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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 · 30d10
Top themesagent-framework, mcp, session-storage, human-in-the-loopsearch-engine, patch-releases, knn, bug-fixes
Last editorial update6d ago6h ago
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What is 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.

Read the full Agno trajectory →

What is Manticore Search?

Six releases in a week: one new capability, one revert, the rest corrective

Manticore is cutting point releases every day or two, and the last six are maintenance — a snippet-highlighting markup fix, a thread-stack crash case, a per-index optimize_cutoff correction that now also governs KNN, two Buddy version bumps, and a revert of UTF-8 table and field name support that was merged by mistake.

Read the full Manticore Search trajectory →

Agno vs Manticore Search: editorial side-by-side

A
Agno
DEVOPS
10.0

Agno's whole visible changelog is one release, v2.7.3, split across six rows.

◆ Current state

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.

◆ Where it's heading

The framework is filling in the operational layer rather than the agent abstraction. Session state gets a storage tier chosen for latency instead of durability, saving that state stopped making a model call it did not need, and MCP failures now surface legibly instead of as stack traces. Human-in-the-loop is being treated as a first-class interface concern in AG-UI rather than something callers build around. This is the work of a framework being run in production by people other than its authors.

◆ Prediction

Expect more storage backends on the ValkeyDb pattern and further MCP response-shape handling, since both are being driven by what breaks in deployment rather than by a roadmap visible in these notes.

M5.0

Six releases in a week: one new capability, one revert, the rest corrective

◆ Current state

Manticore is cutting point releases every day or two, and the last six are maintenance — a snippet-highlighting markup fix, a thread-stack crash case, a per-index optimize_cutoff correction that now also governs KNN, two Buddy version bumps, and a revert of UTF-8 table and field name support that was merged by mistake.

◆ Where it's heading

Cadence is high but the content is corrective. The only user-facing addition in this window arrives indirectly, as Unix socket support carried in by Buddy 4.4.0. The reverted UTF-8 identifier work is the one feature visible in flight, and the revert note says it landed before it was meant to rather than that it failed.

◆ Prediction

Expect UTF-8 table and field names to return in a later release once intentional, and the 28.9.x line to keep absorbing KNN and highlighting fixes at this pace.

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. 19h agoManticore Search28.9.3: fix: preserve markup nesting in snippet highlighting
  2. 1d agoManticore Search28.9.2: fix: 'Something wrong with thread stack', one of cases
  3. 2d agoManticore Search28.9.1: fix: more sync optimize_cutoff_KNN
  4. 4d agoManticore Search28.9.0: Bump buddy version from 4.3.0 to 4.4.0
  5. 5d agoManticore Search28.8.1: Revert "feat: support UTF-8 table and field names (#4772)"
  6. 5d agoManticore Search28.8.0: Bump buddy version from 4.2.0 to 4.3.0 (#4778)
  7. 13d agoAgnoGive your agents a voice with Smallest AI
  8. 13d agoAgnoPoll the status of background metrics refreshes
  9. 13d agoAgnoRun knowledge search on OpenSearch, with hybrid built in
  10. 16d agoAgnoAsk your AgentOS how it's doing, in plain English
  11. 16d agoAgnoBreak down agent latency and errors in your traces
  12. 16d agoAgnoToggle thinking and feed files and video to Moonshot

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 1 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 1 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.