Architecture - supermemory | Memory API for the AI era

System Overview

Core Components

Component	Role
Benchmarks	Load test data and provide questions with ground truth answers
Providers	Memory services being evaluated (handle ingestion and search)
Judges	LLM-based evaluators that score answers against ground truth

See Integrations for all supported benchmarks, providers, and models.

Pipeline

Phase	What Happens
Ingest	Load benchmark sessions → Push to provider
Index	Wait for provider indexing
Search	Query provider → Retrieve context
Answer	Build prompt → Generate answer via LLM
Evaluate	Compare to ground truth → Score via judge
Report	Aggregate scores → Output accuracy, latency, token metrics, and MemScore

Each phase checkpoints independently. Failed runs resume from last successful point.

Advanced Checkpointing

Runs persist to data/runs/{runId}/:

data/runs/my-run/
├── checkpoint.json    # Run state and progress
├── results/           # Search results per question
└── report.json        # Final report

Re-running same ID resumes. Use --force to restart.

File Structure

src/
├── cli/commands/             # run, compare, test, serve, status...
├── orchestrator/phases/      # ingest, search, answer, evaluate, report
├── benchmarks/
│   └── <name>/index.ts       # e.g. locomo/, longmemeval/, convomem/
├── providers/
│   └── <name>/
│       ├── index.ts          # Provider implementation
│       └── prompts.ts        # Custom prompts (optional)
├── judges/                   # openai.ts, anthropic.ts, google.ts
└── types/                    # provider.ts, benchmark.ts, unified.ts

​System Overview

​Core Components

​Pipeline

​Advanced Checkpointing

​File Structure

System Overview

Core Components

Pipeline

Advanced Checkpointing

File Structure