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Copilot's model roster churns weekly while GitHub quietly rewires policy and billing plumbing
Alternatives · software development tools
Agno alternatives
The best Agno alternatives in software development tools, ranked by Sparkpulse's velocity_score.
Updated Aug 12, 2026
Looking for the best alternatives to Agno? Sparkpulse tracks and ranks 12 alternatives in software development tools by shipping velocity — how frequently each ships meaningful updates, verified from official changelogs. For reference, Agno shipped 1 meaningful update in the last 30 days and carries a velocity score of 10.0 out of 10 in 2026. The alternatives below are ranked the same way, so you're comparing real release momentum, not marketing claims.
About Agno
Agno's whole visible changelog is one release, v2.7.3, split across six rows.
Every entry in this window is v2.7.3, dated 14 July 2026 — the feed publishes one row per change note rather than one per release, so a single version fills the timeline. The release adds ValkeyDb as an in-memory store for agent, team and workflow session state, RedmineTools for reading, creating, commenting on and logging time against issues, and wider human-in-the-loop confirmation, input and feedback support in AG-UI. The rest is MCP correctness: a clear error when a server is unreachable, and support for tools returning only structuredContent with no text block.
Velocity 10.0 · Last update 6d ago
Top 12 alternatives to Agno
Ranked by recent ship velocity. Tap any card for the full editorial breakdown, or pivot to a head-to-head.
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Workato just made itself the control plane for every MCP server in the building.
DEVOPS
The blog has become a teaching channel, with the real releases arriving as Gateway API and deprecation notices.
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Betaflight grew a real autopilot: waypoint missions, geofence RTH and MAVLink ground control
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OceanBase is rebuilding itself as a RAG backend without giving up the HTAP story
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Two branches running in parallel: 3.13 LTS on security patches, 3.14 promoting experiments to stable.
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Vitest 5 reaches RC after a beta line that reworked config, mocking defaults, and the browser runner.
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A dependency-bump treadmill interrupted by the first real accessibility push in months.
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Jenkins is shrinking its own war file and rebuilding its UI, one weekly release at a time
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Six releases in a week: one new capability, one revert, the rest corrective
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Tigris still ships features inside essays, and the newest one is a recycle bin.
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Four branches on a servicing drumbeat, with 10.0 taking the only real fixes.
Agno 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 |
|---|---|---|---|---|
| Agno (baseline) | 10.0 | 1 | agent-frameworkmcpsession-storage | Ask your AgentOS how it's doing, in plain English |
| GitHub | 10.0 | 1 | copilotmodel-catalogrulesets | Copilot memory and Ollama in GitHub Copilot for JetBrains |
| Workato | 7.5 | 1 | mcp-governanceagent-platformaccess-control | MCP Registry — Now Generally Available |
| Kubernetes | 6.3 | 1 | gateway-apideprecationskubectl | Gateway API v1.6: TCPRoute and UDPRoute Graduate to Standard |
| Betaflight | 6.3 | 1 | fpvflight-controllerautopilot | Betaflight 2026.6.1 ships AUTOPILOT mode and waypoint missions |
| OceanBase | 6.3 | 1 | distributed-databasehtapvector-search | v4.6.0_CE |
| Prometheus | 5.0 | 0 | promqlobservabilitylts | 3.13.0 LTS: credentials no longer follow cross-host redirects |
| Vitest | 5.0 | 0 | testingbreaking-changesmonorepo | — |
| Swagger UI | 5.0 | 0 | accessibilitymaintenancedependency-bumps | — |
| Jenkins | 5.0 | 0 | release-trainplugin-unbundlingui-refresh | — |
| Manticore Search | 5.0 | 0 | search-enginepatch-releasesknn | — |
| Tigris | 5.0 | 0 | object-storageimmutabilityagent-native | — |
| ASP.NET Core | 5.0 | 0 | servicing-releasesblazormulti-branch | — |
The 12 best Agno alternatives, in depth
1. GitHub · velocity 10.0
Copilot's model roster churns weekly while GitHub quietly rewires policy and billing plumbing.
Over the last 30 days GitHub shipped 1 meaningful update vs Agno's 1, most recently “Copilot memory and Ollama in GitHub Copilot for JetBrains”. Its velocity score of 10.0/10 blends that with longer-term release cadence.
Where Agno leans on agent framework, mcp and session storage, GitHub focuses on copilot, model catalog and rulesets.
GitHub and Agno have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
2. Workato · velocity 7.5
Workato just made itself the control plane for every MCP server in the building.
Over the last 30 days Workato shipped 1 meaningful update vs Agno's 1, most recently “MCP Registry — Now Generally Available”. Its velocity score of 7.5/10 blends that with longer-term release cadence.
Where Agno leans on agent framework, mcp and session storage, Workato focuses on mcp governance, agent platform and access control.
Workato and Agno have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
3. Kubernetes · velocity 6.3
The blog has become a teaching channel, with the real releases arriving as Gateway API and deprecation notices.
Over the last 30 days Kubernetes shipped 1 meaningful update vs Agno's 1, most recently “Gateway API v1.6: TCPRoute and UDPRoute Graduate to Standard”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where Agno leans on agent framework, mcp and session storage, Kubernetes focuses on gateway api, deprecations and kubectl.
Kubernetes and Agno have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
4. Betaflight · velocity 6.3
Betaflight grew a real autopilot: waypoint missions, geofence RTH and MAVLink ground control.
Over the last 30 days Betaflight shipped 1 meaningful update vs Agno's 1, most recently “Betaflight 2026.6.1 ships AUTOPILOT mode and waypoint missions”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where Agno leans on agent framework, mcp and session storage, Betaflight focuses on fpv, flight controller and autopilot.
Betaflight and Agno have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
5. OceanBase · velocity 6.3
OceanBase is rebuilding itself as a RAG backend without giving up the HTAP story.
Over the last 30 days OceanBase shipped 1 meaningful update vs Agno's 1, most recently “v4.6.0_CE”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where Agno leans on agent framework, mcp and session storage, OceanBase focuses on distributed database, htap and vector search.
OceanBase and Agno have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
6. Prometheus · velocity 5.0
Two branches running in parallel: 3.13 LTS on security patches, 3.14 promoting experiments to stable.
Over the last 30 days Prometheus shipped 0 meaningful updates vs Agno's 1, most recently “3.13.0 LTS: credentials no longer follow cross-host redirects”. Its velocity score of 5.0/10 blends that with longer-term release cadence.
Where Agno leans on agent framework, mcp and session storage, Prometheus focuses on promql, observability and lts.
Prometheus has shipped fewer meaningful updates than Agno in the last 30 days, so weigh it on fit and feature depth rather than recent pace.
7. Vitest · velocity 5.0
Vitest 5 reaches RC after a beta line that reworked config, mocking defaults, and the browser runner.
Over the last 30 days Vitest shipped 0 meaningful updates vs Agno's 1. Its velocity score of 5.0/10 blends that with longer-term release cadence.
Where Agno leans on agent framework, mcp and session storage, Vitest focuses on testing, breaking changes and monorepo.
Vitest has shipped fewer meaningful updates than Agno in the last 30 days, so weigh it on fit and feature depth rather than recent pace.
8. Swagger UI · velocity 5.0
A dependency-bump treadmill interrupted by the first real accessibility push in months.
Over the last 30 days Swagger UI shipped 0 meaningful updates vs Agno's 1. Its velocity score of 5.0/10 blends that with longer-term release cadence.
Where Agno leans on agent framework, mcp and session storage, Swagger UI focuses on accessibility, maintenance and dependency bumps.
Swagger UI has shipped fewer meaningful updates than Agno in the last 30 days, so weigh it on fit and feature depth rather than recent pace.
9. Jenkins · velocity 5.0
Jenkins is shrinking its own war file and rebuilding its UI, one weekly release at a time.
Over the last 30 days Jenkins shipped 0 meaningful updates vs Agno's 1. Its velocity score of 5.0/10 blends that with longer-term release cadence.
Where Agno leans on agent framework, mcp and session storage, Jenkins focuses on release train, plugin unbundling and ui refresh.
Jenkins has shipped fewer meaningful updates than Agno in the last 30 days, so weigh it on fit and feature depth rather than recent pace.
10. Manticore Search · velocity 5.0
Six releases in a week: one new capability, one revert, the rest corrective.
Over the last 30 days Manticore Search shipped 0 meaningful updates vs Agno's 1. Its velocity score of 5.0/10 blends that with longer-term release cadence.
Where Agno leans on agent framework, mcp and session storage, Manticore Search focuses on search engine, patch releases and knn.
Manticore Search has shipped fewer meaningful updates than Agno in the last 30 days, so weigh it on fit and feature depth rather than recent pace.
Full Manticore Search trajectory → · Compare Agno vs Manticore Search →
11. Tigris · velocity 5.0
Tigris still ships features inside essays, and the newest one is a recycle bin.
Over the last 30 days Tigris shipped 0 meaningful updates vs Agno's 1. Its velocity score of 5.0/10 blends that with longer-term release cadence.
Where Agno leans on agent framework, mcp and session storage, Tigris focuses on object storage, immutability and agent native.
Tigris has shipped fewer meaningful updates than Agno in the last 30 days, so weigh it on fit and feature depth rather than recent pace.
12. ASP.NET Core · velocity 5.0
Four branches on a servicing drumbeat, with 10.0 taking the only real fixes.
Over the last 30 days ASP.NET Core shipped 0 meaningful updates vs Agno's 1. Its velocity score of 5.0/10 blends that with longer-term release cadence.
Where Agno leans on agent framework, mcp and session storage, ASP.NET Core focuses on servicing releases, blazor and multi branch.
ASP.NET Core has shipped fewer meaningful updates than Agno in the last 30 days, so weigh it on fit and feature depth rather than recent pace.
Full ASP.NET Core trajectory → · Compare Agno vs ASP.NET Core →
Frequently asked questions
What are the best alternatives to Agno?
The top Agno alternatives we currently track in software development tools are GitHub, Workato, Kubernetes, Betaflight, OceanBase, ranked by recent ship velocity.
How is this list of Agno alternatives ranked?
Alternatives are ranked by Sparkpulse's velocity_score — release cadence + 30-day spark count + sector-relative ship rate.
Can I compare Agno directly with one of these alternatives?
Yes — every card has a "Compare with Agno" link to a side-by-side /compare page.