opentag

Mention any ACP coding agent from Slack, GitHub, GitLab, Linear, or Lark. OpenTag runs Claude Code, Codex, Cursor and more on your own machine, then replies in-thread with verified, evidence-backed results.

Runs with mockssource: GitHubTypeScriptMITcommit 3a3136dcb839

TypeScript, MIT licensed. The project labels itself: acp, agent client protocol, ai agents, claude code, codex, coding agents, developer tools and github.

opentag runs, with stand-ins for the services it depends on. An Argusic agent installed it in 10 minutes and hit 4 errors and fixed every one without help on a clean machine with no GPU, and the whole session was recorded.

The repository installs, typechecks, lints, and builds cleanly; the full vitest suite passes (1502 passed) against a user-space PostgreSQL 17.10; the credential-free paired-relay contract smoke passes (113 tests); and the built CLI answers --version 0.11.0 and --help.

What the agent ended up with on a clean machine, in its own words. How this is measured

Measured by Argusic on a fresh machine every time. Every number links to its evidence. Argusic Score 92 of 100 (the mean of this project's run scores).

At a glance

verdict
Runs with mocks
Argusic Score
92 / 100
cost of the verifying run
$0.14 (measured)
recorded runs
1
last tested
stars
1,363
forks
76
open issues
6
watchers
8
size
15 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.

Time lost to each failure while testing opentag, drawn from the recorded run
Every bar is a failure the agent recorded, with the time it cost. Drawn from this run, not from anywhere else.

What went wrong, in the agent's own words

The agent's own words, worst first, never rewritten into advice.

  • PostgreSQL 18 readiness incompatibility: PG18 catalogs NOT NULL constraints in pg_constraint, so control_plane_migrations has 4 constraints while the strict readiness query expects exactly 1 (migrations_pending)6 minutes
  • 6 SQLite-backed tests exceeded the default 5000ms non-CI vitest timeout on this slow container3 minutes
  • System Node.js v18.19.1 is below the required >=22.14.02 minutes
  • corepack pnpm build failed: 'pnpm: not found' when the control-plane workspace spawned a nested pnpm1 minute
Install time
10 minutes
Cold machine to finish
27 minutes
Errors hit and fixed
4 hit, 4 fixed with no human help
How the result was proved
vitest run --testTimeout=60000 with OPENTAG_TEST_DATABASE_URL=postgresql://runner@localhost:15432/runner exited 0 (147 files, 1502 passed, 2 skipped); smoke:live --case paired-relay exited 0 (8 files, 113 passed); node packages/cli/dist/index.js --version returned 0.11.0
Model tokens used
219,650
Exact commit tested
3a3136dcb839
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.

Peak GPU memory
this ran on a CPU machine, so there was no GPU to sample
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
Behaviour against real services
this run was verified against stand-in services only

The end of the recording

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

- PostgreSQL 18 (from an embedded binary) broke a strict schema-readiness check: PG18 now catalogs …
- Docker is absent and no root exists, so the Compose Control Plane and real Slack/GitHub/ACP deliv…
**Verifications observed (all exit 0):**
- `corepack pnpm install --frozen-lockfile` → Done in ~15s, no error.
- `corepack pnpm typecheck` → exit 0.
- `corepack pnpm lint` → all packages "Done".
- `corepack pnpm build` → exit 0 (all packages; control-plane server + vite console built).
- Full `vitest run` against PG17.10 → **147 files / 1502 passed / 2 skipped**.
- `smoke:live -- --case paired-relay` → **PASSED: 8 files / 113 tests** (Slack/GitHub credentials e…
- `node packages/cli/dist/index.js --version` → **0.11.0**; `--help` prints usage.
The repo's tracked files are unchanged (`git status` clean).
`test_depth` is **tier2_mock**: I stood up a real PostgreSQL 17 and ran the credential-free Control…

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

  • Installed in 10 minutes, faster than the median of the 3 comparable projects Argusic has measured.
  • Recovered from all 4 errors without a human stepping in, which says the failures are documented well enough to solve.
  • Licensed MIT, as reported by its host.

What did not, or is not known

  • Only reached a running state against stand-in services, so nothing here proves it works against the real ones.
  • Measured once so far. A single attempt shows it can run, not that it runs reliably.

Of the 4 acp projects Argusic has installed and timed, opentag was the 2nd fastest to reach a running state, and 1 of 4 reached one at all.

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 Runner1/3Runs with mocks92.000.14

Topics (from GitHub)

acpagent-client-protocolai-agentsclaude-codecodexcoding-agentsdeveloper-toolsgithublocal-firstslack

Embed the badge

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

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

Questions

Does opentag run?
opentag runs, with mocks standing in for external services. Argusic installed and launched it on a clean machine in 10 minutes, hitting 4 errors on the way, and recorded the session.
How did Argusic test opentag?
On a fresh, disposable machine, with every command recorded and the repository pinned at commit 3a3136dcb839. One attempt is recorded, and the full method is on the methodology page.
What did it cost to test opentag?
The run that produced this verdict cost $0.14: real compute and model cost, not a list price per million tokens. It is recorded on that run's page.
How long does opentag take to install?
10 minutes in the run that decided this verdict, from a clean machine to a running state. That is one measured attempt, not an average.
Does opentag need a GPU?
Not to start. Argusic reached a running state on a machine with no GPU.
What goes wrong when installing opentag?
4 things broke in the recorded run, and 4 were fixed without human help. Each one, and the time it cost, is listed on this page.
How does opentag compare with the alternatives?
Of the 4 acp projects Argusic has installed and timed, opentag was the 2nd fastest to reach a running state, and 1 of 4 reached one at all.
Where is the evidence for opentag?
The recorded run is on this page, each linking to its full log and terminal recording, stored with a sha256 fingerprint so it cannot be quietly altered.

Discussion