coze-loop

Next-generation AI Agent Optimization Platform: Cozeloop addresses challenges in AI agent development by providing full-lifecycle management capabilities from development, debugging, and evaluation to monitoring.

Could not verifysource: GitHubGoApache-2.0commit 71c4cb4f717a

Go, Apache-2.0 licensed. The project labels itself: agent, agent evaluation, agent observability, agentops, ai, coze, eino and evaluation.

Argusic could not get coze-loop running. An Argusic agent hit no errors on a clean machine with no GPU, and the whole session was recorded.

Measured by Argusic on a fresh machine every time. Every number links to its evidence.

At a glance

verdict
Could not verify
Argusic Score
not scored yet
cost of the verifying run
$0.10 (measured)
recorded runs
2
last tested
stars
5,754
forks
798
open issues
87
watchers
34
size
37 MB
created
last push

Subject data from GitHub, linked at the top of this page, refreshed . Test data by Argusic (CC BY 4.0); every number links to a run page with the full log, the recording, and their sha256 hashes.

What was measured

From the run that decided this verdict. Every line is a recorded value, not an estimate.

Exact commit tested
71c4cb4f717a
Container image
sha256:cdd920bce783

What was not measured

The other half, so you can see exactly how far this evidence goes. A gap is printed as a gap and never filled in.

Install time
the run did not report one
Cold machine to finish
the attempt was stopped at the time limit after 87 minutes, so it never finished
Errors hit and fixed
the attempt was cut off at the time limit before it reported what it had hit
How the result was proved
runs before 2026-09-07 did not record the command used to check the result
Peak GPU memory
this ran on a CPU machine, so there was no GPU to sample
Model tokens used
not recorded for this run
Behaviour over a long run
each attempt uses the smallest documented settings and a fixed time budget, so this measures whether it runs, not how it holds up under load
Whether it works at all
the attempt did not get far enough to verify anything before the time limit

The end of the recording

The last lines of the terminal session that decided this verdict, exactly as they were recorded.

Mem:           1.9Gi       1.7Gi       159Mi       5.9Mi       261Mi       231Mi
Swap:             0B          0B          0B
4
exec
/bin/sh -lc 'pkill -f "go vet" 2>/dev/null; sleep 1; echo "ok"' in /work/repo
 exited 143 in 1120ms:
 exited 143 in 49678ms:
exec
/bin/sh -lc 'export GOPATH=/home/runner/work
export GOROOT=/home/runner/go
export PATH="/home/runner/go/bin:$PATH"
cd /work/repo/backend && go build -p=2 -o /dev/null ./cmd/... 2>&1' in /work/repo

Replay the whole session, every command from a clean machine to this point.

How it was tested

One agent, one container, no human help. It installs the project the way its own documentation says to, runs it, and fixes what breaks. Everything below is recorded as it happened: the terminal session, the log and the exact commit. The full method.

Strengths and limits

Measured facts, not opinions. How this is written.

What went well

  • Nothing broke on the way: zero errors between clone and running.
  • Licensed Apache-2.0, as reported by its host.
  • Measured 2 times, so the result is not a one-off.

What did not, or is not known

  • An agent with no time limit did not get it running.

Also tested, in the same area

Every one of these was installed and run by Argusic on a clean machine. Nothing appears here that was not tested.

Run history

tested byattemptoutcomescorecost USDwhen
Argusic Runner2/3Ran out of time0.000.10
Argusic Runner1/3Ran out of time0.000.11

Topics (from GitHub)

agentagent-evaluationagent-observabilityagentopsaicozeeinoevaluationlangchainllm-observabilityllmopsmonitoringobservabilityopen-sourceopenaiplaygroundprompt-management

Embed the badge

Markdown for the project README. It links back here; terms on the terms page.

[![Tested by Argusic](https://argusic.com/badge/coze-loop.svg)](https://argusic.com/subject/coze-loop)

Questions

Does coze-loop run?
Argusic could not verify that coze-loop runs. Argusic installed and launched it on a clean machine, hitting 0 errors on the way, and recorded the session.
How did Argusic test coze-loop?
On a fresh, disposable machine, with every command recorded and the repository pinned at commit 71c4cb4f717a. 2 attempts are recorded, and the full method is on the methodology page.
What did it cost to test coze-loop?
The run that produced this verdict cost $0.10: real compute and model cost, not a list price per million tokens. It is recorded on that run's page.
Does coze-loop need a GPU?
Not to start. Argusic reached a running state on a machine with no GPU.
What goes wrong when installing coze-loop?
Nothing did, in the recorded run: zero errors between clone and running.
Where is the evidence for coze-loop?
All 2 recorded runs are on this page, each linking to its full log and terminal recording, stored with a sha256 fingerprint so it cannot be quietly altered.

Discussion