Use cases

What you can do with Mutagent

Six use cases across the agent lifecycle, from spec to production. Diagnostics runs free in your coding agent today. Pick a use case to see what it does, what it needs, and what you get back.

01 · Build · Spec Agent

Turn an idea into a signed spec

Define the agent, its architecture, and its eval criteria before any code is written.

  • A signed agentspec.yaml: a framework-agnostic contract with system prompt, LLM config, tools, I/O boundaries, and human-in-the-loop gates
  • A design sidecar carrying the problem, goal, scope, business KPI, failure modes, and the eval rubric
  • A recommended architecture with the agent type locked in
ClaudeCursorLangGraphLangChain
See use case
01 · Build · Build Agent

Ship a running agent from the spec

Scaffold the code, map your prompts and traces, and wire telemetry into your stack.

  • A working, traced agent as real code on your framework, tests green
  • A functional and regression test suite covering the spec's schema and semantics
  • A faithfulness review report enumerating every spec capability with its trace evidence
LangGraphLangChainMastraGitHub
See use case
02 · Evaluate & test · Evaluator Agent

Score every change with a calibrated judge

Build evals and a judge that matches your team's definition of quality, so every change is measured.

  • A calibrated judge pinned to your quality labels, reproducible run to run
  • A severity-gated scorecard with a fail, incomplete, or pass verdict per behavior
  • Per-behavior criteria and deterministic code checks mined from your failure traces
LangfuseLangSmithOpenTelemetryBraintrust
See use case
03 · Improve · Diagnostics Agent

Diagnose why your agents fail

Find the root cause behind runaway cost, silent breakage, and dropped eval scores, then propose the fix.

  • Ranked failure-mode taxonomy
  • Root cause per cluster with cited evidence
  • A review form of issues and recommended fixes
LangfuseLangSmithDatadogBraintrust
$npm install -g @mutagent/cli
See use case
03 · Improve · Monitoring / Incident Agent
Coming soon

Monitor agents in production

Watch cost, latency, and eval-score drift on live traffic, and catch issues before your users do.

  • Always-on monitoring on your live traces
  • Dashboards, drift detection, anomaly alerts
  • Incident hand-off into diagnostics
DatadogOpenTelemetrySlackGitHub
See use case
03 · Improve · Mutation Agent

Optimize agents on a closed loop

Run the diagnose, mutate, evaluate loop and ship fixes that beat baseline.

  • Applied change: prompt, tool, code, or config
  • Pre-merge validation via the evaluator framework
  • Auto-application to your platform, audit trail with rollback
GitHubGitLabLangfuseClaude
See use case