AgentClash

Open source

Open source AI agent evaluation for real tasks

AgentClash is MIT-licensed and self-hostable. Import traces or curated datasets, keep replay evidence, and turn failures into reusable CI gates without a black-box vendor loop.

live eval
gate: pass

Candidate

92correct patch, low cost

Baseline

88stable reference run

Control

73missed edge case

replay timeline

1loaded task inputs and tool policy
2ran sandbox actions and captured artifacts
3scored trajectory and validator evidence
4attached scorecard and release verdict

ci verdict

Candidate clears release gate

Correctness improved, latency within budget, and required artifacts were preserved for review.

agentclash run create --follow

What open-source regression testing should include

Built for reviewable agent decisions

Open source matters when your agent test stack needs to run inside your repo, your CI, and your sandbox policy, not just inside someone else's hosted UI.

OpenTelemetry-compatible trace import

Pinned datasets and golden test cases

Baseline versus candidate regression checks

Replay trails for tool calls, outputs, and artifacts

Scorecards for correctness, cost, latency, and evidence

CI gates for prompt, model, RAG, and tool changes

Workflow

From first eval to team-wide gate

Import the evidence

Start from OpenTelemetry traces, curated datasets, support transcripts, or a real failure your team already saw.

Pin the baseline

Record the current accepted behavior so every prompt, model, RAG, or tool change has a fair comparison point.

Replay the evidence

Inspect tool calls, outputs, artifacts, latency, cost, and judge evidence when a candidate gets worse.

Gate the release

Compare candidate and baseline runs, then fail CI before a regression reaches users.

FAQ

Questions OSS teams ask before adopting

Is AgentClash actually open source?

Yes. AgentClash is MIT-licensed. You can self-host the API server, worker, and web app, or use the hosted product when that is faster for your team.

Can we run evals entirely on our own infrastructure?

Yes. AgentClash supports local stacks, self-hosted deployments, and sandbox providers you control. Challenge packs and scorecards work the same whether the run is local or hosted.

How does open source help with agent regression testing?

You can inspect scoring rules, pack definitions, replay artifacts, and CI gate manifests in git. That makes agent eval auditable instead of a dashboard-only black box.