Standalone OpenTelemetry GenAI observability for DeepSeek Harness that exports native session, agent, LLM, and tool traces and metrics over OTLP to any compatible backend.
Install
# from npm (prebuilt)
dsh plugin --profile web add @loongsuite/dsh-plugin
# from GitHub (first run asks for allowBuilds approval — follow the hint, retry)
dsh plugin --profile web add github:loongsuite/pilot-dsh
Any plugin you install runs third-party code with your own permissions — it can read your files, use your credentials, and reach the network, and tool approvals don’t sandbox it. GitHub-sourced plugins also run build scripts at install time. Only install sources you trust, and pin a commit (github:owner/repo#sha).
README
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@loongsuite/dsh-plugin is a standalone, open-source observability plugin for
DeepSeek Harness (dsh). It observes DSH's native
session, agent loop, LLM stream, and tool lifecycle, converts them into OpenTelemetry GenAI traces
and metrics, and exports standard OTLP/HTTP protobuf to any compatible backend.
LoongSuite is Alibaba's open-source unified observability collection ecosystem. This repository is its native DSH integration. The plugin does not depend on or require LoongSuite Pilot, a sidecar, a local JSONL tap, or an Alibaba backend.
Status: beta release. Install the npm beta with
@loongsuite/dsh-plugin@beta. The DSH market listing has not been published yet.
Data model
DSH session/event + llm/stream
│
▼
lifecycle coordinator
│
▼
LoongSuite GenAI OTel utility
│
▼
private TracerProvider + MeterProvider
│ OTLP/HTTP protobuf
▼
any OpenTelemetry-compatible backend
One DSH turn produces a single trace with this shape:
ENTRY
└── AGENT
└── STEP
├── LLM
└── TOOL
Each real LLM attempt gets its own LLM span, so retries remain visible under the same step. Tool
calls are correlated with their results by DSH call ID. Errors, aborts, incomplete streams, and
plugin shutdown close live spans with an error status instead of leaving them open. Subagent
sessions create their own trace and carry DSH parent-session and delegation attributes.
The plugin also exports the standard gen_ai.client.operation.duration and
gen_ai.client.token.usage metrics. It does not export OpenTelemetry logs; it can coexist with a
separate DSH log exporter.
GenAI invocation construction and semantic attributes are powered by the
@loongsuite/otel-util-genai SDK.
Compatibility
| Component | Supported range | Fully verified version(s) |
|---|---|---|
| DeepSeek Harness | >=0.1.0-rc.6 <0.2.0 |
0.1.0-rc.6 headless and Web profiles |
| Node.js | >=22.19.0 |
22.19, 24.19, and 25.9 on macOS |
DSH release candidates older than 0.1.0-rc.6 are not supported. The beta is tested against the
latest published DSH release rather than treating successful bundle composition alone as full
runtime compatibility.
Install and run
During the beta, add the beta tag to every DSH profile you want to observe:
dsh plugin --profile web add @loongsuite/dsh-plugin@beta
dsh plugin --profile headless add @loongsuite/dsh-plugin@beta
For local development, replace the package name with the checkout path:
dsh plugin --profile web add /absolute/path/to/dsh-plugin
Set a service name and an OTLP/HTTP collector endpoint, then start that profile normally:
export OTEL_SERVICE_NAME=dsh-agent
export OTEL_EXPORTER_OTLP_ENDPOINT=http://localhost:4318
export OTEL_EXPORTER_OTLP_HEADERS='authorization=Bearer%20your-token'
dsh --profile web
# or: dsh --profile headless "summarize this workspace"
The shared endpoint is expanded to /v1/traces and /v1/metrics. The exporter uses the standard
OpenTelemetry default when no endpoint is configured.
Configure the plugin
Environment variables are enough for most deployments. You can also edit the plugin row in
$DSH_HOME/profiles/<profile>/cordis.patch.yml (by default under ~/.dsh):
- id: loongsuite-observability
config:
endpoint: http://localhost:4318
serviceName: dsh-agent
headers:
authorization: Bearer your-token
resourceAttributes:
deployment.environment.name: development
captureContent: false
exportMetrics: true
Explicit plugin settings take precedence over environment variables.
To enable content capture without editing the profile, set the GenAI content mode before starting DSH:
export OTEL_INSTRUMENTATION_GENAI_CAPTURE_MESSAGE_CONTENT=SPAN_ONLY
dsh --profile web
| Setting | Default | Meaning |
|---|---|---|
enabled |
true |
Disable collection without uninstalling the bundle. |
endpoint |
unset | Shared OTLP/HTTP base URL; the plugin appends each signal path. |
traceEndpoint / metricEndpoint |
unset | Complete signal-specific URL; takes precedence over endpoint. |
headers |
{} |
Headers added to both exporters. |
serviceName |
OTEL_SERVICE_NAME or deepseek-harness |
OpenTelemetry service.name. |
resourceAttributes |
{} |
Additional string-valued resource attributes. |
captureContent |
environment setting or false |
Export prompts, responses, tool definitions, arguments, and results. |
contentMaxChars |
128000 |
Maximum serialized characters per captured content attribute. |
exportMetrics |
true |
Export LLM duration and token metrics. |
maxExportBatchSize |
512 |
Maximum spans per export batch. |
maxQueueSize |
2048 |
Maximum queued spans. Must not be smaller than the batch size. |
traceExportIntervalMs |
5000 |
Trace batch delay. |
metricExportIntervalMs |
60000 |
Metric export interval. |
exportTimeoutMs |
30000 |
OTLP export timeout. |
debug |
false |
Emit additional plugin lifecycle diagnostics through the DSH logger. |
Supported standard OpenTelemetry variables are:
OTEL_EXPORTER_OTLP_ENDPOINTOTEL_EXPORTER_OTLP_TRACES_ENDPOINTandOTEL_EXPORTER_OTLP_METRICS_ENDPOINTOTEL_EXPORTER_OTLP_HEADERSOTEL_EXPORTER_OTLP_TRACES_HEADERSandOTEL_EXPORTER_OTLP_METRICS_HEADERSOTEL_SERVICE_NAMEOTEL_RESOURCE_ATTRIBUTESOTEL_INSTRUMENTATION_GENAI_CAPTURE_MESSAGE_CONTENT(SPAN_ONLYorSPAN_AND_EVENTenables span content whencaptureContentis omitted)
Header and resource values use the standard comma-separated, percent-encoded key=value syntax.
Privacy and runtime behavior
Content capture is off by default. With that default, prompts, responses, tool schemas, arguments,
and results are not attached to spans; structural metadata and token counts are still exported.
Enabling captureContent or setting the content-capture environment variable to SPAN_ONLY or
SPAN_AND_EVENT can send source code, credentials, personal data, or other sensitive content to
the configured backend. Review backend retention and access controls before enabling it. Set
captureContent: false explicitly when a profile must remain content-free regardless of the
process environment.
The plugin owns private OpenTelemetry providers and never replaces DSH's or another library's
global provider. It also disposes listeners and flushes providers with the DSH plugin lifecycle.
When attached to an already-running/HMR-reloaded profile, it adopts existing session identities but
starts collection at the next native turn/start; historical events are not replayed or duplicated.
Development
Node.js 22.19 or newer and pnpm are required.
pnpm install
pnpm run check
pnpm test
pnpm run build
pnpm pack
See CONTRIBUTING.md for the implementation invariants and release checklist.
License
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