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At Universe, GitHub folds Copilot into Enterprise seats and lets Copilot Fusion pick the model.
Alternatives · developer tools
Jaeger alternatives
The best Jaeger alternatives in developer tools, ranked by Sparkpulse's velocity_score.
Updated Nov 1, 2026
Looking for the best alternatives to Jaeger? Sparkpulse tracks and ranks 12 alternatives in developer tools by shipping velocity — how frequently each ships meaningful updates, verified from official changelogs. For reference, Jaeger shipped 0 meaningful updates in the last 30 days and carries a velocity score of 3.8 out of 10 in 2026. The alternatives below are ranked the same way, so you're comparing real release momentum, not marketing claims.
About Jaeger
Jaeger folds its MCP server into the query service and drops Elasticsearch 6
Jaeger's 2.x line is releasing roughly monthly, and two threads dominate. The storage layer is being modernised and pruned — Elasticsearch 6 support removed, rotation and index-cleaner feature gates promoted to beta, ClickHouse gaining TLS and analyzer fixes, configurable max trace duration. The other thread is the query surface: a lightweight trace-summaries endpoint added in 2.19 then given a native Elasticsearch implementation in 2.20, and the MCP extension merged into the query extension.
Velocity 3.8 · Last update 3mo ago
Top 12 alternatives to Jaeger
Ranked by recent ship velocity. Tap any card for the full editorial breakdown, or pivot to a head-to-head.
INFRA · APIS
CircleCI Server 4.10.2 and 4.9.7 carry the eMudhra distrust to self-hosted installs.
INFRA · APIS
incident.io's agent now runs your team's own tools, with a human approval before any change.
INFRA · APIS
Redocly finishes the Reunite config rename and points its agent at support desks.
INFRA · APIS
Hatchet brings durable streams to Python, Ruby and Go, and takes round trips out of dispatch.
INFRA · APIS
Payload 4.0 beta 6 upgrades Lexical and makes every version restore a draft.
INFRA · APIS
Chromatic for React Native takes visual tests to iOS simulators and Android emulators.
INFRA · APIS
Retool's app builder hits GA, generating React apps, with spend controls beside it.
INFRA · APIS
Jackett ships a daily build to keep hundreds of torrent indexers working as sites move and close.
INFRA · APIS
Airflow 3.4 moves to a second release candidate three days after the first.
INFRA · APIS
Sonarr 5.0 swaps its interactive search table for cards and trims what counts as advanced.
INFRA · APIS
Duplicati 2.4.1 stable brings delta backups for Microsoft 365 and scheduled restore tests.
Jaeger vs alternatives — shipping velocity at a glance
Velocity score (0–10) and meaningful releases shipped in the last 30 days, from official changelogs. Higher = shipping faster.
| Product | Velocity | Sparks · 30d | Focus areas | Latest release |
|---|---|---|---|---|
| Jaeger (baseline) | 3.8 | 0 | mcptrace-summarieselasticsearch | MCP merges into the query service; Elasticsearch 6 support removed |
| GitHub | 10.0 | 2 | copilotmodel-routingenterprise-bundling | Route and orchestrate models with GitHub Copilot Fusion |
| CircleCI | 7.5 | 0 | ci/cdself-hostedidentity | — |
| incident.io | 7.5 | 2 | ai investigationsagent extensibilityhuman approval | Extensions connect internal tools and know-how to the Nexus agent |
| Redocly | 6.3 | 0 | api documentationdocs agentsdeveloper portal | — |
| Hatchet | 6.3 | 0 | durable executiondurable streamsserverless | — |
| Payload CMS | 6.3 | 0 | headless-cmsmajor-releaserich-text | — |
| Chromatic | 6.3 | 1 | visual-testingreact-nativestorybook | Chromatic for React Native |
| Retool | 6.3 | 0 | internal toolsapp builderai governance | — |
| Jackett | 5.0 | 0 | torrent indexersopen sourcemedia automation | — |
| Apache Airflow | 5.0 | 0 | workflow-orchestrationdata-engineeringproviders | — |
| Sonarr | 5.0 | 0 | media automationself-hostedaccessibility | — |
| Duplicati | 5.0 | 0 | backuprestore-testingsaas-backup | — |
The 12 best Jaeger alternatives, in depth
1. GitHub · velocity 10.0
At Universe, GitHub folds Copilot into Enterprise seats and lets Copilot Fusion pick the model.
Over the last 30 days GitHub shipped 2 meaningful updates vs Jaeger's 0, most recently “Route and orchestrate models with GitHub Copilot Fusion”. Its velocity score of 10.0/10 blends that with longer-term release cadence.
Where Jaeger leans on mcp, trace summaries and elasticsearch, GitHub focuses on copilot, model routing and enterprise bundling.
Over the last 30 days GitHub has been shipping faster than Jaeger — a point in its favour if release momentum matters to you.
2. CircleCI · velocity 7.5
CircleCI Server 4.10.2 and 4.9.7 carry the eMudhra distrust to self-hosted installs.
Its velocity score of 7.5/10 reflects longer-term release cadence.
Where Jaeger leans on mcp, trace summaries and elasticsearch, CircleCI focuses on ci/cd, self hosted and identity.
CircleCI and Jaeger have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
3. incident.io · velocity 7.5
Incident.io's agent now runs your team's own tools, with a human approval before any change.
Over the last 30 days incident.io shipped 2 meaningful updates vs Jaeger's 0, most recently “Extensions connect internal tools and know-how to the Nexus agent”. Its velocity score of 7.5/10 blends that with longer-term release cadence.
Where Jaeger leans on mcp, trace summaries and elasticsearch, incident.io focuses on ai investigations, agent extensibility and human approval.
Over the last 30 days incident.io has been shipping faster than Jaeger — a point in its favour if release momentum matters to you.
Full incident.io trajectory → · Compare Jaeger vs incident.io →
4. Redocly · velocity 6.3
Redocly finishes the Reunite config rename and points its agent at support desks.
Its velocity score of 6.3/10 reflects longer-term release cadence.
Where Jaeger leans on mcp, trace summaries and elasticsearch, Redocly focuses on api documentation, docs agents and developer portal.
Redocly and Jaeger have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
5. Hatchet · velocity 6.3
Hatchet brings durable streams to Python, Ruby and Go, and takes round trips out of dispatch.
Its velocity score of 6.3/10 reflects longer-term release cadence.
Where Jaeger leans on mcp, trace summaries and elasticsearch, Hatchet focuses on durable execution, durable streams and serverless.
Hatchet and Jaeger have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
6. Payload CMS · velocity 6.3
Payload 4.0 beta 6 upgrades Lexical and makes every version restore a draft.
Its velocity score of 6.3/10 reflects longer-term release cadence.
Where Jaeger leans on mcp, trace summaries and elasticsearch, Payload CMS focuses on headless cms, major release and rich text.
Payload CMS and Jaeger have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full Payload CMS trajectory → · Compare Jaeger vs Payload CMS →
7. Chromatic · velocity 6.3
Chromatic for React Native takes visual tests to iOS simulators and Android emulators.
Over the last 30 days Chromatic shipped 1 meaningful update vs Jaeger's 0, most recently “Chromatic for React Native”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where Jaeger leans on mcp, trace summaries and elasticsearch, Chromatic focuses on visual testing, react native and storybook.
Over the last 30 days Chromatic has been shipping faster than Jaeger — a point in its favour if release momentum matters to you.
8. Retool · velocity 6.3
Retool's app builder hits GA, generating React apps, with spend controls beside it.
Its velocity score of 6.3/10 reflects longer-term release cadence.
Where Jaeger leans on mcp, trace summaries and elasticsearch, Retool focuses on internal tools, app builder and ai governance.
Retool and Jaeger have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
9. Jackett · velocity 5.0
Jackett ships a daily build to keep hundreds of torrent indexers working as sites move and close.
Its velocity score of 5.0/10 reflects longer-term release cadence.
Where Jaeger leans on mcp, trace summaries and elasticsearch, Jackett focuses on torrent indexers, open source and media automation.
Jackett and Jaeger have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
10. Apache Airflow · velocity 5.0
Airflow 3.4 moves to a second release candidate three days after the first.
Its velocity score of 5.0/10 reflects longer-term release cadence.
Where Jaeger leans on mcp, trace summaries and elasticsearch, Apache Airflow focuses on workflow orchestration, data engineering and providers.
Apache Airflow and Jaeger have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full Apache Airflow trajectory → · Compare Jaeger vs Apache Airflow →
11. Sonarr · velocity 5.0
Sonarr 5.0 swaps its interactive search table for cards and trims what counts as advanced.
Its velocity score of 5.0/10 reflects longer-term release cadence.
Where Jaeger leans on mcp, trace summaries and elasticsearch, Sonarr focuses on media automation, self hosted and accessibility.
Sonarr and Jaeger have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
12. Duplicati · velocity 5.0
Duplicati 2.4.1 stable brings delta backups for Microsoft 365 and scheduled restore tests.
Its velocity score of 5.0/10 reflects longer-term release cadence.
Where Jaeger leans on mcp, trace summaries and elasticsearch, Duplicati focuses on backup, restore testing and saas backup.
Duplicati and Jaeger have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Frequently asked questions
What are the best alternatives to Jaeger?
The top Jaeger alternatives we currently track in developer tools are GitHub, CircleCI, incident.io, Redocly, Hatchet, ranked by recent ship velocity.
How is this list of Jaeger alternatives ranked?
Alternatives are ranked by Sparkpulse's velocity_score — release cadence + 30-day spark count + sector-relative ship rate.
Can I compare Jaeger directly with one of these alternatives?
Yes — every card has a "Compare with Jaeger" link to a side-by-side /compare page.