# monoscope-tech/monoscope

Monoscope lets you ingest and explore your logs, traces and metrics. We store these in S3 compatible buckets. Query in natural language via LLMs.

Repository: https://github.com/monoscope-tech/monoscope
Canonical: https://ross.abutalabs.com/products/monoscope
Homepage: https://monoscope.tech
Language: Haskell
License: AGPL-3.0
License Family: copyleft
Topics: haskell, logs, metrics, monitoring, observability, opentelemetry, s3, self-hosted, timescaledb, tracing
Last push: 2026-08-26T17:43:53+00:00

## Health v2 (maintenance only)
Score: 98/100 (v2, computed 2026-09-03T02:20:16.233290+00:00)
- activity 99, release rhythm 96, longevity 100
- inputs: {"age_days": 1699, "days_push": 7, "days_rel": 26, "gap_med": 7.5, "n_releases_24m": 17}
- flags: none
- formula: round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)

## Adoption (not part of the score)
Stars 1639, forks 67 (observed 2026-08-28T04:05:14.684320+00:00)

## What it is
Monoscope is an open-source observability platform for ingesting and exploring logs, traces, and metrics stored in your own S3-compatible buckets. It supports natural-language querying via LLMs, AI agents for anomaly detection, scheduled email reports, and OpenTelemetry-native integrations.

## Use cases
- self-host log and trace storage in my own S3 buckets
- query logs with natural language using an LLM
- detect API anomalies and get daily email reports
- monitor API endpoints and track breaking changes
- correlate logs, metrics, traces, and session replays in one dashboard
- live tail logs and traces in real time
- integrate OpenTelemetry SDKs into my services

## When to choose
- you want an affordable, self-hosted alternative to Datadog with your data in your own S3 storage
- you need unified logs, metrics, and traces with OpenTelemetry support
- you want LLM-powered natural-language search and AI anomaly agents over telemetry

## When to avoid
- you need full-featured self-hosted alerting to Slack or PagerDuty (limited in the free self-hosted tier)
- you require built-in auth and SSO without DIY setup
- you prefer a mature ecosystem like Grafana LGTM or ELK with large community support

## Facets
- artifact type: service
- maturity: active
- function: monitoring, logging, tracing, alerting, analytics, search-engine, self-hosted
- domain: monitoring, apis, backend, large-language-models
- platform: self-hosted, cloud
- tags: observability, opentelemetry, s3-storage, timescaledb, natural-language-queries, ai-agents, error-tracking, api-monitoring, haskell, devops, docker, linux, web-server

## Member repositories
- monoscope-tech/monoscope (main) score 98

## Provenance
- Observed fields: from GitHub, fetched 2026-08-28T04:05:14.684320+00:00.
- Health v2: computed from the inputs above; adoption is never an input.
- Inferred fields (summary, facets, guidance): AI-extracted, prompt v1, taxonomy v1, on 2026-08-30T03:46:31.645707+00:00, confidence not recorded.
  - readme: https://github.com/monoscope-tech/monoscope (fetched 2026-08-28T04:05:14.684320+00:00, sha 63f0d9fb7946)
  - homepage: https://monoscope.tech (fetched 2026-08-29T11:19:45.328830+00:00, sha 490f366e9641)
  - site_page: https://monoscope.tech/docs/onboarding (fetched 2026-08-29T11:19:45.360571+00:00, sha ffe00204a392)
  - site_page: https://monoscope.tech/docs/sdks (fetched 2026-08-29T11:19:45.363216+00:00, sha 6a2f04b9fbdc)
  - site_page: https://monoscope.tech/docs/dashboard (fetched 2026-08-29T11:19:45.365227+00:00, sha 76c73db55fec)
  - site_page: https://monoscope.tech/features/error-tracking (fetched 2026-08-29T11:19:45.367357+00:00, sha c1ad60ab54b9)
  - site_page: https://monoscope.tech/features/api-analytics (fetched 2026-08-29T11:19:45.369554+00:00, sha c3440ced3fc4)
  - site_page: https://monoscope.tech/features/api-management (fetched 2026-08-29T11:19:45.371586+00:00, sha b3a565965dc5)
  - site_page: https://monoscope.tech/features/api-observability (fetched 2026-08-29T11:19:45.373797+00:00, sha 9983c296a192)
  - site_page: https://monoscope.tech/changelog (fetched 2026-08-29T11:19:45.380471+00:00, sha 2b00846acafc)
- Data as of 2026-08-30T08:39:29.467469+00:00.
