Open source ยท Self-hosted

The agent that never forgets.
And never waits to be asked.

Track companies, launches, competitors, and market signals with agents that keep research structured and continuously fresh.

Cron
Every 30 min โ€” scans competitor launches and reviews
Track competitor launches and review sentiment, compare against our positioning, and surface new signals.
Trace
watcher.poll(since: last_run)
โ†’ 3 events collected
11:30Product HuntAirtable AI launched with new automation positioning
11:42Reddit2 new reliability complaints surfaced this week
11:50PMMneeds an Airtable vs Notion comparison before noon
producthunt.launches(since: Mar 11)
โ†’ Airtable AI ยท 3 competitors
reddit.reviews(airtable, 7d)
โ†’ 12 posts ยท 2 flag reliability
recall(product: Airtable)
โ†’ Q3 scan: automation strong, docs weak
upsert(Release airtable-ai-mar18)
โ†’ linked Product Airtable
link(Airtable โ†” Notion)
โ†’ competitor pair updated
MCP
producthuntreddit
Network
producthunt.comcrunchbase.com.techcrunch.comgithub.com.github.com.githubusercontent.com
Entities touched
BrandEntity: Airtable
primarybrand
ProductProduct: Airtable Interfaces
productlaunch
Relationship
content Reviewsmentionscomparison Airtable vs Notion
Outcome โ†’
#market-intel
Airtable AI launched this week โ€” automation-heavy but Reddit's flagging reliability issues (12 posts, 2 with concerns). Versus Notion: Airtable still leads on automation depth, Notion still leads on docs and collaboration โ€” the Q3 gap hasn't closed.

Read-only preview of the Market Intelligence workspace running on Lobu.

Lobu in memory benchmarks

Apples-to-apples comparison on public memory datasets. The model is GLM 5.1 via z.ai.

LongMemEval (oracle-50)

Single-session knowledge retention.

SystemOverallAnswerRetrievalLatency
Lobu87.1%78.0%100.0%237ms
Supermemory69.1%56.0%96.6%702ms
Mem065.7%54.0%85.3%753ms

LoCoMo-50

Multi-session conversational memory.

SystemOverallAnswerRetrievalLatency
Lobu57.8%38.0%79.5%121ms
Mem041.5%28.0%66.9%606ms
Supermemory23.2%14.0%36.5%532ms

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