How do I monitor DeepSeek Harness (dsh) sessions?

Install ClawMetry (pip install clawmetry). The daemon auto-detects DeepSeek Harness and renders every session, tool call, model, and token in one dashboard at http://localhost:8900.

DeepSeek Harness compresses its session logs. Can ClawMetry read them?

Yes. ClawMetry handles dsh's compressed session logs transparently, including a log left half-written by a crash, so you do not lose a session's history.

Does ClawMetry track DeepSeek API cost per model?

Yes. dsh records provider and model on every assistant turn (for example deepseek-v4-flash or deepseek-v4-pro) together with input, output, cache-read, and reasoning token counts, and ClawMetry prices them with DeepSeek's published per-model rates.

Is ClawMetry safe to point at a running dsh install?

Yes. ClawMetry only observes. It never writes to dsh, and a session it cannot read is skipped rather than mis-reported.

How much does ClawMetry cost for DeepSeek Harness?

Free forever on your own machine. Cloud starts at $9/node/mo (Starter) or $19/node/mo (Pro).

DeepSeek Harness × ClawMetry

Observability and cost tracking for DeepSeek Harness

See every DeepSeek Harness (dsh) session, tool call, and token as it happens. ClawMetry detects DeepSeek Harness automatically and renders sessions, tokens, cost, and subagent lineage in one dashboard.

Supported runtime Zero config, auto-detected Read-only Free trial

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See ClawMetry with DeepSeek Harness

What ClawMetry sees on DeepSeek Harness

Once ClawMetry is running, your DeepSeek Harness activity shows up as:

Sessions: started at, last activity, title, model, message count, per-session token totals.
Live activity: every tool call and result as it lands, with arguments, plus the model's reasoning summaries.
Per-turn tokens: input, output, cache-read, and reasoning token counts on every assistant turn.
Cost per session, per model, per hour: priced with DeepSeek's published rates for deepseek-v4-flash and deepseek-v4-pro, cache-aware.
Subagent lineage: delegated child sessions group under the parent that spawned them, with delegation depth, instead of showing up as strangers.
Crash-resilient history: a session interrupted by a crash still shows the history up to the moment it stopped.

Zero-footprint install: ClawMetry only adds what your machine actually needs. Installs that never ran DeepSeek Harness stay lean.

Enable it in about two minutes

1. Install ClawMetry

Pick the line that matches your OS. Windows users: paste the install.cmd line, not the shell one.

# macOS or Linux
curl -fsSL https://clawmetry.com/install.sh | bash

# Windows (cmd.exe or PowerShell)
curl -fsSL https://clawmetry.com/install.cmd -o install.cmd && install.cmd

2. Run the daemon

clawmetry

The daemon auto-detects DeepSeek Harness and starts reading immediately. No env var, no config, no runtime restart.

3. Open the dashboard

Open http://localhost:8900. Switch the runtime chip to DeepSeek Harness.

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The one thing this catches that dsh alone does not

DeepSeek Harness is in developer preview and iterating fast, and its Web UI shows you one session at a time. ClawMetry watches the whole fleet: cost per hour across every dsh session, message-repeat detection, per-session token-growth curves, and delegation chains that fan out further than you expected. Set a threshold, and the approval queue pauses before the next call. Kill switch (Pro) stops it.

Starred by the people building AI

Engineers and founders from OpenAI, Google, PostHog and more have starred ClawMetry on GitHub. One of them helped build it.

Peter SteinbergerOpenAI

Creator of OpenClaw and founder of PSPDFKit, now at OpenAI.

Matt Van HornJune · Weber

Co-founder of June, the smart oven acquired by Weber. ClawMetry contributor.

Alex KrentselGoogle

Systems research engineer at Google and PhD student at UC Berkeley.

Manoel Aranda NetoPostHog

Software engineer at PostHog, previously mobile SDKs at Sentry.

Kody KendallLlamaPress AI

Co-founder of LlamaPress AI, an open-source AI web-app builder.

All 31 runtimes ClawMetry observes

DeepSeek Harness is one of them; the other 30 are listed below. Free on every plan: OpenClaw, NVIDIA NemoClaw, Goose. Paid on Cloud Pro or Self-Hosted Pro: the rest.

Every runtime on one page, with what each one can and cannot show →