Enterprise Telemetry
ctx records privacy-first operational telemetry for API, MCP, CLI, core-tool, and
runtime lifecycle boundaries. The default mode is local and redacted: events are
written to ~/.ctx/telemetry/events.jsonl, metric points are written separately
to ~/.ctx/telemetry/metrics.jsonl, raw prompts and queries are hashed or
removed, and network export is disabled unless an operator explicitly enables it
or runs an export.
Event Shape
Events use the ctx.telemetry.v1 envelope and OpenTelemetry-style naming:
ctx.api.recommend_bundlectx.api.recommend_relatedctx.mcp.requestctx.mcp.external_tool_callctx.core.recommend_bundlectx.core.recommend_relatedctx.runtime_lifecycle.recordctx.cli.runctx.cli.resume
Outcome and dimensions live in attributes such as otel.status_code,
ctx.operation, ctx.tool.name, ctx.result.count,
ctx.selection.selected.count, ctx.selection.rejected.count,
ctx.selection.source, ctx.selection.selected, ctx.usage.attribution, and
failure/correlation attributes such as ctx.run.failure_stage,
ctx.session.previous_trace_id, ctx.traceparent.received, and hashed
identifiers like ctx.query.hash, ctx.slug.hash, or ctx.session.hash.
Every recorded event gets a generated OpenTelemetry-compatible trace_id and
span_id when the caller does not provide one. The local envelope also keeps
parent_span_id when a span was parented to another ctx span or to inbound MCP
traceparent metadata. OTLP export maps trace and span ids to the log record
traceId and spanId fields and also includes ctx release provenance as
ctx.version. In installed wheels this comes from package metadata; in source
checkouts it falls back to ctx.__version__.
The ctx run session log stores the initial CLI trace id so ctx resume can
emit ctx.session.previous_trace_id without exposing raw prompts. When the
generic MCP router calls an external MCP server, it records
ctx.mcp.external_tool_call, injects W3C traceparent plus a hashed session
correlator into JSON-RPC _meta, and the ctx MCP server parents request spans
to valid inbound trace metadata.
Metric Shape
Metrics use the ctx.telemetry.metrics.v1 envelope and the same local redaction
rules as events. record_counter() writes monotonic counter points and
record_histogram() writes histogram observations. OTLP export maps counters to
delta sum metrics and observations to delta histogram metrics under
resourceMetrics.
Metrics use a separate spool, checkpoint, and status file:
~/.ctx/telemetry/metrics.jsonl~/.ctx/telemetry/metrics.jsonl.export-checkpoint.json~/.ctx/telemetry/metrics.jsonl.export-status.json
Metric checkpointing is independent from event/log checkpointing, so replaying or repairing one signal does not advance the other.
Runtime lifecycle token usage emits OTel-style metric names when a host records
ctx__mark_entity_used.token_usage:
ctx.tool_usage.recordscounts usage records by entity type and attribution.ctx.tool_usage.tokenscounts total tokens when the record has a non-negativetotal_tokensvalue.ctx.tool_usage.tokens_per_recordobserves the same total as a histogram.
Those metric points are recorded inside the same telemetry span as the
ctx.runtime_lifecycle.record event that describes the usage, so trace/span
correlation stays aligned across event and metric signals.
Attribution is always explicit through ctx.usage.attribution:
exact, estimated, or unavailable. The built-in ctx run provider totals
are session-scoped and are labeled as unavailable for per-tool attribution; ctx
does not split session totals across selected tools. Exact per-tool rows require
the host or runner to provide usage for that specific entity.
Privacy Defaults
The shipped config keeps telemetry local:
{
"telemetry": {
"enabled": true,
"mode": "local_redacted",
"path": "~/.ctx/telemetry/events.jsonl",
"export": {
"enabled": false,
"sink": "otlp_http",
"otlp": {
"endpoint": "http://localhost:4318/v1/logs",
"allowed_hosts": []
}
},
"metrics": {
"enabled": true,
"path": "~/.ctx/telemetry/metrics.jsonl",
"export": {
"enabled": false,
"sink": "otlp_http",
"path": "~/.ctx/telemetry/exported-metrics.jsonl",
"otlp": {
"endpoint": "http://localhost:4318/v1/metrics",
"allowed_hosts": []
}
}
},
"privacy": {
"store_raw_inputs": false,
"hash_identifiers": true,
"hash_salt_env": "CTX_TELEMETRY_HASH_SALT",
"hash_salt_path": "~/.ctx/telemetry/hash-salt"
},
"retention": {
"enabled": true,
"status_path": "~/.ctx/telemetry/retention-status.json",
"min_keep_records": 1000,
"drop_malformed": false,
"events": {
"max_age_days": 90,
"max_records": 100000
},
"metrics": {
"max_age_days": 30,
"max_records": 200000
}
}
}
}
local_redacted removes or hashes raw input fields such as query, prompt,
tool_input, stdout, stderr, repo names, secrets, paths, dotted or
hyphenated path keys such as ctx.repo.path and repo-path, and keys that
normalize to _path or _paths suffixes. It also scans arbitrary string
payload values for local host paths such as /Users/..., /home/..., ~/...,
and Windows drive paths, replacing each match with
[path_hash:sha256:...]. The only accepted modes are local_redacted,
disabled, off, and none; unknown modes fail closed instead of emitting
raw fields.
Runtime lifecycle records apply the same local-redacted posture to their
evidence-bearing strings. Top-level reason, evidence, command, summary,
trigger, and status values, plus nested security-scan text, are stored only
after secret and local path redaction.
Local JSONL records retain the top-level session_id field for compatibility
with existing local-only workflows, but they also include a salted
session_hash. Remote OTLP export sends ctx.session.hash and never sends the
raw session id, including when exporting legacy local records that predate
session_hash. Manual local_jsonl export preserves the same local envelope,
so treat exported JSONL as local-sensitive if session ids are present.
Identifier hashes are salted by default. ctx first checks the
CTX_TELEMETRY_HASH_SALT environment variable, then any configured
privacy.hash_salt, then an owner-only local salt file at
~/.ctx/telemetry/hash-salt. Set CTX_TELEMETRY_HASH_SALT per tenant or
deployment when multiple hosts need to correlate the same redacted identifiers.
Do not commit a literal privacy.hash_salt into shared source control.
Manual Export
Use ctx-telemetry-export to export an existing local spool without changing
the default privacy posture.
Export to another JSONL file:
ctx-telemetry-export \
--sink local_jsonl \
--output /var/log/ctx/exported-events.jsonl
Export to an OpenTelemetry Collector logs endpoint:
ctx-telemetry-export \
--sink otlp_http \
--otlp-endpoint https://collector.example:4318/v1/logs \
--otlp-allowed-host collector.example
Remote OTLP endpoints must use https:// and their host must be listed in
telemetry.export.otlp.allowed_hosts, or provided for a one-off command with
--otlp-allowed-host. Plain http:// is accepted only for loopback collectors
(localhost, 127.0.0.1, or [::1]). Literal metadata/link-local, multicast,
unspecified, and reserved IP endpoints are rejected even when a command-line or
OTEL_EXPORTER_OTLP_* endpoint override is used. Redirects are refused instead
of revalidating a second network target.
Preview the event count without exporting:
ctx-telemetry-export --dry-run --json
Export metrics with the same CLI:
ctx-telemetry-export \
--signal metrics \
--sink otlp_http \
--otlp-endpoint https://collector.example:4318/v1/metrics \
--otlp-allowed-host collector.example
Export metrics from Python:
from pathlib import Path
from ctx.telemetry import export_metrics, record_counter, record_histogram
record_counter("ctx.api.requests", attributes={"ctx.source": "api"})
record_histogram("ctx.api.duration", value=42.0, unit="ms")
result = export_metrics(
Path("~/.ctx/telemetry/metrics.jsonl"),
config={
"metrics": {
"enabled": True,
"export": {
"enabled": True,
"sink": "otlp_http",
"otlp": {
"endpoint": "https://collector.example:4318/v1/metrics",
"allowed_hosts": ["collector.example"],
},
},
}
},
)
Metrics export uses its own checkpoint and status files next to
metrics.jsonl, and the OTEL_EXPORTER_OTLP_METRICS_ENDPOINT environment
variable overrides the configured metrics endpoint. OTEL_EXPORTER_OTLP_ENDPOINT
is also supported and automatically appends /v1/metrics for metric exports.
Successful exports advance an owner-only checkpoint file. By default it lives
next to the spool as events.jsonl.export-checkpoint.json, so later runs export
only new events. Use --checkpoint /path/to/checkpoint.json to choose another
checkpoint file, or --all when you intentionally want to replay the full spool.
The command exits non-zero if the selected exporter fails. Use
--fail-on-degraded when running from cron or CI and you also want malformed
pending records or checkpoint anomalies to fail the command. Real export
attempts also write an owner-only status file next to the spool as
events.jsonl.export-status.json. It records an explicit status of ok,
noop, failed, or degraded, plus the sink, destination hash,
attempted/exported/failed counts, checkpoint-before/checkpoint-after ids,
whether the checkpoint advanced, malformed pending record counts, and the last
exporter error kind.
degraded means the exporter delivered the well-formed events it could, but ctx
detected a condition an operator should inspect, such as malformed pending local
records or a checkpoint id that no longer appears in the spool. ctx does not
advance the checkpoint past malformed pending records; retrying after repair may
re-export already delivered events, so downstream collectors should deduplicate
by event_id.
Manual and continuous exporters re-sanitize legacy local records at the export
boundary before writing local_jsonl or sending OTLP, so older spool entries
that predate current redaction rules do not leak raw query, path, repo, stdout,
stderr, token, or secret payload values.
Retention
Retention is explicit operator action, never a background deletion. Plan first:
ctx-telemetry-retention plan --signal all --json
Then enforce:
ctx-telemetry-retention enforce --signal all --json
Malformed JSONL records are preserved by default so an operator can inspect and
repair them. Use --drop-malformed only when the malformed lines have already
been preserved elsewhere. Every enforcement run writes an owner-only status file
at ~/.ctx/telemetry/retention-status.json.
Continuous Export
To export every new event as it is recorded, enable the exporter in config. User
overrides live at ~/.claude/skill-system-config.json.
{
"telemetry": {
"export": {
"enabled": true,
"sink": "otlp_http",
"otlp": {
"endpoint": "https://collector.example:4318/v1/logs",
"allowed_hosts": ["collector.example"],
"service_name": "ctx",
"service_namespace": "ctx",
"deployment_environment": "prod"
}
}
}
}
OTEL_EXPORTER_OTLP_LOGS_ENDPOINT overrides the configured logs endpoint.
OTEL_EXPORTER_OTLP_ENDPOINT is also supported and automatically appends
/v1/logs.
Continuous export drains the pending spool before advancing the checkpoint, not
just the event or metric that triggered the write. If all pending well-formed
records export successfully and no malformed pending records remain, the
checkpoint advances to the last exported id. If malformed pending records or a
checkpoint anomaly are present, ctx records status: degraded and leaves the
checkpoint in place so an operator can repair or intentionally replay.
Collector Examples
Use an OpenTelemetry Collector between ctx and the observability backend. That keeps ctx vendor-neutral and gives enterprise operators one place to add batching, retry, TLS, auth, routing, and backend-specific exporters.
Local loopback smoke config:
receivers:
otlp:
protocols:
http:
endpoint: 127.0.0.1:4318
processors:
batch:
exporters:
debug:
verbosity: detailed
service:
pipelines:
logs:
receivers: [otlp]
processors: [batch]
exporters: [debug]
metrics:
receivers: [otlp]
processors: [batch]
exporters: [debug]
Run it, then point ctx at the local Collector:
otelcol --config=file:ctx-otel-local.yaml
ctx-telemetry-export \
--sink otlp_http \
--otlp-endpoint http://127.0.0.1:4318/v1/logs \
--otlp-allowed-host 127.0.0.1
For production, keep ctx pointed at a tenant-approved HTTPS Collector and allow-list only that host:
{
"telemetry": {
"export": {
"enabled": true,
"sink": "otlp_http",
"otlp": {
"endpoint": "https://otel-gateway.example.com:4318/v1/logs",
"allowed_hosts": ["otel-gateway.example.com"],
"service_name": "ctx",
"service_namespace": "ctx",
"deployment_environment": "prod"
}
},
"metrics": {
"export": {
"enabled": true,
"sink": "otlp_http",
"otlp": {
"endpoint": "https://otel-gateway.example.com:4318/v1/metrics",
"allowed_hosts": ["otel-gateway.example.com"]
}
}
}
}
}
Production Collector sketch:
receivers:
otlp:
protocols:
http:
endpoint: 0.0.0.0:4318
processors:
memory_limiter:
check_interval: 5s
limit_mib: 512
batch:
exporters:
otlphttp/vendor:
endpoint: https://observability-vendor.example.com/otlp
headers:
Authorization: ${env:OTEL_VENDOR_AUTH_HEADER}
service:
pipelines:
logs:
receivers: [otlp]
processors: [memory_limiter, batch]
exporters: [otlphttp/vendor]
metrics:
receivers: [otlp]
processors: [memory_limiter, batch]
exporters: [otlphttp/vendor]
Keep the Collector's public listener and upstream exporter TLS/auth policy under the enterprise network owner. ctx still rejects non-loopback plaintext OTLP endpoints before it sends data.
Dashboards And Alerts
Build the first production dashboard from the stable ctx attributes instead of raw message text:
| Panel | Query dimensions |
|---|---|
| Request volume | count logs grouped by event.name, ctx.source, ctx.operation |
| Error rate | count logs where otel.status_code = ERROR, grouped by ctx.source |
| Exception fingerprints | count logs grouped by ctx.exception.fingerprint, ctx.exception.type |
| API latency | histogram metric ctx.api.duration by ctx.operation |
| CLI/runtime usage | count logs for ctx.cli.run, ctx.cli.resume, ctx.runtime_lifecycle.record, ctx.mcp.external_tool_call |
| Exporter health | status JSON fields status, attempted, exported, failed, malformed_pending_records, error_kind |
| Spool growth | event_count, malformed_records, and checkpoint age from /api/status.json |
Recommended enterprise alerts:
| Alert | Condition |
|---|---|
CtxTelemetryExporterFailed |
latest export status is failed for 2 consecutive runs |
CtxTelemetryExporterDegraded |
latest export status is degraded or malformed_pending_records > 0 |
CtxTelemetrySilent |
telemetry is enabled but no new event appears during an expected active window |
CtxTelemetrySpoolGrowing |
local spool count grows while checkpoint id stays unchanged |
CtxTelemetryUnhandledExceptions |
new ctx.exception.fingerprint appears in prod |
For local dashboard checks, use:
ctx-monitor serve
curl -fsS http://127.0.0.1:8765/api/status.json
The monitor surfaces telemetry health, spool counts, malformed counts,
checkpoint presence, exporter attempted/exported/failed counts, and exporter
error_kind without rendering event payloads.
Operator Runbook
- Confirm config posture:
ctx-telemetry-export --dry-run --json. - Inspect dashboard health:
curl -fsS http://127.0.0.1:8765/api/status.json. - Inspect exporter status:
cat ~/.ctx/telemetry/events.jsonl.export-status.jsonandcat ~/.ctx/telemetry/metrics.jsonl.export-status.json. - Repair malformed local records by preserving the original file, removing only
invalid JSON lines, and rerunning export with
--fail-on-degraded. - Replay intentionally with
--allonly after confirming the downstream backend deduplicates byevent_id. - Rotate tenant salts only during a planned privacy reset; rotation breaks cross-run correlation for hashed identifiers and exception fingerprints.
Verification
For a local smoke test, run:
ctx-telemetry-export --dry-run --json
ctx-telemetry-export --sink local_jsonl --output /tmp/ctx-telemetry-export.jsonl --json
ctx-telemetry-export --all --sink local_jsonl --output /tmp/ctx-telemetry-replay.jsonl --json
The exported JSONL should contain the same event ids as the local spool and no raw prompt, query, path, repo, stdout, stderr, token, or secret values.
Inspect the durable exporter status after a real run:
cat ~/.ctx/telemetry/events.jsonl.export-status.json
The ctx monitor also surfaces the same local health summary on /status and
/api/status.json: capture enabled/mode, spool event and malformed counts, the
latest event name/outcome, checkpoint presence, exporter
attempted/exported/failed counts, and exporter error_kind.
The monitor does not render telemetry payloads.