SigNoz MCP server: access metrics, traces, logs, alerts, and dashboards via AI assistants
Copy the AI prompt to install this server into Claude Code, Cursor, or another agent — or use 1-click editor setup below.
💡 Paste into ~/Library/Application Support/Claude/claude_desktop_config.json (macOS) or %APPDATA%\Claude\claude_desktop_config.json (Windows)
A Model Context Protocol (MCP) server that provides seamless access to SigNoz observability data through AI assistants and LLMs. Query metrics, traces, logs, alerts, dashboards, and services using natural language.
Connect your AI tool to SigNoz Cloud's hosted MCP server. No installation is required; just add the hosted MCP URL and authenticate.
Make sure you select the correct region that matches your SigNoz Cloud account. Using the wrong region will result in authentication failures.
Find your region under Settings → Ingestion in SigNoz, or see the SigNoz Cloud region reference.
GitHub does not reliably make custom-protocol links like cursor:// and vscode: clickable in README rendering.
Use the documentation page for one-click install buttons:
If you prefer, use the manual configuration examples below in this README.
Add this configuration to .cursor/mcp.json:
Need help? See the Cursor MCP docs.
Add this configuration to .vscode/mcp.json:
Need help? See the VS Code MCP docs.
Add SigNoz Cloud as a custom connector in Claude Desktop:
https://mcp.<region>.signoz.cloud/mcpWhen prompted, complete the authentication flow.
Run this command to add the hosted SigNoz MCP server:
After configuring the MCP server, authenticate in a terminal:
Select the signoz server and complete the authentication flow.
Run this command to add the hosted SigNoz MCP server:
Or add this configuration to config.toml:
After adding the server, authenticate:
Then run /mcp inside Codex to verify the connection.
When you add the hosted MCP URL to your client, the client initiates an authentication flow. You will be prompted to enter:
your-instance.signoz.cloud). Protocol-less URLs are accepted; paths, query parameters, and fragments are ignored.Create an API key in Settings → API Keys in SigNoz. Only Admin users can create API keys.
Download the latest binary from GitHub Releases:
This extracts a signoz-mcp-server binary in the current directory. Move it somewhere on your PATH or note the absolute path for the config below.
The binary is installed as server to $GOPATH/bin/ (default: $HOME/go/bin/server). You may want to rename it:
Docker images are available on Docker Hub:
Run in HTTP mode:
Use a specific version tag (e.g. v0.1.0) instead of latest for pinned deployments.
The binary is at ./bin/signoz-mcp-server.
signoz_check_metric_usage (it reads v2/Perses dashboards for dashboard usage; on older versions the dashboard half is silently empty, though alert usage alone works from v0.131.0)signoz-mcp-server binary (see Self-Hosted Installation)Add this to your MCP client config (claude_desktop_config.json, .cursor/mcp.json, etc.). Replace the command path with the absolute path to your signoz-mcp-server binary:
HTTP mode listens on all interfaces by default. Set MCP_SERVER_HOST=127.0.0.1 when the server should accept loopback connections only.
Start the server:
Client config — just the URL, no keys needed:
The client discovers OAuth endpoints automatically, opens a browser for credentials, and handles token exchange.
The API key and SigNoz URL only need to be provided in one place — either on the server or on the client.
Option A — Credentials on the server (simpler client config):
Option B — API key on the client (server holds the URL, client sends the key):
HTTP mode exposes unauthenticated probe endpoints. New Kubernetes deployments should use /livez for livenessProbe and /readyz for readinessProbe.
| Endpoint | Purpose |
|---|---|
/livez | Shallow liveness probe. Returns 200 OK when the server process can answer HTTP requests. It does not check dependencies. |
/readyz | Readiness probe. Returns 200 OK only after the pod is ready to receive traffic; currently this requires the docs index to be ready. Otherwise returns 503. |
/healthz | Legacy/generic health check kept for backward compatibility. It follows the same strict status as /readyz; use /livez for shallow liveness. |
SigNoz compatibility:
signoz_check_metric_usageneeds SigNoz v0.135.0 for dashboard usage: its/api/v3/metrics/dashboards?metricName=...route reads v2/Perses dashboards, which go live in v0.135.0, so on older versions the dashboard half returns empty (the route itself exists from v0.131.0 but has no Perses dashboards to read). Its alert-usage route/api/v2/metrics/alerts?metricName=...works from v0.131.0. The dashboard tools (create/get/update/patch/list/delete/import) use the v2/Perses dashboards API and require SigNoz v0.135.0 or newer. Alert-rule list/get/create/update/delete require SigNoz v0.120.0 or newer.signoz_get_alert_historyrequires v0.118.0 or newer. Self-hosted deployments on older SigNoz versions will see HTTP 404 from the affected tools. Notification-channel tools target the render-envelope/api/v1/channels/*routes introduced by SigNoz/signoz#10941, #10957, #10995, and #10997.
Tool metadata: every tool accepts
searchContext. Copy the user's entire original request verbatim, including preflight or confirmation context; it is used for MCP observability and is not forwarded to SigNoz APIs.
Input validation: calls are never rejected for schema mismatches. Arguments are validated against each tool's advertised schema; a mismatched call still runs best-effort, and the successful result carries an appended
Input validation notice:text block naming the mismatched parameter so self-correcting agents can adjust. Mismatches are also counted in themcp.tool.validation.mismatchesmetric.
Upstream authorization errors: upstream SigNoz 401 and 403 tool failures carry a stable structured
code(UNAUTHORIZEDorPERMISSION_DENIED) and numericstatus. When the response body is invalid JSON or valid JSON that is not a non-null object, it is withheld from client text and replaced with a canonical authentication or permission message. Registered tool errors also name the failed tool and give the immediate recovery action; the bounded raw response remains available only in server-side diagnostics.
| Tool | Description |
|---|---|
signoz_get_org_overview | Get the current status and overall posture of the SigNoz deployment, with typed projections plus sourceStats containing every reported stats field |
signoz_list_metrics | Discover active metric names and catalog metadata |
signoz_query_metrics | Query known metrics for values, trends, breakdowns, or formulas |
signoz_get_top_metrics | Return top 100 metrics ranked by ingested sample volume with pre-computed percentages for cost and volume analysis |
signoz_check_metric_usage | Given a list of metric names (up to 50 per call), return which dashboards and alerts reference each one |
signoz_check_metric_cardinality | Return label/attribute keys for a single metric with cardinality counts and sample values, sorted highest-cardinality first |
signoz_get_field_keys | Discover available field keys for metrics, traces, or logs |
signoz_get_field_values | Get possible values for a field key |
signoz_list_alerts | List firing/silenced/inhibited Alertmanager alert instances (not rule definitions) |
signoz_list_alert_rules | List configured alert-rule summaries, including inactive/OK and disabled rules |
signoz_get_alert | Get one alert rule's full definition by id |
signoz_get_alert_history | Get one rule's firing or state-transition history |
signoz_create_alert | Create a v2 direct/policy-routed alert or a direct-routed v1 anomaly alert |
signoz_update_alert | Fully replace an existing alert rule by id |
signoz_delete_alert | Permanently delete a confirmed alert rule by UUIDv7 id |
signoz_list_dashboards | List tenant-dashboard summaries and discover UUIDs |
signoz_get_dashboard | Get one dashboard's full layout, variables, panels, and queries |
signoz_create_dashboard | Create a custom multi-panel dashboard |
signoz_update_dashboard | Fully replace a fetched dashboard while preserving unrequested fields |
signoz_patch_dashboard | Apply a partial RFC 6902 JSON Patch without resending the whole dashboard |
signoz_delete_dashboard | Permanently delete a confirmed dashboard by id |
signoz_import_dashboard | Create a dashboard from a known curated template path |
signoz_list_dashboard_templates | List curated templates and discover an import path |
signoz_list_services | List APM services with trace activity in a time range |
signoz_get_service_top_operations | Get ranked operations for one traced service |
signoz_list_views | List saved Explorer views for traces/logs/metrics/Cost Meter and discover UUIDs |
signoz_get_view | Get one saved Explorer view's complete definition by id |
signoz_search_docs | Find ranked official-doc matches when no exact page is selected |
signoz_fetch_doc | Fetch one known official-doc page or heading as Markdown |
signoz_create_view | Save one reusable Explorer query |
signoz_update_view | Fully replace a fetched saved view while preserving unrequested fields |
signoz_delete_view | Permanently delete a confirmed saved view by id |
signoz_aggregate_logs | Aggregate log statistics and grouped or top-N breakdowns |
signoz_search_logs | Return individual log records matching filters |
signoz_aggregate_traces | Aggregate span statistics and grouped or top-N breakdowns |
signoz_search_traces | Return individual span rows or discover trace IDs |
signoz_get_trace_details | Get one known trace with all spans and hierarchy |
signoz_execute_builder_query | Query Builder v5 requests the dedicated tools cannot express |
signoz_list_notification_channels | List channel summaries for name verification and ID discovery |
signoz_get_notification_channel | Get all provider-specific settings for one channel by ID |
signoz_create_notification_channel | Create a uniquely named channel and send a test notification |
signoz_update_notification_channel | Fully replace a fetched channel and send a test notification |
signoz_delete_notification_channel | Permanently delete a confirmed channel by ID |
For detailed usage and examples, see the full documentation.
Resource deep links: the resource read tools (
signoz_list_dashboards,signoz_get_dashboard,signoz_list_alerts,signoz_list_alert_rules,signoz_get_alert,signoz_list_services,signoz_search_traces,signoz_get_trace_details) and the dashboard write tools (signoz_create_dashboard,signoz_update_dashboard,signoz_patch_dashboard,signoz_import_dashboard) include awebUrlfield — an absolute deep link to the resource in the SigNoz web UI (per result row forsignoz_search_traces) — when the request carries a SigNoz instance URL.
Use signoz_search_docs for topical discovery when no exact documentation page is selected, then signoz_fetch_doc for the chosen page or heading. Use live data tools for tenant telemetry, alert state, dashboards, saved views, and notification channels.
Docs tools use the same authentication path as other MCP tools.
| Resource | Read when you need |
|---|---|
signoz://alert/instructions | Alert schemas, fields, thresholds, evaluation, and notification workflow |
signoz://alert/examples | Alert payload examples for v2 direct/policy routing and v1 direct anomaly routing |
signoz://dashboard/instructions | Dashboard fields, variables, chaining, and layout |
signoz://dashboard/widgets-instructions | Panel choices and query-specific guides |
signoz://dashboard/widgets-examples | Panel examples and validation patterns |
signoz://dashboard/list-filter-guide | signoz_list_dashboards filter DSL: grammar, per-key operators, and examples |
signoz://dashboard/patch-instructions | signoz_patch_dashboard JSON Patch recipes and exact paths (add/edit/move/remove a panel, query, variable) |
signoz://dashboard/examples | Complete server-verified dashboard payloads (metrics timeseries, dynamic-variable filter, number panel, multi-panel) |
signoz://dashboard/query-builder-example | Dashboard Query Builder aggregations, filters, legends, and functions |
signoz://promql/instructions | PromQL widgets or alerts, especially dotted OTel metric names |
signoz://dashboard/clickhouse-schema-for-logs | Bundled logs schema snapshot for dashboard SQL |
signoz://dashboard/clickhouse-logs-example | Raw ClickHouse logs widget patterns |
signoz://dashboard/clickhouse-schema-for-metrics | Bundled metrics schema snapshot for dashboard SQL |
signoz://dashboard/clickhouse-metrics-example | Raw ClickHouse metrics widget patterns |
signoz://dashboard/clickhouse-schema-for-traces | Bundled traces schema snapshot for dashboard SQL |
signoz://dashboard/clickhouse-traces-example | Raw ClickHouse traces widget patterns |
signoz://logs/query-builder-guide | Logs Query Builder v5 JSON or unfamiliar log fields |
signoz://traces/query-builder-guide | Traces Query Builder v5 JSON or unfamiliar trace fields |
signoz://metrics-aggregation-guide | Metric aggregations, formulas, grouping, limits, and Cost Meter queries |
signoz://view/instructions | Saved Explorer view fields and read-before-replace workflow |
signoz://view/examples | Saved-view payloads for traces, logs, metrics, and Cost Meter |
signoz://docs/sitemap | Indexed official-doc catalog and page URLs |
signoz://alert/{id}/summary | One live alert definition plus up to 10 history records from the preceding six hours |
signoz://dashboard/{id}/summary | One full live dashboard definition; the URI remains backward-compatible |
signoz_get_org_overviewGet the current status and overall posture of the SigNoz deployment before drilling into exact resources. data.sourceStats is the authoritative complete flat bag containing every key and value reported by the deployment stats endpoint, including current and future fields. Typed convenience projections cover telemetry freshness and volume, infrastructure presence, dashboards, alert rules and runtime, notification channels, saved views, log pipelines, cloud integrations, users, authentication, service accounts, roles, licensing, and configuration.
searchContext for MCP observability.sourceStats preserves every successfully decoded entry from the upstream data object under its original dotted key. Use the grouped fields for convenient interpretation and sourceStats when exact backend coverage or a newly introduced field matters. Counts are deployment aggregates; use signoz_list_dashboards, signoz_list_alert_rules, signoz_list_notification_channels, or signoz_list_views for exact inventories; signoz_list_metrics for metric names; signoz_list_alerts for current alert instances; and signoz_search_logs, signoz_search_traces, or signoz_query_metrics for time-windowed or per-service data.sourceStats was not reported by the upstream collector and must not be interpreted as zero. The endpoint can return a partial HTTP 200 when an individual collector fails. In typed projections, a missing group total produces available: false; a reported zero produces available: true. Expected missing or invalid projection fields set metadata.projectionPartial and add an incompleteGroups entry with affected output paths, reason, next action, and exact fallback tools where available. An invalid projection value is still retained unchanged in sourceStats and named in invalidProjectionFields.cloudIntegrations.sourceAvailability reports whether both current AWS/Azure provider counts were reported. Each provider has its own dataAvailable; an absent provider count is never converted to zero. If neither provider is reported, source availability is unavailable without setting overall metadata.projectionPartial; this can mean cloud integrations are unsupported/edition-gated or both provider queries failed, so do not interpret it as “no cloud integrations configured.” If exactly one is reported, source availability is partial and the missing provider receives non-recursive recovery guidance. connectedAccounts means a non-removed account with an account ID and at least one agent report, not a recent check-in or proof that an integration service is enabled.reportedStatCount is the number of authoritative entries in sourceStats; projectedStatCount counts entries also represented in typed groups; and unprojectedStatCount counts entries available only in sourceStats, including future fields. projectionPartial, incompleteGroups, and invalidProjectionFields describe only typed-projection gaps—they do not indicate data was removed from sourceStats or claim endpoint-wide completeness.signoz_list_metricsDiscover metric names and catalog metadata such as type, temporality, unit, and monotonicity. Use signoz_query_metrics for values or trends. This list has a limit but no offset pagination.
searchText (optional) - Filter metrics by name substring (e.g., 'cpu', 'memory')limit (optional) - Maximum number of metrics to return (default: 50)timeRange (optional) - Relative range: 30m, 1h, 6h, 24h, 7d (default: 1h; ignored when both start and end are provided)start/end (optional) - Unix ms timestamps. When both are provided, they override timeRange.source (optional) - Data-source filter. Use "meter" to list Cost Meter metrics — the usage/billing metrics SigNoz meters on (currently telemetry ingestion volume); omit for the default metrics storehasMore (inferred from returnedRows == limit) so a limit-truncated list is never mistaken for the full set; narrow with searchText for more specificitysignoz_query_metricsQuery a known metric for values, trends, breakdowns, or formulas. The tool applies metric-aware defaults and auto-fetches omitted metadata; call it directly when metricName is known. Use signoz_list_metrics only to discover a name or inspect catalog metadata.
metricName (required) - Metric name to querymetricType (optional) - gauge, sum, histogram, exponential_histogram (auto-fetched if absent)isMonotonic (optional) - Boolean (or the strings "true"/"false"); auto-fetched if absent. An invalid value is rejected rather than silently treated as falsetemporality (optional) - cumulative, delta, unspecified (auto-fetched if absent)timeAggregation (optional) - Aggregation over time (auto-defaulted by type)spaceAggregation (optional) - Aggregation across dimensions (auto-defaulted by type)groupBy (optional) - Comma-separated field names or an array. Resource context is inferred for k8s.*, container.*, host.*, cloud.*, deployment.*, process.*, service.*, telemetry.*, and os.*; other names use attribute contextfilter (optional) - Filter expressiontimeRange (optional) - Relative time range <number><unit> where unit is m/h/d (e.g. '30m', '1h', '6h', '7d'; default: '1h'; ignored when both start and end are provided)start/end (optional) - Unix ms timestamps. When both are provided, they override timeRange.stepInterval (optional) - Step in seconds (auto-calculated if omitted)requestType (optional) - Response format. Enum: time_series (default), scalar. Unknown values are rejected.reduceTo (optional) - For scalar: sum, count, avg, min, max, last, medianformula (optional) - Expression over named queries (e.g., "A / B * 100")formulaQueries (optional) - Array or JSON-encoded array string of additional named metric queries for formula. Each object supports name, metricName, metricType, isMonotonic, temporality, timeAggregation, spaceAggregation, groupBy, and filter; name and metricName are required.source (optional) - Data-source filter. Use "meter" to query Cost Meter data; omit for the default metrics storelimit: 100 with __result desc. Every query feeding a formula uses limit: 10000, because component limits are applied before formula evaluation and independent top-100 inputs can discard a high-ratio group. The response decisions note reports both bounds. Narrow the filters/grouping when formula-input cardinality can exceed 10000.missingKeys array in the structured error contentsignoz_get_top_metricsReturn top 100 metrics ranked by ingested sample volume with pre-computed percentages. Use this to identify which metrics are driving the most ingestion volume and cost. Wraps POST /api/v2/metrics/treemap. Response fields: metricName, percentage (share of total sample volume), totalValue (absolute sample count).
timeRange (optional) - Relative time range <number><unit> where unit is m/h/d (e.g. '1h', '24h', '3d', '7d', '30d'; default: '7d'; ignored when both start and end are provided). Start with 7d; if the query times out, retry with 3d, then 24hstart/end (optional) - Unix ms timestamps. When both are provided, they override timeRangehasMore)signoz_check_metric_usageGiven a list of metric names, return which dashboards and alerts reference each one. Wraps /api/v3/metrics/dashboards?metricName=... and /api/v2/metrics/alerts?metricName=... per metric. Dashboard usage needs SigNoz v0.135.0 (the v3 route reads v2/Perses dashboards, live in v0.135.0; older versions return empty dashboards); alert usage works from v0.131.0.
metricNames (required) - Array of metric name strings to check (max 50 per call). Example: ["system.disk.io", "k8s.node.condition"]. For larger lists, split into batches of 50 and merge results.dashboards (list of dashboard names that reference the metric), alerts (list of alert names that reference the metric), error (non-empty when the lookup failed — do not treat the metric as unused in that case)signoz_check_metric_cardinalityReturn label/attribute keys for one metric with cardinality counts and sample values, sorted highest first. Samples help distinguish unbounded values such as UUIDs from bounded dimensions such as status codes. This tool does not show whether the metric is used; call signoz_check_metric_usage before recommending a drop.
metricName (required) - Metric name to inspect. Example: k8s.container.memory_limittimeRange (optional) - Relative time range <number><unit> where unit is m/h/d (e.g. '30m', '1h', '6h', '24h', '3d', '7d'; default: '7d'; ignored when both start and end are provided)start/end (optional) - Unix ms timestamps. When both are provided, they override timeRangesignoz_list_alertsLists currently firing/silenced/inhibited alert instances from Alertmanager — not rule definitions. Use signoz_list_alert_rules for configured rules, signoz_get_alert with an id for one full rule definition, or signoz_get_alert_history for the state timeline.
limit (optional) - Maximum number of alerts per page (default: 50)offset (optional) - Number of results to skip for pagination (default: 0)active / silenced / inhibited (optional) - Tri-state filters. Boolean (or the strings "true"/"false"). Omit to defer to the backend default (all states included). An invalid value is rejected rather than silently droppedfilter (optional) - Comma-separated alert-label comparisons using =, !=, =~ (regex), or !~ (negative regex), e.g. alertname="HighCPU",severity="critical"receiver (optional) - Regex to filter alerts by receiver namesignoz_list_alert_rulesLists configured alert-rule summaries from GET /api/v2/rules, including inactive/OK and disabled rules. Use signoz_get_alert for one full definition; use signoz_list_alerts for current Alertmanager instances.
limit (optional) - Maximum number of rules to return per page (default: 50, max: 1000; higher values are clamped)offset (optional) - Number of rules to skip for pagination (default: 0)signoz_get_alertGets one alert rule's full definition (GET /api/v2/rules/{id}). Use signoz_list_alert_rules to discover IDs. Before signoz_update_alert, call this only when a complete current definition is not already available for the prepared operation; reuse a still-current result and preserve unchanged fields.
id (required) - Alert rule ID (UUIDv7 on v2-capable servers).Rule type with createdAt/updatedAt/createdBy/updatedBy; older servers return GettableRule with createAt/updateAt/createBy/updateBy (no 'd').signoz_list_dashboardsLists paginated tenant-dashboard summaries (name, UUID, description, tags, timestamps). Use signoz_get_dashboard for panel and query definitions, and page by raising offset by limit until you have covered total before concluding a dashboard is absent.
limit (default 50), offset (default 0) – offset-based paginationfilter (optional) – server-side filter DSL over dashboard metadata (name, description, tags, creator, timestamps, locked state)sort (optional) – updated_at (default), created_at, or nameorder (optional) – asc or desc (default desc)The filter DSL is a boolean expression of key operator value terms and bare free-text words joined with AND/OR/NOT and parentheses (e.g. name CONTAINS 'overview' AND locked = true). Read signoz://dashboard/list-filter-guide for the full grammar, the filterable keys with their operators, value formats, and worked examples; the list response also echoes the authoritative reserved-key set in reservedKeywords.
signoz_get_dashboardGets one known tenant dashboard's complete layout, variables, panels, and queries. Use signoz_list_dashboards to discover the UUID.
id (required) - Dashboard UUIDsignoz_create_dashboardCreates a custom multi-panel dashboard. Use signoz_import_dashboard when a curated template fits, or signoz_create_view to save one Explorer query. Read signoz://dashboard/instructions, signoz://dashboard/widgets-instructions, and signoz://dashboard/widgets-examples before composing the payload.
schemaVersion (required) – Must be "v6"name (DNS-1123 label) or generateName: true to derive it from spec.display.nametags (required) – Array of key/value tags (may be empty)spec (required) – Perses spec: display, variables (array), panels (map keyed by panel id), layouts (array)signoz_import_dashboardCreates a dashboard from a curated template hosted in the SigNoz/dashboards repo (main branch). The server fetches the template JSON and creates the dashboard in one call.
When the relative template path is unknown, call signoz_list_dashboard_templates first. Pass its path, not a URL or absolute path.
path (required) – Template path within the SigNoz/dashboards repo, e.g. hostmetrics/hostmetrics.jsonsignoz_list_dashboard_templatesReturns the full bundled catalog of curated SigNoz dashboard templates as {"templates": [...], "total": N}, where each entry has id, title, path, description, category, and keywords. It does not list dashboards already created in the tenant; use signoz_list_dashboards for those.
signoz_update_dashboardFully replaces an existing dashboard. Fetch it with signoz_get_dashboard, take the data object out of that response, merge only the requested changes into it, and send that object's fields at the top level, preserving every other field. The {status, data} response envelope is not accepted as input. Use signoz_update_view for a saved Explorer query.
id (required) – Dashboard id (the legacy uuid key is also accepted)schemaVersion, name, tags, spec – the complete post-update state (see the tool's JSON Schema)signoz_patch_dashboardApplies an RFC 6902 JSON Patch to a dashboard — a partial update without re-sending the entire dashboard. Prefer this over signoz_update_dashboard for targeted edits (rename, add/edit one panel or query, tweak a variable). Read signoz://dashboard/patch-instructions for worked recipes and exact paths — notably, adding a panel needs two ops (the panel plus its grid item) or it won't render.
id (required) – Dashboard id (the legacy uuid key is also accepted)patch (required) – Array of {op, path, value} operations; paths are JSON Pointers into the dashboard's postable shape, e.g. /spec/display/name, /spec/panels/<panelId>, /spec/layouts/0/spec/items/-, /tags/-signoz_list_servicesLists paginated APM services with trace activity in a time range. Absence means no trace activity in that window, not that the same service.name never appears in logs; use signoz_get_field_values with signal="logs" for log values.
timeRange (optional) - Relative time range <number><unit> where unit is m/h/d (e.g. '30m', '1h', '6h', '7d'; defaults to last 6 hours; ignored when both start and end are provided)start (optional) - Start time in unix milliseconds (defaults to 6 hours ago).end (optional) - End time in unix milliseconds (defaults to now)limit (optional) - Maximum services per page (default: 50, max: 1000; higher values are clamped)offset (optional) - Number of results to skip for pagination (default: 0)signoz_get_service_top_operationsGets the built-in operation table for one traced service, ranked by p99 latency with each operation's p50, p95, p99, call count, and error count. Use signoz_aggregate_traces for custom aggregation, grouping, time series, cross-service comparison, or arbitrary trace filters.
service (required) - Exact traced service name, typically from signoz_list_servicestimeRange (optional) - Relative time range <number><unit> where unit is m/h/d (e.g. '30m', '1h', '6h', '7d'; defaults to last 6 hours; ignored when both start and end are provided)start (optional) - Start time in unix milliseconds (defaults to 6 hours ago).end (optional) - End time in unix milliseconds (defaults to now)tags (optional) - JSON-encoded TagQueryParam array passed as a string, for example [{"key":"http.method","tagType":"SpanAttribute","operator":"In","stringValues":["GET"]}]; omit for no tag filtersignoz_get_alert_historyGets one configured rule's firing or state-transition history. Defaults to the last 6 hours. Use state and filter to narrow results. For the next page, pass data.nextCursor as cursor and repeat the original filters, time range, and order.
The response is { "status": "success", "data": { "items": [...], "total": <n>, "nextCursor": "<opaque>" } }; nextCursor is omitted on the final page.
id (required) - Alert rule ID from signoz_list_alert_rulestimeRange (optional) - Relative time range <number><unit> where unit is m/h/d (e.g. '30m', '1h', '6h', '7d'; defaults to last 6 hours; ignored when both start and end are provided)start (optional) - Start timestamp in unix milliseconds (defaults to 6 hours ago).end (optional) - End timestamp in unix milliseconds (defaults to now)state (optional) - Filter by alert state. Enum: inactive, pending, recovering, firing, nodata, disabled (omit for all transitions)filter (optional) - SigNoz query-builder expression over timeline labels. Combine conditions with AND, OR, and parentheses; quote strings with single quotes. Example: severity = 'critical' AND (team = 'payments' OR service.name = 'checkout'). To discover keys, first call without a filter and inspect data.items[].labels[].key.name. The backend-shaped filterExpression alias remains accepted for compatibility, but filter is canonical.cursor (optional) - Opaque continuation cursor. Repeat the original time range, state, filter, and order when fetching the next page. Omit cursor for the first page.limit (optional) - Rows per page. Default: 20; max: 10000 (higher values are clamped).order (optional) - Sort order. Enum: asc, desc (default: 'asc')offset: no longer supported; use the returned cursor instead.hasMore from data.nextCursor and names the cursor for the next page.Requires SigNoz ≥ v0.118.0, the first release to serve the v2 rule-history routes (
/api/v2/rules/{id}/history/*, added in SigNoz #10488). If this tool returnsNOT_FOUND, verify the ruleidin the SigNoz UI or, on SigNoz v0.120.0+, withsignoz_list_alert_rules; if the rule exists, upgrade SigNoz. Earlier deployments only expose the v1POST /api/v1/rules/{id}/history/timeline.
signoz_list_viewsList saved Explorer views or discover a view UUID for one Logs, Traces, Metrics, or Cost Meter page. A view stores one reusable Explorer query; it is not a multi-panel dashboard. Apply name/category filters before pagination and follow pagination.nextOffset while pagination.hasMore is true.
sourcePage (required) - One of: traces, logs, metrics, meter. Cost Meter views are filed under meter (a distinct Explorer page), not metricsname (optional) - Partial-match filter on view name (server-side)category (optional) - Partial-match filter on view category (server-side)limit (optional) - Page size (default: 50, max: 1000; higher values are clamped)offset (optional) - Number of results to skip (default: 0)signoz_get_viewGet one saved Explorer view's complete definition by UUID. Call this before signoz_update_view, which fully replaces the view.
id (required) - Saved view UUIDsignoz_search_docsReturn ranked official-doc matches with URLs and snippets when no exact documentation page is selected. Do not use this for live tenant data; use signoz_fetch_doc after choosing a result.
searchText (required) - Natural-language or keyword query to search official SigNoz docslimit (optional) - Maximum results to return as a string (default: 10, max: 25; a numeric value is also accepted). The 25 ceiling is deliberate — each result hydrates document text out of the in-process docs index, so a larger limit inflates this server's resident memory.section_slug (optional) - Exact top-level docs section filter, such as setup, logs-management, apm-distributed-tracing, metrics, alerts, dashboards, signoz-apis, querying, or collection-agentssearchContext - User's original questionsignoz_fetch_docFetch one known official SigNoz docs page's full Markdown or a requested heading. Use signoz_search_docs to discover a page first; accepted inputs are https://signoz.io/docs/... URLs or /docs/... paths.
url (required) - Docs page URL or pathheading (optional) - Heading anchor ID or heading textsearchContext - User's original questionsignoz_create_viewSave one reusable Explorer query. Use signoz_create_dashboard for a multi-panel dashboard. Cost Meter views use sourcePage="meter" with signal="metrics" and source="meter" in builder specs.
SavedView schema.signoz://view/instructions and signoz://view/examples before composing any payload.signoz_update_viewFully replace an existing saved Explorer view. Fetch it with signoz_get_view, modify its returned data object, preserve every unrequested field, and pass that full object as view.
id (required) - UUID of the view to replaceview (required) - Full SavedView object (name, sourcePage, compositeQuery, plus any of category, tags, extraData)signoz://view/instructions and signoz://view/examples when composing the body or changing sourcePage/compositeQuery. Skip them for name-, category-, or tags-only changes when a complete fetched body is already prepared. Call signoz_get_view first; partial bodies wipe unspecified fields.signoz_delete_viewPermanently delete a confirmed saved Explorer view by UUID. Use signoz_list_views to discover the ID; use signoz_delete_dashboard for a dashboard.
id (required) - Saved view UUIDsignoz_aggregate_logsReturn aggregate statistics over logs—counts, rates, averages, percentiles, or grouped/top-N breakdowns—not individual records. Use signoz_search_logs for log rows and message inspection.
aggregation (required) - Aggregation function: count, count_distinct, avg, sum, min, max, p50, p75, p90, p95, p99, rateaggregateOn (optional) - Field to aggregate on (required for all except count and rate)groupBy (optional) - Comma-separated fields to group by (e.g., 'service.name, severity_text')filter (optional) - Filter expression using SigNoz search syntax. Combine conditions with AND, OR, and parentheses. Unknown keys hard-error; ambiguous keys default to resource context. Log keys are workspace-specific — even service.name is only present when the log pipeline sets it. See signoz://logs/query-builder-guideservice (optional) - Shortcut filter for service name (adds service.name = '<value>'; fails with key service.name not found when the workspace's logs lack that attribute)severity (optional) - Exact severity_text; DEBUG, INFO, WARN, ERROR, and FATAL are common examples, not an exhaustive enum. Discover values with signoz_get_field_values(signal="logs", name="severity_text", fieldContext="log")orderBy (optional) - Order expression and direction (e.g., 'count() desc')limit (optional) - Maximum number of groups to return (default: 100, max: 10000; higher values are clamped to bound server memory)timeRange (optional) - Relative time range <number><unit> where unit is m/h/d (e.g. '30m', '1h', '6h', '24h', '7d'; default: '1h'; ignored when both start and end are provided)start / end (optional) - Start/end time in unix milliseconds. When both are provided, they override timeRange.requestType (optional) - scalar (default — one aggregate value over the whole range) or time_series (one value per time bucket). Unknown values are rejected.stepInterval (optional) - Time bucket size in seconds for time_series mode. Accepts a number or numeric string (backend auto-selects when omitted)missingKeys array in the structured error contentsignoz_search_logsReturn individual paginated log records matching text, service, severity, or field filters. Use signoz_aggregate_logs for counts, trends, or grouped breakdowns.
Calls using only searchText, service, severity, time, or pagination parameters need no guide read. Read signoz://logs/query-builder-guide only before composing filter with unfamiliar workspace fields.
filter (optional) - Filter expression using SigNoz search syntax. Combine conditions with AND, OR, and parentheses (e.g., "(severity_text = 'ERROR' OR body CONTAINS 'panic') AND service.name = 'payment-svc'"). Log keys are workspace-specific — even service.name is only present when the log pipeline sets it. Legacy query is still accepted for backward compatibility, but filter is canonical. See signoz://logs/query-builder-guideservice (optional) - Service name to filter by (adds service.name = '<value>'; fails with key service.name not found when the workspace's logs lack that attribute)severity (optional) - Exact severity_text; DEBUG, INFO, WARN, ERROR, and FATAL are common examples, not an exhaustive enum. Discover values with signoz_get_field_values(signal="logs", name="severity_text", fieldContext="log")searchText (optional) - Text to search for in log body (uses CONTAINS matching)timeRange (optional) - Relative time range <number><unit> where unit is m/h/d (e.g. '30m', '1h', '6h', '24h', '7d'; default: '1h'; ignored when both start and end are provided)start / end (optional) - Start/end time in unix milliseconds. When both are provided, they override timeRange.limit (optional) - Maximum number of logs to return (default: 100, max: 10000; higher values are clamped — paginate with offset)offset (optional) - Offset for pagination (default: 0)timestamp desc, then id desc, so offset pagination is deterministic when multiple rows share a timestamp.hasMore (inferred from returnedRows == limit) and the nextOffset to fetch, so a truncated page is never mistaken for the full result setmissingKeys array in the structured error contentsignoz_get_field_keysDiscover field names available for filtering or grouping metrics, traces, or logs. This returns keys, not observed values; use signoz_get_field_values after selecting a key.
signal (required) - Signal type. Enum: metrics, traces, logssearchText (optional) - Filter field keys by name substringmetricName (optional) - Filter by metric name (relevant for metrics signal)fieldContext (optional) - Restrict to a field context: resource, attribute (alias tag), scope, log/span/metric (intrinsic/built-in columns), or body (JSON log body). Distinguishes intrinsic columns from user attributes.fieldDataType (optional) - Restrict to a data type: string, bool, int64, float64, number, or array forms like []stringsource (optional) - For metrics, use meter for Cost Meter fields; omit for the default metrics storesignoz_get_field_valuesGet observed values for a known field key. Use signoz_get_field_keys when the key is unknown, and match signal and fieldContext to the query that will use the value.
signal (required) - Signal type. Enum: metrics, traces, logsname (required) - Field key name to get values for (e.g., service.name, http.method)searchText (optional) - Filter values by substringmetricName (optional) - Filter by metric name (relevant for metrics signal)fieldContext (optional) - Restrict the lookup to a field context (resource, attribute/tag, scope, log/span/metric, body) when the same key name exists in more than onesource (optional) - For metrics, use meter for Cost Meter values; omit for the default metrics storesignoz_search_tracesReturn individual paginated span rows matching service, operation, error, duration, or field filters, and use them to discover trace IDs. Use signoz_aggregate_traces for statistics or signoz_get_trace_details for one known trace.
filter (optional) - Filter expression using SigNoz search syntax. Combine conditions with AND, OR, and parentheses (e.g., "service.name = 'payment-svc' AND (has_error = true OR attribute.http.response.status_code >= 500)"). Legacy query is still accepted for backward compatibility, but filter is canonical. See signoz://traces/query-builder-guideservice (optional) - Service name to filter byoperation (optional) - Operation/span name to filter byerror (optional) - Filter by error status. Boolean (or the strings "true"/"false"). An invalid value is rejected rather than silently droppedminDuration / maxDuration (optional) - Min/max span duration in nanoseconds (e.g., '500000000' for 500ms)timeRange (optional) - Relative time range <number><unit> where unit is m/h/d (e.g. '30m', '1h', '6h', '24h', '7d'; default: '1h'; ignored when both start and end are provided)start / end (optional) - Start/end time in unix milliseconds. When both are provided, they override timeRange.limit (optional) - Maximum span rows to return (default: 100, max: 10000; higher values are clamped — paginate with offset)offset (optional) - Number of span rows to skip (default: 0)timestamp desc.hasMore (inferred from returnedRows == limit) and the nextOffset to fetch, so a truncated page is never mistaken for the full result settrace_id, span_id, duration_nano, has_error). Legacy caller-provided filters such as hasError still pass through to the backend alias layer, but new response parsers should read the canonical snake_case keys.missingKeys array in the structured error contentsignoz_aggregate_tracesReturn custom aggregate statistics over spans—counts, rates, latency percentiles, grouped/top-N breakdowns, or time series—not individual rows or a full trace hierarchy. For one traced service's built-in operation table ranked by p99, use signoz_get_service_top_operations. Read signoz://traces/query-builder-guide before calling this tool.
aggregation (required) - Aggregation function: count, count_distinct, avg, sum, min, max, p50, p75, p90, p95, p99, rateaggregateOn (optional) - Field to aggregate on (e.g., 'duration_nano'). Required for all except count and rategroupBy (optional) - Comma-separated fields to group by (e.g., 'service.name, name')filter (optional) - Filter expression using SigNoz search syntax. Combine conditions with AND, OR, and parentheses. Unknown keys hard-error; ambiguous keys default to resource context. See signoz://traces/query-builder-guideservice (optional) - Shortcut filter for service nameoperation (optional) - Shortcut filter for span/operation nameerror (optional) - Shortcut filter for error spans. Boolean (or the strings "true"/"false"). An invalid value is rejected rather than silently droppedorderBy (optional) - Order expression and direction (e.g., 'avg(duration_nano) desc')limit (optional) - Maximum number of groups to return (default: 100, max: 10000; higher values are clamped to bound server memory)timeRange (optional) - Relative time range <number><unit> where unit is m/h/d (e.g. '30m', '1h', '6h', '24h', '7d'; default: '1h'; ignored when both start and end are provided)start / end (optional) - Start/end time in unix milliseconds. When both are provided, they override timeRange.requestType (optional) - scalar (default — one aggregate value over the whole range) or time_series (one value per time bucket). Unknown values are rejected.stepInterval (optional) - Time bucket size in seconds for time_series mode. Accepts a number or numeric string (backend auto-selects when omitted)missingKeys array in the structured error contentsignoz_get_trace_detailsFor a known trace ID, return its spans, metadata, and hierarchy. Use signoz_search_traces first when the ID is unknown, and choose a time window that contains the trace; the default last six hours can miss older traces.
traceId (required) - Known trace ID, usually discovered with signoz_search_tracestimeRange (optional) - Relative time range <number><unit> where unit is m/h/d (e.g. '30m', '1h', '6h', '7d'; defaults to last 6 hours; ignored when both start and end are provided)start (optional) - Start time in unix milliseconds (defaults to 6 hours ago).end (optional) - End time in unix milliseconds (defaults to now)includeSpans (optional) - Include detailed span information. Boolean (or the strings "true"/"false"), default: truesignoz_create_alertCreate a new alert rule in SigNoz via POST /api/v2/rules.
ruleType:
threshold_rule / promql_rule → v2alpha1 (structured condition.thresholds, evaluation, notificationSettings).anomaly_rule → v1, metrics only: top-level evalWindow/frequency, condition anomaly fields, and direct top-level preferredChannels. Omit thresholds, evaluation, notificationSettings, and schemaVersion; policy routing is unsupported.signoz_list_notification_channels result only from the same still-current prepared operation; otherwise call it, refreshing only if state may have changed. V2 needs an exact returned name on every tier and rejects top-level preferredChannels; v1 anomaly uses direct top-level preferredChannels. If none fits, ask the user or offer signoz_create_notification_channel with user-provided config—never create automatically. Confirmed v2 policy routing may omit tier channels; supplied names are still validated.signoz://alert/instructions and signoz://alert/examples. For PromQL, read signoz://promql/instructions when needed.signoz_update_alertUpdate an existing alert rule via PUT /api/v2/rules/{id}. This fully replaces the rule: reuse signoz_get_alert, signoz://alert/instructions, signoz://alert/examples, and fully paginated signoz_list_notification_channels results only from the same still-current prepared operation; otherwise read/call them, refreshing only if state may have changed, then preserve unchanged fields. Direct v2 needs an exact listed name on every tier; confirmed v2 policy routing may omit them. V1 anomalies use direct top-level preferredChannels and cannot use policy routing.
id (required) - UUIDv7 of the rule to update (obtain from signoz_list_alert_rules / signoz_get_alert).signoz_create_alert).signoz_delete_alertDelete an alert rule via DELETE /api/v2/rules/{id}. Irreversible—discover the ID with signoz_list_alert_rules and confirm the exact rule first. When both steps are already complete, call the delete tool directly without repeating list/get preflight.
id (required) - UUIDv7 of the rule to delete. The server rejects non-UUIDv7 values with invalid_input.signoz_delete_dashboardPermanently delete a confirmed tenant dashboard by ID. The deletion is irreversible; use signoz_list_dashboards to discover the UUID. Use signoz_delete_view for a saved Explorer view.
id (required) - Dashboard UUID to deletesignoz_list_notification_channelsList paginated notification-channel summaries (id, name, type, timestamps). Use this to verify alert channel names, avoid duplicate channel names, or discover an ID. It does not return provider-specific settings; use signoz_get_notification_channel for those.
limit (optional) - Maximum number of channels to return per page (default: 50, max: 1000; higher values are clamped)offset (optional) - Offset for pagination (default: 0)signoz_create_notification_channelCreate a notification channel and send a test notification. First call signoz_list_notification_channels and confirm the requested name is unused.
type (required) - Channel type: slack, webhook, pagerduty, email, opsgenie, msteamsname (required) - Unique channel name, verified against signoz_list_notification_channelssend_resolved (optional) - Send notifications when alerts resolve. Boolean (or the strings "true"/"false"), default: trueslack_api_url, webhook_url, pagerduty_routing_key, email_to, opsgenie_api_key, or msteams_webhook_urlsignoz_update_notification_channelFully replace an existing notification channel and send a test notification. First find the ID with signoz_list_notification_channels, fetch the complete configuration with signoz_get_notification_channel, then preserve every field not requested for change.
id (required) - Notification channel UUIDtype (required) - Channel typename (required) - Channel namesend_resolved (optional) - Complete replacement setting. Copy the fetched value unless changing it; omission resets to truesignoz_get_notification_channelGet all provider-specific settings for one notification channel by ID (GET /api/v1/channels/{id}). Use signoz_list_notification_channels to discover IDs.
id (required) - Notification channel UUIDsignoz_delete_notification_channelDelete a notification channel by ID (DELETE /api/v1/channels/{id}). Irreversible—resolve its ID and confirm the exact channel first. When both steps are already complete, call the delete tool directly without repeating list/get preflight. This tool does not check whether alert rules reference it; inspect configured rules first when dependency safety is required.
id (required) - Notification channel UUIDsignoz_execute_builder_queryRuns a SigNoz Query Builder v5 request that the dedicated tools cannot express, including multi-query requests, formulas, PromQL, and ClickHouse SQL. Prefer signoz_search_logs / signoz_search_traces for rows, signoz_aggregate_logs / signoz_aggregate_traces for grouped results, and signoz_query_metrics for ordinary metrics.
query (required) - Complete SigNoz Query Builder v5 JSON objectcompositeQuery.queries[i].type selects the spec shape:
builder_query — signal-specific spec (logs/traces/metrics) with filter, aggregations, groupBy, etc.builder_formula — formula expression referencing other query names (e.g. A / B * 100).promql — {name, query, disabled, step?, legend?}. PromQL for OTel metrics requires the Prometheus 3.x UTF-8 quoted-selector form {"metric.name.with.dots"}; read the signoz://promql/instructions resource for details.clickhouse_sql — {name, query, disabled, legend?}.spec.limit and non-empty v5 spec.order (not dashboard/editor orderBy) on every builder_query and builder_formula. When omitted, null, or zero, standalone limits and formula-result limits default to 100; a builder query referenced by a formula defaults to 10000 because base-query limits are applied before formula evaluation. Raw logs order by timestamp desc, id desc; raw traces by timestamp desc; metric scalar/time-series queries and formulas by __result desc; and log/trace scalar/time-series queries by the primary aggregation descending. Valid caller-supplied values are preserved. The response appends a decisions note when defaults are inserted.signoz://logs/query-builder-guide for logs, signoz://traces/query-builder-guide for traces, signoz://metrics-aggregation-guide for metrics/formulas, and signoz://promql/instructions for PromQL.missingKeys array in the structured error content| Variable | Description | Required |
|---|---|---|
SIGNOZ_URL | SigNoz instance URL | Yes (stdio); Optional (http with OAuth) |
SIGNOZ_API_KEY | SigNoz API key (get from Settings → API Keys in the SigNoz UI) | Yes (stdio); Optional (http with OAuth) |
LOG_LEVEL | Logging level: info(default), debug, warn, error | No |
TRANSPORT_MODE | MCP transport mode: stdio(default) or http | No |
MCP_SERVER_HOST | Host/interface for HTTP transport mode (default: empty, which listens on all interfaces). Set to 127.0.0.1 for loopback-only access. | No |
MCP_SERVER_PORT | Port for HTTP transport mode (default: 8000) | No |
MCP_MAX_REQUEST_BYTES | Max inbound MCP HTTP request body size in bytes (default: 4194304 / 4 MiB). Bounds memory from a single oversized request. | No |
CLIENT_CACHE_SIZE | Maximum cached tenant clients in multi-tenant HTTP mode (default: 256) | No |
CLIENT_CACHE_TTL_MINUTES | Tenant-client cache lifetime in minutes (default: 30) | No |
SIGNOZ_DOCS_REFRESH_INTERVAL | Runtime docs sitemap refresh interval (Go duration, default: 6h) | No |
SIGNOZ_DOCS_FULL_REFRESH_INTERVAL | Runtime full docs refresh interval (Go duration, default: 24h) | No |
OAUTH_ENABLED | Enable OAuth 2.1 authentication flow (true/false) | No (default: false) |
OAUTH_TOKEN_SECRET | Encryption key for OAuth tokens (min 32 bytes, e.g. openssl rand -base64 32) | Yes when OAUTH_ENABLED=true |
OAUTH_ISSUER_URL | Public URL of this MCP server (used in OAuth metadata discovery) | Yes when OAUTH_ENABLED=true |
OAUTH_ACCESS_TOKEN_TTL_MINUTES | Access token lifetime in minutes (default: 60) | No |
OAUTH_REFRESH_TOKEN_TTL_MINUTES | Refresh token lifetime in minutes (default: 43200 / 30d) | No |
OAUTH_AUTH_CODE_TTL_SECONDS | Authorization code lifetime in seconds (default: 600 / 10min) | No |
SIGNOZ_CUSTOM_HEADERS | Extra HTTP headers added to every API request, useful when SigNoz is behind a reverse proxy requiring auth (e.g. CF-Access-Client-Id:id.access,CF-Access-Client-Secret:secret). Format: Key1:Value1,Key2:Value2 | No |
SIGNOZ_INSTANCE_URL_ALLOWLIST | Multi-tenant (http) only: comma-separated allowlist of SigNoz backend hosts the server will proxy to. Entries are exact hosts (signoz.example.com) or wildcards (*.us.signoz.cloud, which matches any subdomain ending in .us.signoz.cloud); a scheme/port/path accidentally included in an entry is tolerated and reduced to the bare host. When set, SigNoz instance URLs that do not match are refused at every ingress: the OAuth setup form and X-SigNoz-URL header return HTTP 403, the OAuth token endpoint (incl. existing refresh tokens) returns invalid_grant, and /mcp requests via an OAuth token return 403. All increment a disallowed_signoz_url-tagged failure metric for alerting (not logged per-request, to avoid noise from misconfigured/looping clients), and the rejection message points SigNoz Cloud users to their region's MCP URL (mcp.<region>.signoz.cloud) with a docs link. Empty/unset allows any host. The operator's own SIGNOZ_URL is exempt. | No |
ANALYTICS_ENABLED | Enable product analytics (true/false; default: false) | No |
SEGMENT_KEY | Segment write key used only when analytics is enabled | No |
OTEL_EXPORTER_OTLP_ENDPOINT | OTLP gRPC endpoint for the MCP server's own traces and metrics. Internal telemetry export is disabled when no OTLP endpoint/exporter is configured. For plaintext collectors, use an http:// endpoint such as http://localhost:4317. | No |
OTEL_EXPORTER_OTLP_TRACES_ENDPOINT | Trace-specific OTLP gRPC endpoint; overrides OTEL_EXPORTER_OTLP_ENDPOINT for traces. | No |
OTEL_EXPORTER_OTLP_METRICS_ENDPOINT | Metrics-specific OTLP gRPC endpoint; overrides OTEL_EXPORTER_OTLP_ENDPOINT for metrics. | No |
OTEL_TRACES_EXPORTER | Set to none to disable internal trace export even when an OTLP endpoint is configured. | No |
OTEL_METRICS_EXPORTER | Set to none to disable internal metrics export and runtime metrics even when an OTLP endpoint is configured. | No |
The MCP server does not run an OTLP log exporter; logs are emitted as JSON to stderr. OTEL_LOGS_EXPORTER is therefore not used.
Requires Node.js. See Anthropic MCPB for details.
./bundle/bundle.mcpbSIGNOZ_URL, SIGNOZ_API_KEY, and optionally LOG_LEVELFor a detailed overview of request flow, component interactions, and design decisions, see docs/architecture.md.
See CONTRIBUTING.md for development workflow, required docs/manifest sync for MCP changes, and PR checklist.
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