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Memory for your
AI Agents

Trace is the Memory-as-a-Service layer for your AI agents, delivering scalable context and persistent memory infrastructure ready for production.

Compatible with most of the popular LLMs and frameworks

Supercharge your AI stack with Trace

Scalable, persistent managed memory

Not a vector database but a context that sticks - across sessions, agents and environments.

Structured context, zero hacks

No more lack of context/information between agents.

Complete traceability

Track every decision and history of your agents' thoughts.

Human-like memory

Trace is the next-gen memory layer for LLM-native systems.

Powerful System Features

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Trace replaces brittle memory hacks with a clean, reliable and production-grade memory layer, built for LLM-native systems.

Memory Architecture

Trace provides flexible memory structures, allowing agents to utilize short-term context, long-term knowledge and learned habits.

Short-termFast context window & cache.
Long-termPersistent knowledge base.
HabitsLearned procedural patterns.

No more SDK integration

Do not tackle with sdk, manual integration and memory management. Let your agent use it via MCP or A2A.

SDK / Manual Code
A2A / MCP Protocol

Structured Persistent Memory

No more vector database, indexing and context limitation.

Trace stores agent context in a structured format.

User Preferences
Comm style, topic interests
Key Facts Summary
Extracted entities, dates, decisions
Task Progress
Current step, required inputs
Relationship Map
Connections between contacts
Interaction Summary
Key takeaways from last session
User Goals
Stated objectives, desired outcomes

AI Model Integrations

Connect seamlessly with leading AI models and frameworks.

Memory as a Service

Focus on building intelligent agents, not managing memory infrastructure. Trace provides scalable, reliable and fast memory capabilities.

  • Not a Vector Database
  • Low-Latency Retrieval
  • MCP Support
  • Structured Data Support
  • A2A Support
  • High Availability

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Larger effective context

0ms

Avg. memory retrieval time

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Concurrent agents supported

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Supported AI frameworks

Frequently Asked Questions

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