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GitHub sets a December 8 cutoff for ARM32 Actions runners and opens AI Scan to the API.
Alternatives · developer tools
Groq alternatives
The best Groq alternatives in developer tools, ranked by Sparkpulse's velocity_score.
Updated Nov 14, 2026
Looking for the best alternatives to Groq? Sparkpulse tracks and ranks 12 alternatives in developer tools by shipping velocity — how frequently each ships meaningful updates, verified from official changelogs. For reference, Groq shipped 0 meaningful updates in the last 30 days and carries a velocity score of 0.0 out of 10 in 2026. The alternatives below are ranked the same way, so you're comparing real release momentum, not marketing claims.
About Groq
Groq is climbing off raw inference: hosted tools and MCP connectors now sit above the chips.
GroqCloud's changelog splits three ways: model availability (MiniMax M2.5, Qwen3-VL for enterprise, GPT-OSS variants), speech work consolidating on Orpheus after the PlayAI deprecation, and a newer line of server-side capabilities — browser search as a built-in tool, and MCP connectors for Google Workspace. SDK releases are maintenance-grade following December 2025's 1.0 GA. Cadence has thinned since Q1, with the most recent captured entries dating to April.
Velocity 0.0 · Last update 3mo ago
Top 12 alternatives to Groq
Ranked by recent ship velocity. Tap any card for the full editorial breakdown, or pivot to a head-to-head.
INFRA · APIS
Airflow's Go, Java and TypeScript SDKs all reach 1.0 on the same day.
INFRA · APIS
Prowler 5.49 asks a new question after each scan: which of your servers run an image under attack?
INFRA · APIS
Chromatic opens a beta that lets coding agents read and fix visual test failures.
INFRA · APIS
Ably's AI Transport hits 1.0 and plugs straight into Vercel's useChat with resumable streams.
INFRA · APIS
CircleCI's SSH reruns now open from the browser, through one trusted address.
INFRA · APIS
Hatchet chases DAG crash loops through three engine patches in a day.
INFRA · APIS
GravityKit folds every GravityView extension into one Pro plugin.
INFRA · APIS
Payload's v4 beta.9 keeps every past image crop and raises the Node floor again.
INFRA · APIS
Nautobot 3.3 alpha 2 adds test helpers and a cable location filter after 3.2.9's token-leak fix.
INFRA · APIS
Shuffle tags builds almost daily, but the notes are empty.
INFRA · APIS
Wazuh hardens its 4.14 line while 5.0 rebuilds how agents talk to the manager.
Groq 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 |
|---|---|---|---|---|
| Groq (baseline) | 0.0 | 0 | inferencemcpbuilt-in-tools | — |
| GitHub | 10.0 | 0 | copilotcode-securityactions | — |
| Apache Airflow | 7.5 | 1 | workflow orchestrationdata engineeringmulti-language sdks | Apache Airflow Java SDK 1.0.0 |
| Prowler | 7.5 | 2 | cloud-securityvulnerability managementexploitability | Prowler 5.49 matches cloud instances against threat signatures |
| Chromatic | 7.5 | 2 | visual-testingai-agentsreact-native | Chromatic for agents beta |
| Ably | 7.5 | 2 | ai transportrealtime messagingagents | AI Transport 1.0 makes Ably a resumable transport for AI chat |
| CircleCI | 6.3 | 0 | ci/cddebuggingapi deprecation | — |
| Hatchet | 6.3 | 0 | durable-executionreliabilitysdks | — |
| GravityKit | 5.0 | 0 | wordpressformsno-code | — |
| Payload CMS | 5.0 | 0 | headless-cmsv4-betafile-uploads | — |
| Nautobot | 5.0 | 0 | network-automationsecuritypermissions | — |
| Shuffle | 5.0 | 0 | security-automationsoaropen-source | — |
| Wazuh | 5.0 | 0 | siemendpoint-securityopen-source | — |
The 12 best Groq alternatives, in depth
1. GitHub · velocity 10.0
GitHub sets a December 8 cutoff for ARM32 Actions runners and opens AI Scan to the API.
Its velocity score of 10.0/10 reflects longer-term release cadence.
Where Groq leans on inference, mcp and built in tools, GitHub focuses on copilot, code security and actions.
GitHub and Groq have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
2. Apache Airflow · velocity 7.5
Airflow's Go, Java and TypeScript SDKs all reach 1.0 on the same day.
Over the last 30 days Apache Airflow shipped 1 meaningful update vs Groq's 0, most recently “Apache Airflow Java SDK 1.0.0”. Its velocity score of 7.5/10 blends that with longer-term release cadence.
Where Groq leans on inference, mcp and built in tools, Apache Airflow focuses on workflow orchestration, data engineering and multi language sdks.
Over the last 30 days Apache Airflow has been shipping faster than Groq — a point in its favour if release momentum matters to you.
Full Apache Airflow trajectory → · Compare Groq vs Apache Airflow →
3. Prowler · velocity 7.5
Prowler 5.49 asks a new question after each scan: which of your servers run an image under attack?
Over the last 30 days Prowler shipped 2 meaningful updates vs Groq's 0, most recently “Prowler 5.49 matches cloud instances against threat signatures”. Its velocity score of 7.5/10 blends that with longer-term release cadence.
Where Groq leans on inference, mcp and built in tools, Prowler focuses on cloud security, vulnerability management and exploitability.
Over the last 30 days Prowler has been shipping faster than Groq — a point in its favour if release momentum matters to you.
4. Chromatic · velocity 7.5
Chromatic opens a beta that lets coding agents read and fix visual test failures.
Over the last 30 days Chromatic shipped 2 meaningful updates vs Groq's 0, most recently “Chromatic for agents beta”. Its velocity score of 7.5/10 blends that with longer-term release cadence.
Where Groq leans on inference, mcp and built in tools, Chromatic focuses on visual testing, ai agents and react native.
Over the last 30 days Chromatic has been shipping faster than Groq — a point in its favour if release momentum matters to you.
5. Ably · velocity 7.5
Ably's AI Transport hits 1.0 and plugs straight into Vercel's useChat with resumable streams.
Over the last 30 days Ably shipped 2 meaningful updates vs Groq's 0, most recently “AI Transport 1.0 makes Ably a resumable transport for AI chat”. Its velocity score of 7.5/10 blends that with longer-term release cadence.
Where Groq leans on inference, mcp and built in tools, Ably focuses on ai transport, realtime messaging and agents.
Over the last 30 days Ably has been shipping faster than Groq — a point in its favour if release momentum matters to you.
6. CircleCI · velocity 6.3
CircleCI's SSH reruns now open from the browser, through one trusted address.
Its velocity score of 6.3/10 reflects longer-term release cadence.
Where Groq leans on inference, mcp and built in tools, CircleCI focuses on ci/cd, debugging and api deprecation.
CircleCI and Groq have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
7. Hatchet · velocity 6.3
Hatchet chases DAG crash loops through three engine patches in a day.
Its velocity score of 6.3/10 reflects longer-term release cadence.
Where Groq leans on inference, mcp and built in tools, Hatchet focuses on durable execution, reliability and sdks.
Hatchet and Groq have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
8. GravityKit · velocity 5.0
GravityKit folds every GravityView extension into one Pro plugin.
Its velocity score of 5.0/10 reflects longer-term release cadence.
Where Groq leans on inference, mcp and built in tools, GravityKit focuses on wordpress, forms and no code.
GravityKit and Groq have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
9. Payload CMS · velocity 5.0
Payload's v4 beta.9 keeps every past image crop and raises the Node floor again.
Its velocity score of 5.0/10 reflects longer-term release cadence.
Where Groq leans on inference, mcp and built in tools, Payload CMS focuses on headless cms, v4 beta and file uploads.
Payload CMS and Groq 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 Groq vs Payload CMS →
10. Nautobot · velocity 5.0
Nautobot 3.3 alpha 2 adds test helpers and a cable location filter after 3.2.9's token-leak fix.
Its velocity score of 5.0/10 reflects longer-term release cadence.
Where Groq leans on inference, mcp and built in tools, Nautobot focuses on network automation, security and permissions.
Nautobot and Groq have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
11. Shuffle · velocity 5.0
Shuffle tags builds almost daily, but the notes are empty.
Its velocity score of 5.0/10 reflects longer-term release cadence.
Where Groq leans on inference, mcp and built in tools, Shuffle focuses on security automation, soar and open source.
Shuffle and Groq have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
12. Wazuh · velocity 5.0
Wazuh hardens its 4.14 line while 5.0 rebuilds how agents talk to the manager.
Its velocity score of 5.0/10 reflects longer-term release cadence.
Where Groq leans on inference, mcp and built in tools, Wazuh focuses on siem, endpoint security and open source.
Wazuh and Groq 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 Groq?
The top Groq alternatives we currently track in developer tools are GitHub, Apache Airflow, Prowler, Chromatic, Ably, ranked by recent ship velocity.
How is this list of Groq alternatives ranked?
Alternatives are ranked by Sparkpulse's velocity_score — release cadence + 30-day spark count + sector-relative ship rate.
Can I compare Groq directly with one of these alternatives?
Yes — every card has a "Compare with Groq" link to a side-by-side /compare page.