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Moorcheh Integration

MEMANTO is built on Moorcheh.ai, a revolutionary no-indexing semantic database.

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The Moorcheh Difference

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Traditional Vector Databases

Traditional systems (Pinecone, Weaviate, Milvus) use HNSW (Hierarchical Navigable Small World) for approximate nearest neighbor search: 
Write Memory → Index (5-10 minutes wait) → Available for search
                  ↑ (CPU-intensive)
Problems:
  • Indexing delays - Wait minutes before memories are searchable
  • Approximate search - Results are probabilistic, not exact
  • High costs - Always-running infrastructure
  • Complex setup - Complex configuration and tuning

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Moorcheh’s Approach

Moorcheh uses Information Theoretic Vector Compression (ITVC) with full vector scans: 
Write Memory → Instant availability (no indexing) → Search immediately
                     ↑ (efficient)
Advantages:
  • Zero indexing delay - Memories searchable immediately
  • Exact search - Deterministic results, same query always returns same results
  • Serverless - Scales to zero, pay only for operations
  • Efficient - 80% less compute than traditional systems

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Benchmarks

MEMANTO achieves state-of-the-art performance on memory evaluation benchmarks:
BenchmarkScore
LongMemEval89.8%
LoCoMo87.1%
These demonstrate accuracy in long-context and multi-context memory scenarios.

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How Moorcheh Works

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Storage

Memory: "User prefers email"
    ↓
MEMANTO: Converts to vector representation
    ↓
Moorcheh: Compresses vector using ITVC
    ↓
Result: Instantly searchable (no indexing wait)

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Retrieval

Query: "How should we contact the user?"
    ↓
MEMANTO: Converts to vector
    ↓
Moorcheh: Searches with full vector scans
    ↓
Result: Exact match: "User prefers email"

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Cost Advantage

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Traditional System

Scenario: 100K memories, weekly queries

Fixed Infrastructure: $500/month
  └─ Always-running indexing service

Query Operations: $200/month
  └─ 10K queries × $0.02 per query

TOTAL: $700/month + complexity

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Moorcheh + MEMANTO

Scenario: 100K memories, weekly queries

Fixed Infrastructure: $0
  └─ Serverless (scales to zero)

Query Operations: $150/month
  └─ 100K operations × $0.0015 per operation

TOTAL: $150/month + simplicity
Savings: 78% cost reduction

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Scalability

Moorcheh scales naturally: 
1,000 memories:    Same cost and speed
100,000 memories:  Same cost and speed
1,000,000 memories: Same cost and speed
No indexing means no scaling complexity.

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Integration Details

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Connection

MEMANTO connects to Moorcheh via REST API: 
Your Agent → MEMANTO API → Moorcheh API
                           └─ Uses your API key

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Authentication

Moorcheh API key is used for all operations: 
Authorization: Bearer mk_your_api_key

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Data Flow

1. Store Memory
   Agent → MEMANTO → Moorcheh (vector storage)

2. Recall Memory
   Agent → MEMANTO → Moorcheh (vector search)
           ↑ (vector conversion)

3. Semantic Matching
   MEMANTO uses Moorcheh's semantic search
   (not traditional keyword matching)

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Free Tier Benefits

Moorcheh’s free tier includes:
FeatureIncluded
Monthly Credits500 (≈100K operations)
Indexing DelayZero
Search AccuracyExact
Idle Cost$0
Setup ComplexityLow
This is plenty for development and testing.

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When to Upgrade

Upgrade from free tier when:
  • Exceeding 100K operations/month
  • Running in production with real users
  • Operating multiple agents continuously
  • Needing SLA guarantees

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Architecture Benefits

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For MEMANTO Users

  1. Instant Memory Availability - No waiting for indexing
  2. Predictable Performance - Same query = same result every time
  3. Affordable Scaling - Costs don’t increase with scale
  4. Simple Deployment - No infrastructure to manage

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For Developers

  1. Easy Integration - Just an API key, no setup
  2. Reliable - No indexing issues or rebalancing
  3. Cost-Effective - Perfect for startups and projects
  4. Deterministic - Easier to debug than probabilistic systems

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Moorcheh Ecosystem

Moorcheh powers:
  • MEMANTO - AI Agent Memory (this product)
  • MUMLA - Multi-Model Learning Architecture
  • Custom applications requiring semantic search

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Getting Your API Key

  1. Sign up: https://moorcheh.ai
  2. Create API key: https://console.moorcheh.ai/api-keys
  3. Copy key (starts with mk_)
  4. Use in MEMANTO

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Advanced: Custom Moorcheh Deployment

For enterprises:
  • Deploy Moorcheh to your VPC
  • Private endpoint URL
  • Data sovereignty compliance
  • Custom scaling options
Contact: sales@moorcheh.ai

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Next Steps

Moorcheh makes MEMANTO possible. The no-indexing approach is what enables instant memory availability for AI agents.