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Comparison · DevOps

Agno vs Manticore Search

A side-by-side editorial comparison of Agno and Manticore Search — release velocity, themes, recent moves, and the top alternatives to consider.

Agno vs Manticore Search: at a glance

FeatureAgnoManticore Search
SectorDevOpsDevOps
Velocity score10.05.0
Sparks · 30d00
Top themesagentos, observability, durable-state, provider-integrationssearch-engine, open-source, sql, performance
Last editorial update2mo ago2d ago
Website—Visit →

What is Agno?

Agno keeps building the operations layer around its agents, not just the agents.

Agno is an agent framework that spent this window shipping the surfaces a deployment needs rather than new agent abstractions: aggregate latency and error stats in traces, a status endpoint for background metrics refreshes, a durable FileSystem that survives process restarts, and AgentOSTools, which lets an agent read its own platform's traces. Provider work continues in parallel — Smallest AI text-to-speech, OpenSearch as a vector store, Moonshot thinking toggles and multimodal input. The newest release moves in a different direction, adding followup suggestions an agent hands back to its user at the end of a response.

Read the full Agno trajectory →

What is Manticore Search?

Manticore 31.0.7 undoes a 2x COUNT(DISTINCT) slowdown its own collation fix caused.

Manticore Search's 31.x tags so far are fixes rather than features. 31.0.3 and 31.0.4 were CI and packaging work; 31.0.7 restores string COUNT(DISTINCT) speed after the 29.18.5 collation fix made it 2x slower (1.1 s to 2.4 s on the logs10m benchmark) by calling tolower() per byte. A lookup table replaces the call without changing hash values, so secondary indexes and histograms stay compatible.

Read the full Manticore Search trajectory →

Agno vs Manticore Search: editorial side-by-side

A
Agno
DEVOPS
10.0

Agno keeps building the operations layer around its agents, not just the agents.

◆ Current state

Agno is an agent framework that spent this window shipping the surfaces a deployment needs rather than new agent abstractions: aggregate latency and error stats in traces, a status endpoint for background metrics refreshes, a durable FileSystem that survives process restarts, and AgentOSTools, which lets an agent read its own platform's traces. Provider work continues in parallel — Smallest AI text-to-speech, OpenSearch as a vector store, Moonshot thinking toggles and multimodal input. The newest release moves in a different direction, adding followup suggestions an agent hands back to its user at the end of a response.

◆ Where it's heading

The centre of gravity is AgentOS. Most of what shipped assumes an Agno deployment that is already running, already traced, and now needs to be inspected, kept durable, and reported on. Integrations are additive and follow a consistent pattern — a toolkit or vectordb slotted in without changing what agents can do. Followup suggestions is the first entry here aimed at the person using an agent rather than the person operating one, and it is built the same way the rest is: an optional flag, a second model call, a field on the response.

◆ Prediction

Expect the AgentOS surface to keep widening — the ops toolkit reads from the database today, so a live handle or write-capable operations are the obvious next step. Whether followup suggestions signals a broader end-user layer or is a one-off convenience is not clear from these entries.

M5.0

Manticore 31.0.7 undoes a 2x COUNT(DISTINCT) slowdown its own collation fix caused.

◆ Current state

Manticore Search's 31.x tags so far are fixes rather than features. 31.0.3 and 31.0.4 were CI and packaging work; 31.0.7 restores string COUNT(DISTINCT) speed after the 29.18.5 collation fix made it 2x slower (1.1 s to 2.4 s on the logs10m benchmark) by calling tolower() per byte. A lookup table replaces the call without changing hash values, so secondary indexes and histograms stay compatible.

◆ Where it's heading

October has been correctness work on string handling (range filters, collation-aware COUNT(DISTINCT)) followed by fixing the performance cost of those fixes. The 31.x line still appears in the feed without notes on what features justified the major version.

◆ Prediction

Expect more 31.0.x patches in this vein. What new capability defines 31.x remains unclear from these entries.

Alternatives to Agno and Manticore Search

Other DevOps products tracked by Sparkpulse, ranked by recent ship velocity. Each card links to a full editorial trajectory and lets you pivot into a head-to-head comparison with either Agno or Manticore Search.

See all Agno alternatives → · See all Manticore Search alternatives →

Recent activity from Agno and Manticore Search

Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.

  1. 3d agoManticore Search31.0.7: string COUNT(DISTINCT) 2x slowdown fixed
  2. 5d agoManticore Search31.0.4: CI fix for bundled Debian dependencies
  3. 6d agoManticore Search31.0.3: Test Kit pinned to Executor 1.4.6
  4. 8d agoManticore Search29.18.7: Manticore Buddy sidecar bumped to 4.4.8
  5. 9d agoManticore Search29.18.6: crash dumps now name the operation and table
  6. 9d agoManticore SearchFix: COUNT(DISTINCT) on strings now respects session collation
  7. 2mo agoAgnoFollowup suggestions in Agno: give users their next question
  8. 3mo agoAgnoRun knowledge search on OpenSearch, with hybrid built in
  9. 3mo agoAgnoGive your agents a voice with Smallest AI
  10. 3mo agoAgnoPoll the status of background metrics refreshes
  11. 3mo agoAgnoAsk your AgentOS how it's doing, in plain English ⚡
  12. 3mo agoAgnoBreak down agent latency and errors in your traces

Frequently asked questions

What is the difference between Agno and Manticore Search?

They serve adjacent needs but don't currently overlap on shipped themes. Agno is currently shipping more aggressively (velocity 10.0 vs 5.0), with 0 editorial sparks in the last 30 days against 0. See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.

Is Agno better than Manticore Search?

Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Agno is currently shipping more aggressively (velocity 10.0 vs 5.0), with 0 editorial sparks in the last 30 days against 0. For your specific use case, the alternatives sections above list other DevOps products to evaluate alongside.

What are the best alternatives to Agno?

Top Agno alternatives in DevOps are ranked by recent ship velocity. Browse the "Agno alternatives" section above for the current picks, or visit /alternatives/agno for the full list with editorial commentary on each.

What are the best alternatives to Manticore Search?

Top Manticore Search alternatives in DevOps are ranked by recent ship velocity. Browse the "Manticore Search alternatives" section above for the current picks, or visit /alternatives/manticoresearch for the full list with editorial commentary on each.