Metrics catalog

The complete catalog of Prometheus metrics exposed by the Metrics Exporter — every intelliask_* metric with its type, labels, and description, organized by metric group and by the toggle that controls it.

Every metric below uses the intelliask_ prefix and is exposed on the /metrics endpoint in Prometheus/OpenMetrics text format. Each group is controlled by its ENABLE_* toggle (see Configuration).

Basic metrics

ENABLE_BASIC_METRICS=true

Metric	Type	Labels	Description
`intelliask_messages_total`	Gauge	—	Total sent messages
`intelliask_error_messages_total`	Counter	—	Total error messages
`intelliask_conversations_total`	Gauge	—	Total conversations

Token metrics

ENABLE_TOKEN_METRICS=true

Metric	Type	Labels	Description
`intelliask_input_tokens_total`	Gauge	—	Total input (user) tokens
`intelliask_output_tokens_total`	Gauge	—	Total output (assistant) tokens
`intelliask_input_tokens_per_model_total`	Gauge	`model`	Input tokens per model
`intelliask_output_tokens_per_model_total`	Gauge	`model`	Output tokens per model

User metrics

ENABLE_USER_METRICS=true

Metric	Type	Labels	Description
`intelliask_active_users`	Gauge	—	Users active in the last 5 minutes
`intelliask_active_conversations`	Gauge	—	Conversations active in the last 5 minutes
`intelliask_registered_users_total`	Gauge	—	Total registered users
`intelliask_daily_unique_users`	Gauge	—	Unique users today (calendar day in `METRICS_TIMEZONE`)
`intelliask_weekly_unique_users`	Gauge	—	Unique users this week (Mon–Sun)
`intelliask_monthly_unique_users`	Gauge	—	Unique users this calendar month

Model metrics

ENABLE_MODEL_METRICS=true

Metric	Type	Labels	Description
`intelliask_messages_per_model_total`	Gauge	`model`	Messages per model
`intelliask_errors_per_model_total`	Counter	`model`	Errors per model

Time-window metrics (5-minute)

ENABLE_TIME_WINDOW_METRICS=true

Metric	Type	Labels	Description
`intelliask_messages_5m`	Gauge	—	Messages in the last 5 minutes
`intelliask_error_messages_5m`	Gauge	—	Error messages in the last 5 minutes
`intelliask_messages_per_model_5m`	Gauge	`model`	Messages per model, last 5 minutes
`intelliask_errors_per_model_5m`	Gauge	`model`	Errors per model, last 5 minutes
`intelliask_input_tokens_5m`	Gauge	—	Input tokens, last 5 minutes
`intelliask_output_tokens_5m`	Gauge	—	Output tokens, last 5 minutes
`intelliask_model_input_tokens_5m`	Gauge	`model`	Input tokens per model, last 5 minutes
`intelliask_model_output_tokens_5m`	Gauge	`model`	Output tokens per model, last 5 minutes

Rating metrics

ENABLE_RATING_METRICS=true — ⚠️ expensive on large databases.

All-time

Metric	Type	Labels	Description
`intelliask_thumbs_up_total`	Gauge	—	Total thumbs up
`intelliask_thumbs_down_total`	Gauge	—	Total thumbs down
`intelliask_rated_messages_total`	Gauge	—	Messages with any rating
`intelliask_overall_rating_ratio`	Gauge	—	Percent positive ratings (0–100)
`intelliask_thumbs_up_per_model`	Gauge	`model`	Thumbs up per model
`intelliask_thumbs_down_per_model`	Gauge	`model`	Thumbs down per model
`intelliask_rating_ratio_per_model`	Gauge	`model`	Percent positive per model (0–100)
`intelliask_rating_counts_per_tag`	Gauge	`tag`, `rating`	Rating count per tag/direction
`intelliask_model_tag_thumbs_up`	Gauge	`model`, `tag`	Thumbs up per model–tag
`intelliask_model_tag_thumbs_down`	Gauge	`model`, `tag`	Thumbs down per model–tag

Last 5 minutes

Metric	Type	Labels	Description
`intelliask_thumbs_up_5m`	Gauge	—	Thumbs up in the last 5 minutes
`intelliask_thumbs_down_5m`	Gauge	—	Thumbs down in the last 5 minutes

Tool metrics

ENABLE_TOOL_METRICS=true — ⚠️ expensive on large databases.

All-time

Metric	Type	Labels	Description
`intelliask_tool_calls_total`	Gauge	—	Total tool calls
`intelliask_tool_calls_per_tool`	Gauge	`tool_name`	Calls per tool
`intelliask_tool_calls_per_model`	Gauge	`model`, `tool_name`	Calls per model–tool
`intelliask_tool_calls_per_endpoint`	Gauge	`api_endpoint`, `tool_name`	Calls per endpoint–tool
`intelliask_tool_call_errors_total`	Counter	—	Total failed calls
`intelliask_tool_call_errors_per_tool`	Counter	`tool_name`	Failed calls per tool
`intelliask_tool_success_rate_per_tool`	Gauge	`tool_name`	Success rate percent (0–100)
`intelliask_messages_with_tools_total`	Gauge	—	Messages containing tool calls

Last 5 minutes

Metric	Type	Labels	Description
`intelliask_tool_calls_5m`	Gauge	—	Tool calls in the last 5 minutes
`intelliask_tool_calls_per_tool_5m`	Gauge	`tool_name`	Calls per tool, last 5 minutes
`intelliask_tool_call_errors_5m`	Gauge	—	Failed calls in the last 5 minutes
`intelliask_active_tool_users`	Gauge	—	Unique tool users in the last 5 minutes

File metrics

ENABLE_FILE_METRICS=true

Metric	Type	Labels	Description
`intelliask_uploaded_files_total`	Gauge	—	Total uploaded files

Health check

Exposed whenever INTELLIASK_URL is set.

Metric	Type	Labels	Description
`intelliask_status_code`	Gauge	—	HTTP status from the web-UI `HEAD` probe (`-1` if unreachable)

Collections read

The exporter reads only from these MongoDB collections, read-only:

Collection	Used for
`messages`	Messages, errors, tokens, ratings, tools
`conversations`	Conversation counts
`users`	Registered-user counts
`files`	File counts