Add a built-in telemetry system that records what the agent does — workflows,
model calls, tool calls, errors — to the local machine, powers `/insights`, and
can export to an operator-chosen destination. Default-on locally; nothing leaves
the machine unless the user exports it or opts into the aggregate plane.
Three planes with a hard wall between them:
- local: full-fidelity observability (real model/provider/tool names), on by
default, never leaves the machine.
- aggregate: opt-in metadata, default off. No uploader ships — consent is
recorded via telemetry.consent_state, and `preview` shows what would be
produced, computed locally.
- trajectories: full message content, opt-in, exported only to the operator's
own destination.
Mechanism:
- Bundled `telemetry` plugin registers observational lifecycle hooks
(on_session_start / post_api_request / post_tool_call / on_session_finalize).
No core call sites are edited; hooks already carry the data.
- Fire-and-forget emitter: emit() returns in microseconds, never blocks or
raises into a model/tool call. A daemon thread writes events to an
append-only JSONL log and the tel_* tables in state.db (its own sqlite
connection, separate from SessionDB).
- tel_runs / tel_model_calls / tel_tool_calls live in the declarative
SCHEMA_SQL and are reconciled automatically; SCHEMA_VERSION 16 -> 17.
- metrics derives rollups for /usage and /insights; rollup builds per-run
summaries for `hermes telemetry preview`.
Consent is config, not a parallel command surface. The config file is the root
of trust: set telemetry.consent_state with `hermes config set`, or pin any
telemetry.* key (including allow_aggregate) via managed scope, which overrides
the user's value per key. `hermes telemetry` exposes only what config cannot:
status (report), preview (query), and export.
Export:
- exporter_bulk writes telemetry (and, when the trajectories plane is enabled,
session content) to ndjson/json.
- otlp_exporter streams spans to a configured OpenTelemetry Collector over
OTLP/HTTP. The SDK is an optional extra (hermes-agent[otlp]), lazily
installed via tools.lazy_deps on first use.
- Secrets are always redacted on every export path
(redact_sensitive_text(force=True)); content export is gated by the
trajectories plane, and PII scrubbing follows telemetry.content_redaction.
OTLP auth headers reference environment variable names, never inline values.
No outbound emission to Nous. The aggregate uploader is intentionally not built.
8.6 KiB
Telemetry & Observability
Hermes ships with a built-in, local-first telemetry system. It records what your
agent does — workflows, model calls, tool calls, errors — to your own machine, powers
/insights, and (when you enable it) exports everything to your own observability
stack. It is private by default and never sends your data to Nous unless you explicitly
opt in to anonymous aggregate metrics.
This page explains the whole feature: the three planes, what's captured, the
hermes telemetry commands, and how an enterprise streams or exports all of its data
to its own infrastructure.
Looking for the plugin hook contract (how to write your own observer plugin)? That's in
README.md. This page is about the built-in telemetry plane and its CLI.
The three planes
Telemetry is organized into three planes with a hard wall between them:
| Plane | What it holds | Default | Destination |
|---|---|---|---|
| local | Full-fidelity observability — runs, model/tool calls (real model & provider names), durations, errors | on | your machine only |
| aggregate | Opt-in metadata to Nous (no uploader ships yet) | off (opt-in) | Nous, only if you enable it |
| trajectories | Full message content / reasoning / raw tool args | off (opt-in) | your own export destinations only |
The local plane is the one you'll use day to day — it records the real values that happened (actual model ids, providers, tool names). The aggregate plane is the only thing that could ever leave for Nous; it is opt-in, default-off, and has no uploader today. The trajectories plane unlocks full-content export to your own destinations — it is never wired to Nous.
Local plane — always-on observability
The local plane is implemented as a bundled telemetry plugin that listens to Hermes
lifecycle hooks (model calls, tool calls, session start/finalize) and writes events to:
- an append-only JSONL log at
~/.hermes/telemetry/events.jsonl(the source of truth) - indexed
tel_*tables instate.db(for fast queries and rollups)
Writes are fire-and-forget on a background thread: telemetry can never block, slow, or
fail a model call or tool call. If the local plane is disabled (telemetry.local: false)
the plugin does not load at all.
Seeing your local data
hermes insights # usage report — now includes an "Observability" section
hermes telemetry status # planes, consent, export posture, local data volume
The insights Observability section shows workflow counts and success rate, duration
p50/p95, tool failure rates by category, provider/model-class mix, and cache hit rate —
all computed locally with exact values.
hermes telemetry commands
hermes telemetry status Show planes, consent state, export posture, local volume
hermes telemetry preview Show the aggregate events that would be produced (local)
hermes telemetry export Export local telemetry to a file/stream or OTLP endpoint
Consent and the install id are plain config, not separate verbs — set them with
hermes config set (or a managed-scope pin):
hermes config set telemetry.consent_state aggregate # opt in to the aggregate plane
hermes config set telemetry.consent_state local # opt out (local plane stays on)
hermes config set telemetry.install_id "" # reset the install id (mints a new one)
Aggregate plane (opt-in)
The aggregate plane is off by default and has no uploader today — nothing is
sent to Nous. Consent lives in telemetry.consent_state (unknown / local /
aggregate); setting it to aggregate records the opt-in for if/when an uploader ships.
If one is built, it would summarize at that egress boundary.
hermes telemetry preview shows your recent runs as they'd be summarized — computed and
shown locally only, with the real model and tool names from your own telemetry. It's
a local inspection surface, not an upload.
Enterprise: getting all of your data
Everything below sends data to your own destination — a file, your SIEM, or your own OpenTelemetry Collector. None of it goes to Nous.
Bulk export to a file
# Structural telemetry only (default — no message content)
hermes telemetry export --out telemetry.ndjson
# JSON instead of NDJSON, last 7 days only
hermes telemetry export --out dump.json --format json --since 7
By default the export is structural — runs, model/tool-call metadata, session shells with message counts but no message bodies.
Including content (trajectories plane)
To export full message content, enable the trajectories plane. This is a deliberate, separate consent — it's how an enterprise opts into exporting work-product content to its own store:
# config.yaml
telemetry:
trajectories:
enabled: true # unlocks content export to YOUR destination
content_redaction: pii # "none" | "pii"
hermes telemetry export --out full.ndjson --include-content
--include-content is a no-op unless the trajectories plane is enabled — the consent
plane governs, not the flag.
Live streaming to your OpenTelemetry Collector / SIEM (OTLP)
Hermes can stream telemetry to your own OTLP endpoint. This requires the optional otlp
extra:
pip install 'hermes-agent[otlp]'
# config.yaml
telemetry:
export:
otlp:
enabled: true
endpoint: "https://collector.your-corp.internal:4318/v1/traces"
headers_env: # secrets by reference — env var NAMES, not values
Authorization: CORP_OTLP_TOKEN
export CORP_OTLP_TOKEN="..." # the actual token lives in the environment
hermes telemetry export --otlp # drain current telemetry to your collector
Span attributes are structural by default. For authentication, the config holds the name of an environment variable rather than the secret itself; the value is read at export time and is never written to config or logged.
Redaction
Two independent controls govern what content looks like on export:
| Control | Values | Effect |
|---|---|---|
| Secret redaction | always on | API keys, tokens, auth headers, connection strings are always stripped on every export path. Cannot be disabled. |
content_redaction |
none | pii |
When content is exported, pii additionally redacts emails, phone numbers, and id-shaped strings. |
Secret redaction is always on — even at full content fidelity — because a SIEM or warehouse full of live credentials is a bigger attack target than the data it holds. It fails closed: if the redactor can't run, the raw string is not emitted.
Configuration reference
telemetry:
local: true # local plane (default on)
allow_aggregate: true # hard gate; pin false to forbid the aggregate plane entirely
consent_state: unknown # aggregate opt-in: unknown | local | aggregate
install_id: "" # stable anon id; "" mints one; clear to rotate
retention_days: 90 # local event-log retention
redact_secrets: true # always-on secret redaction (kept on by design)
content_redaction: none # none | pii
trajectories:
enabled: false # unlocks full-content export to your destination
export:
otlp:
enabled: false
endpoint: null
headers_env: {} # {HeaderName: ENV_VAR_NAME}
Enterprise policy via managed scope
Any telemetry.* key can be pinned by an administrator through Hermes' managed-scope
layer (/etc/hermes/config.yaml), which wins over the user's value on a per-key basis.
There is no telemetry-specific policy block — to lock down a fleet, pin the keys you care
about. Common examples:
telemetry.allow_aggregate: false— the aggregate plane stays off even ifconsent_stateis set toaggregate.telemetry.export.otlp.endpoint— point every install at the corporate collector.telemetry.trajectories.enabled— centrally decide whether content export is allowed.
When a key is managed, attempts to change it are rejected by managed scope with a message
naming the source. hermes telemetry status shows the current export posture (endpoint
host, whether the auth env var is set, content gate, redaction modes) — it never prints
secret values.
Privacy summary
- Local telemetry never leaves your machine.
- The aggregate plane (the only thing that could go to Nous) is opt-in, default-off, and has no uploader today — nothing is sent.
- All export surfaces (file, OTLP) point at your destinations.
- Secrets are always redacted on export; content export is off until you enable the trajectories plane; PII redaction is a knob.