teams seeking analytics.
• PanDev CLI: free. It runs locally without an account and requires Node 20+. It is for developers who want its supported agent-log reading without a network-connected account.
• Metrics Cloud / On-prem: custom pricing, billed Contact Sales. Both deployment choices are offered; on-premises requires a license distribution archive from an account manager. Teams must contact sales rather than choose a published team-plan price.

The pricing note mentions a 14-day trial, while the trial field says no free trial. That leaves no clearly stated trial offer to rely on when evaluating the paid team product.

Platforms

PanDev Metrics lists Android, iOS, Linux, macOS, Windows, web, extension and self-hosted support. The CLI specifically supports macOS, Linux and Windows.

Who it's for

PanDev Metrics is aimed at software-focused engineering teams of ten or more developers that want delivery indicators and task-level cost analysis in one product, especially those choosing between hosted SaaS and infrastructure they control. It is a weaker fit for smaller teams, organizations needing custom metrics, or on-prem buyers who require SAML, OIDC or Google sign-in.

Pros and cons

• Pro: Task-level cost analysis connects IDE and terminal time, AI-agent tokens and payroll rates, giving teams a way to relate engineering effort to feature costs.
• Pro: Cloud and on-premises deployment let teams choose between hosted service and their own infrastructure.
• Pro: A wide set of IDE, Git and tracker integrations, plus an included tracker and team documentation, can support a consolidated workflow.
• Con: On-prem SSO is limited to LDAP, excluding SAML, OIDC and Google sign-in.
• Con: Custom metrics are not supported, so teams cannot tailor the metric set to bespoke reporting needs.
• Con: Team analytics has custom pricing rather than a published plan price, and the trial terms are unclear.

Alternatives

For a broader comparison, browse DevOps analytics software.

• Middleware is worth considering for teams prioritizing observability quotas, with a free plan that includes up to 100GB of data, 1k RUM sessions and 20k synthetic checks.
• DevDynamics may suit smaller teams: its free plan allows up to 9 contributors, 1 team and 3 Git repositories, while PanDev targets teams of ten or more developers.
• HCL DevOps Velocity is an option for teams seeking an always-free community edition with 2–3 licenses.
• CDviz may appeal to teams that want open-source, self-hostable collectors, database schemas, Grafana components and transformers under Apache 2.0.
• GitClear is an alternative for teams interested in repository analysis, with a free Starter plan capped at 3 repositories, 6 months of analysis and 2,000 commits.
• Hatica may fit teams seeking a free plan with unlimited team members and data sources, though its history is limited to 1 month.
• Waydev offers a free Startup plan capped at 10 repositories and 3 months of data availability, which may suit teams assessing repository analytics within those limits.
• Codacy may be a better fit for developers prioritizing code-quality tooling: its free Developer plan includes an IDE plugin, supports 38 programming languages and integrates with VS Code, JetBrains and Cursor.

Verdict

Choose PanDev Metrics if your software team has ten or more developers and wants to connect delivery and reliability signals with task-level engineering costs, with a choice of cloud or on-premises deployment. Look elsewhere if your team needs custom metrics, a clearly defined low-cost team tier, or SAML, OIDC or Google sign-in for on-prem SSO.