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symfonic-core

symfonic-core on PyPI

Home
Start Simple
Start Simple
- The Simple Agent
- Quickstart
- Scaffold a Project
- Agent Regression Evals
- Store Starter Walkthrough
- Scaffolded Projects Are Runtime Apps
- The Full Agent (SymfonicAgent)
- Examples
  Examples
Capabilities
Capabilities
- Tools
  Tools
- Prompt & Context
  Prompt & Context
- Memory (HMS)
  Memory (HMS)
- Knowledge & Documents
  Knowledge & Documents
  - Attachment Extraction
  - Authored Skills
- Delegation & Human Interaction
  Delegation & Human Interaction
  - Sub-agents (Delegation)
- Safety & Governance
  Safety & Governance
Runtime Services
Runtime Services
Platform
Platform
Integrations
Integrations
- Model Providers
  Model Providers
- Storage Backends
  Storage Backends
  - Mongo Atlas Vector Search
  - Mongo Vector Search
- Extensions & Observability
  Extensions & Observability
  - Plugins & Domains
  - Streaming & Callbacks
Low-Level Core
Low-Level Core
Migrating
Migrating
Reference
Reference
- Feature Catalog
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- API Reference
  API Reference
  - symfonic
    
    symfonic
    
    agent
    
    agent
    
    attachments
    
    attachments
    
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    governance_rungs
    
    governance_subject
    
    governance_verdict
    
    host
    
    human_continuation
    
    memory_curation
    
    observability
    
    ports
    
    posture
    
    privacy
    
    routes
    
    scope
    
    telemetry
    
    telemetry_sink
    
    token_composition
    
    transport
    
    transport_data
    
    transport_records
    
    values
    
    wire
    
    services
    
    services
    
    budget
    
    budget
    
    allocation
    
    contracts
    
    errors
    
    estimation
    
    overflow
    
    ports
    
    registry
    
    service
    
    truncation
    
    values
    
    conversation
    
    conversation
    
    capability
    
    checkpoint
    
    compat
    
    errors
    
    history
    
    horizon
    
    identity
    
    library
    
    migration
    
    notification
    
    records
    
    recovery
    
    refs
    
    registry
    
    session
    
    transcript
    
    values
    
    cost
    
    cost
    
    ports
    
    tracker_adapter
    
    values
    
    effects
    
    effects
    
    accounting
    
    admission
    
    compensation
    
    drain
    
    errors
    
    exposure
    
    fence
    
    incident
    
    ports
    
    quarantine
    
    revert
    
    store
    
    tracker
    
    values
    
    models
    
    models
    
    capabilities
    
    contract
    
    descriptors
    
    family
    
    ports
    
    resolution
    
    values
    
    observability
    
    observability
    
    bridge
    
    callbacks
    
    capture
    
    closing
    
    contracts
    
    cost
    
    metrics
    
    otel
    
    otel_handles
    
    otel_spans
    
    ports
    
    suite
    
    trace
    
    trace_policy
    
    values
    
    privacy
    
    privacy
    
    errors
    
    fence
    
    guard
    
    legacy
    
    lineage
    
    ports
    
    reference
    
    registry
    
    saga_store
    
    saga_values
    
    suite
    
    values
    
    shadow
    
    shadow
    
    admission
    
    classification
    
    comparator
    
    context
    
    crypto
    
    cutover
    
    digest
    
    effects
    
    errors
    
    gateway
    
    harness
    
    ledger
    
    ports
    
    privacy
    
    recorder
    
    recording
    
    redaction
    
    replay
    
    sentinel
    
    state
    
    store
    
    trust
    
    switching
    
    switching
    
    admission
    
    audit
    
    authz
    
    binding_stage
    
    constraints
    
    control_plane
    
    control_plane_source
    
    envelope
    
    errors
    
    evidence
    
    invocation_profile
    
    keys
    
    mutation
    
    ports
    
    registry
    
    release
    
    static_source
    
    store
    
    values
    
    tools
    
    tools
    
    corpus_scrub
    
    corpus_scrub
    
    jsonl_io
    
    patterns
    
    scrubber
    
    hydrate_context
    
    learning
    
    mcp
    
    mcp
    
    connection
    
    models
    
    protocol
    
    provider
    
    routing
    
    recall_tool_result

Table of contents

inventory

`symfonic.memory.backends.inventory`¶

inventory ¶

Bounded native inventory queries. Eligibility precedes keyset and LIMIT.

in_memory_worksets

mongo_candidates

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