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Guides
Concepts
Reference
Integrations
Operations
Benchmarks
Holographic Memory
writerslogic/holographic-memory
Get started
Get started
Install
Offline agent memory demo
Guides
Guides
Memory API
Memory API
PERSISTED FORMAT
Embeddings
Embeddings
Embedding model selection
Importers
Importers
Sources
Sources
Source: annoy
chroma
Source: elasticsearch
Source: faiss
Generic files and databases: jsonl, csv, parquet, sqlite, duckdb, numpy
Source: hnswlib
lancedb
langchain
Letta importer (letta)
llamaindex
markdown (agent memory folders)
mem0 importers (mem0, mem0-platform)
Source: milvus
MongoDB / Atlas Vector Search
openai-vector-store
Source: opensearch
pgvector (PostgreSQL and Supabase)
Source: pinecone
qdrant
Redis Stack / RediSearch
sqlite-vec
Source: vespa
Source: weaviate
Zep importer (zep)
Integration guide
Concepts
Concepts
What "holographic" means here
What is lossy
Capacity limits
Privacy limits
Architecture
Reference
Reference
API
API
Rust
Python
Python
HTTP clients
Evidence packets
Memory clients
Phase vectors
Node and TypeScript
Node and TypeScript
AuditEntryJs
ChainLink
CleanupResultJs
ConceptCandidate
ConsolidateOptions
ConsolidationReport
createLocalEmbedder
createLocalReranker
DocumentChunk
DocumentInput
DocumentMemory
DocumentResult
Embedder
EmbedOptionsJs
Explanation
FactRecord
FactStatus
ForgetOptions
ForgetReport
ForgetTarget
GoalJs
GovernanceReportJs
GraphPath
HardwareCapabilities
HistoryMode
HmsConfigJs
HolographicMemorySystem
IndexStatus
JsSemanticIndex
LocalEmbedder
MemorizeBatchItem
Memory
MemoryConfig
MemoryError
MultiHopResultJs
PathHop
PlanJs
PlannedActionJs
QueryExplanation
QuestionJs
Recalled
RecallOptions
Relation
RelationType
Remembered
RememberInput
Reranker
RetrievalResult
RetrievalResult
Table of contents
Properties
SearchOptions
SemanticHit
SemanticIndex
StorageHealth
StructuralResultJs
TextMetrics
Time
hms-server reference
C API reference
File format
File format
ANCILLARY
CACHES
CRASH CONSISTENCY
ENCODERS
ENCRYPTION
JOURNAL
LAYOUT
MUTATIONS
VERIFY
Project
Project
STABILITY
Changelog
Glossary
FAQ
Cargo features
Community
Community
GOVERNANCE
How these docs are built and verified
Integrations
Integrations
AutoGen and AG2
CrewAI
Dspy
Haystack
@holographic-memory/core (JS/TS)
LangChain
LangChain.js (@holographic-memory/langchain)
LangGraph
Letta
LiteLLM (generic OpenAI-format tools)
LlamaIndex
LlamaIndex.TS (@holographic-memory/llamaindex)
Framework adapter matrix
Mastra
mem0 drop-in
OpenAI Agents SDK
OpenAI Agents SDK, JS (@holographic-memory/openai-agents)
Pydantic AI
Semantic Kernel (Python)
smolagents
Vercel AI SDK
Anthropic memory tool on Holographic Memory
hms-mcp: Holographic Memory as an MCP server
Runtimes
Runtimes
.NET
Go runtime
Java
Kotlin (JVM and Android)
Swift (iOS, macOS, Mac Catalyst, visionOS)
Encrypting persisted stores
WebAssembly runtime
Operations
Operations
hms-server
hms-server authentication and authorization
hms-server configuration
hms-server errors
Operating hms-server
hms-server API versioning policy
Production readiness
Security and privacy
Security and privacy
Security Model
Privacy and security boundaries
Private search (experimental)
Performance
Performance
Distance kernels by platform
Releasing
Releasing
RELEASING
Benchmarks
Benchmarks
HMS comparison
Gaps: where HMS loses or ties
Public benchmarks
Retrieval and workload evaluation
HMS vs. Alternatives
Research
Research
Research: Neuro-Symbolic Reasoning with Resonator Networks
The superposition-recovery floor is computational, not information-theoretic
Deterministic quantized-phase resonator for VSA factorization
Table of contents
Properties
Reference
API
Node and TypeScript
RetrievalResult
¶
Properties
¶
Property
Type
id
string
similarity
number
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