Integrate PostHog LLM Analytics via a bundled OpenClaw plugin that captures $ai_generation, $ai_span, and $ai_trace events with configurable privacy mode (content redaction on by default). Add like/dislike feedback buttons to the web chat UI backed by a /api/feedback route. Extend the CLI with `telemetry privacy on|off` subcommands and fix command delegation so telemetry subcommands aren't forwarded to OpenClaw. Harden the web runtime installer to auto-flatten pnpm standalone deps and dereference dangling symlinks, preventing "Cannot find module 'next'" crashes in dev. Move plugin installation before onboard in bootstrap so the gateway starts with plugins.allow already configured.
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Telemetry
DenchClaw collects anonymous, non-identifiable telemetry data to help us understand how the product is used and where to focus improvements. Participation is optional and can be disabled at any time.
Telemetry is split into two independent layers:
- Product telemetry — lightweight CLI and web-app usage events.
- AI observability — LLM generation, tool call, and feedback tracking via PostHog's LLM Analytics (powered by an OpenClaw plugin).
Both layers share the same opt-out controls and privacy mode setting.
Product Telemetry
| Event | When | Properties |
|---|---|---|
cli_bootstrap_started |
denchclaw bootstrap begins |
version |
cli_bootstrap_completed |
Bootstrap finishes | duration_ms, workspace_created, gateway_reachable, web_reachable, version |
chat_message_sent |
User sends a chat message in the web UI | message_length, is_subagent |
chat_stopped |
User stops an active agent run | — |
workspace_created |
New workspace is created | has_seed |
workspace_switched |
User switches workspaces | — |
workspace_deleted |
Workspace is deleted | — |
session_created |
New web chat session is created | — |
object_entry_created |
CRM object entry is created | — |
report_executed |
A DuckDB report is executed | — |
file_uploaded |
A file is uploaded to the workspace | — |
$pageview |
User navigates within the web app | $current_url (path only, no query params with user data) |
Every event includes baseline machine context: os (platform), arch, and
node_version. A SHA-256 hash of the machine hostname + username (truncated to
16 hex chars) is used as the anonymous distinct ID — it cannot be reversed to
identify you.
AI Observability
The posthog-analytics OpenClaw plugin captures LLM interactions as PostHog AI
events. It is installed automatically during denchclaw bootstrap when a
PostHog project key is available.
Event hierarchy
Session ($ai_session_id)
└─ Trace ($ai_trace_id) ← one per agent run
├─ Generation ($ai_generation) ← the LLM call
├─ Span ($ai_span) ← each tool call
├─ Span ($ai_span)
└─ ...
Events
| Event | When | Key properties |
|---|---|---|
$ai_generation |
Agent run completes | $ai_model, $ai_provider, $ai_input_tokens, $ai_output_tokens, $ai_latency, $ai_total_cost_usd, $ai_tools, $ai_is_error |
$ai_span |
Each tool call completes | $ai_span_name (tool name), $ai_latency, $ai_is_error, $ai_parent_id |
$ai_trace |
Agent run completes | $ai_trace_id, $ai_session_id, $ai_latency, tool_count |
survey sent |
User clicks Like/Dislike in the web UI | $survey_response (1=like, 2=dislike), $ai_trace_id, message_id |
dench_message_received |
User sends a message (gateway-side) | channel, session_id, has_attachments |
dench_session_start |
Agent session begins | session_id, channel |
dench_session_end |
Agent session ends | session_id, channel |
dench_turn_completed |
Agent run completes | session_id, run_id, model |
Privacy mode
By default, privacy mode is on. When privacy mode is enabled:
$ai_inputand$ai_output_choicesare replaced with[REDACTED].- Tool call parameters and results are not included in
$ai_spanevents. - Only metadata is captured: model name, token counts, latency, cost, tool names, and error flags.
When privacy mode is off, full message content and tool results are captured. API keys, tokens, and credential-like strings are always stripped regardless of privacy mode.
Toggle privacy mode:
denchclaw telemetry privacy off # capture full content
denchclaw telemetry privacy on # redact content (default)
PostHog evaluations
Once AI events are flowing, you can configure PostHog Evaluations in the dashboard to automatically score generations:
- LLM-as-a-judge — score outputs on relevance, helpfulness, hallucination, or custom criteria.
- Code-based (Hog) — deterministic checks like output length, keyword presence, or cost thresholds.
Evaluations run on sampled $ai_generation events and store pass/fail results
with reasoning. No code changes are needed — evaluations are configured entirely
in the PostHog dashboard.
User feedback (Like / Dislike)
The web UI shows thumbs-up and thumbs-down buttons on every completed assistant
message. Clicking a button sends a survey sent event to PostHog linked to the
conversation's $ai_trace_id. This feedback appears in the PostHog LLM
Analytics trace timeline.
Feedback buttons only appear when the PostHog project key is configured. If PostHog is unreachable, feedback calls fail silently — the chat UI is never blocked.
What We Do NOT Collect
- File contents, names, or paths
- Message contents or prompts (when privacy mode is on — the default)
- API keys, tokens, or credentials (always stripped)
- Workspace names (never sent, not even hashed)
- IP addresses (PostHog is configured to discard them)
- Environment variable values
- Error stack traces or logs
- Any personally identifiable information (PII)
How to Opt Out
Any of these methods will disable telemetry entirely (both product telemetry and AI observability):
CLI command
denchclaw telemetry disable
Environment variable
export DENCHCLAW_TELEMETRY_DISABLED=1
DO_NOT_TRACK standard
export DO_NOT_TRACK=1
CI environments
Telemetry is automatically disabled when CI=true is set.
Check status
denchclaw telemetry status
Configuration
Privacy mode
denchclaw telemetry privacy on # redact message content (default)
denchclaw telemetry privacy off # send full message content
Privacy mode is stored in ~/.openclaw-dench/telemetry.json and is read by both
the CLI/web telemetry layer and the OpenClaw analytics plugin.
PostHog analytics plugin
The plugin is configured via OpenClaw's plugin config:
openclaw --profile dench config set plugins.entries.posthog-analytics.enabled true
openclaw --profile dench config set plugins.entries.posthog-analytics.config.apiKey <key>
This is handled automatically by denchclaw bootstrap.
Debug Mode
Set DENCHCLAW_TELEMETRY_DEBUG=1 to print telemetry events to stderr instead of
sending them. Useful for inspecting exactly what would be reported.
Re-enabling
denchclaw telemetry enable
How It Works
- CLI: The
posthog-nodeSDK sends events from the Node.js process. Events are batched and flushed asynchronously — telemetry never blocks the CLI. - Web app (server): API route handlers call
trackServer()which uses the sameposthog-nodeSDK on the server side. - Web app (client): The
posthog-jsSDK captures pageview events in the browser. No cookies are set; session data is stored in memory only. - OpenClaw plugin: The
posthog-analyticsplugin runs in-process with the OpenClaw Gateway. It hooks into agent lifecycle events (before_model_resolve,before_prompt_build,before_tool_call,after_tool_call,agent_end,message_received,session_start,session_end) and emits PostHog AI events viaposthog-node. - PostHog project token: The write-only project token (
phc_...) is embedded in the built artifacts. It can only send events — it cannot read dashboards or analytics data.