Cognee AI
LLM

Cognee AI

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Cognee AI is an open-source semantic memory engine that helps AI agents recall, reason, and build knowledge using graph and vector-based memory structures.

Cognee AI
Name Cognee AI
Overview Cognee AI is a powerful open-source semantic memory engine designed to supercharge AI agents and applications. By combining knowledge graphs and vector embeddings, Cognee enables long-term memory, context retention, and grounded reasoning for language models. It ingests unstructured data—documents, PDFs, media, structured tables-and transforms them into meaningful, interconnected memory graphs. Ideal for developers building AI copilots, assistants, and search tools, Cognee gives agents the capacity to remember, relate, and respond more intelligently.
Key Features & Benefits
  • Hybrid memory architecture: merges graph-based semantics with fast vector search.
  • ECL Pipelines: Extract, Cognify, Load-process and structure any input source.
  • Ontologies & schema-driven memory: customize how knowledge is structured and retrieved.
  • Pluggable backends: support for LanceDB, Neo4j, Qdrant, Kuzu, Weaviate, and others.
  • Reduced AI hallucinations: boosts factual accuracy and coherence in responses.
  • Fully open-source with extensibility and local deployment options.
  • Cloud hosting available for faster setup and scaling.
Use Cases and Applications
  • Long-term memory for autonomous AI agents and copilots.
  • Knowledge management and enterprise search solutions.
  • Semantic document retrieval and context-aware QA.
  • In-code search, documentation assistants, or legal AI tools.
  • Customer service agents and conversational bots with memory.
Who Uses?
  • AI/ML developers building LLM-based applications.
  • Research labs and universities exploring symbolic reasoning.
  • Enterprises seeking in-house knowledge systems.
  • Open-source AI builders and contributors.
Pricing
  • Open-source version: Free, self-hosted with community support.
  • Pro plan (on-premise): €1,970/month – includes SLA, premium support, feature prioritization.
  • Cloud plan (Cognee SaaS): Starts at €8.50 per million tokens – hosted solution, includes scaling, ingestion limits, and email support.
Tags AI memory, semantic search, LLM agent, open-source AI, vector DB, knowledge graph, contextual reasoning, RAG alternative
App Available?  Developer SDK available (Python). No standalone GUI app, but cloud-hosted dashboard (Cogwit) in beta.
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