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NeuronFeed

Cognee vs LGND

Which Embeddings & RAG AI tool is better in 2026?

Cognee

Open-source memory engine that turns scattered data into a knowledge graph for AI agents

$7.5M

LGND

Geospatial embeddings that let AI agents understand satellite imagery

$9M

Side-by-side

Verdict

LGND is the more established option (raised $9M); pricing is comparable on both sides.

Metric Cognee LGND
Taglinei Open-source memory engine that turns scattered data into a knowledge graph for AI agents Geospatial embeddings that let AI agents understand satellite imagery
Foundedi 2024 2024
HQi Berlin, Germany Remote, US
Employeesi 11-50 1-10🏆
Neuron scorei 54🏆 53
Total fundingi $7.5M $9M🏆
Latest roundi Seed · Feb 2026 Seed · Jul 2025
Valuationi — —
Cheapest paid plani Pricing not disclosed Pricing not disclosed
Free plani ✓ ✓
Free triali ✓ ✓
Top tier pricei Pricing not disclosed Pricing not disclosed
Pricing summaryi Open source Free
Categoriesi

Capability matrix

Developer-facing capabilities and access signals for Cognee and LGND.

Capability Cognee LGND
MCP support ✗ ✗
Public API ✓ ✓
Webhooks ✗ ✗
OAuth 2.0 ✗ ✗
SDK languages — —
Free plan ✓ ✓
Free trial ✓ ✓
Verified ✗ ✗
Active deal ✗ ✗

🟢 Strengths of Cognee

  • Higher Neuron score (54 vs 53)

🔵 Strengths of LGND

  • Has raised more capital ($9M vs $7.5M)

Which should you choose?

Choose LGND if price matters most — it starts at Free, which is friendlier for teams watching burn. Both Embeddings & RAG tools ship core features, so the cost delta often decides it for small teams and solo operators.

Choose LGND if you want the most established option — it has raised $9M, suggesting more runway for enterprise features, support, and long-term roadmap. For mission-critical workflows or larger teams, that stability often outweighs a lower monthly price.

Frequently asked questions

Cognee vs LGND — which is better?

It depends on your priority. Cognee is the leaner option; LGND has broader feature depth. See the side-by-side table above.

Is Cognee cheaper than LGND?

No — LGND's cheapest paid plan is Free, while Cognee's is Open source.

Do Cognee and LGND offer free plans?

Cognee: Yes, has a free plan. LGND: Yes, has a free plan.

Contextual paths to related AI startups, deals and rankings.