Index

_

_rate_database (cellsem_llm_client.tracking.cost_calculator.FallbackCostCalculator attribute)

A

access_date (cellsem_llm_client.tracking.cost_calculator.RateSource attribute) actual_cost_usd (cellsem_llm_client.tracking.usage_metrics.UsageMetrics attribute) AdapterCapability (class in cellsem_llm_client.schema.adapters) add_model_rates() (cellsem_llm_client.tracking.cost_calculator.FallbackCostCalculator method) age (cellsem_llm_client.tracking.cost_calculator.RateSource property) AgentConnection (class in cellsem_llm_client.agents.agent_connection) anthropic_api_key (cellsem_llm_client.tracking.api_trackers.ApiCostTracker attribute)

AnthropicAgent (class in cellsem_llm_client.agents.agent_connection) AnthropicSchemaAdapter (class in cellsem_llm_client.schema.adapters) AnthropicUsageReport (class in cellsem_llm_client.tracking.api_trackers) ApiCostTracker (class in cellsem_llm_client.tracking.api_trackers) apply_schema() (cellsem_llm_client.schema.adapters.AnthropicSchemaAdapter method) (cellsem_llm_client.schema.adapters.BaseSchemaAdapter method) (cellsem_llm_client.schema.adapters.FallbackSchemaAdapter method) (cellsem_llm_client.schema.adapters.OpenAISchemaAdapter method)

B

BaseSchemaAdapter (class in cellsem_llm_client.schema.adapters)

build_ols4_search_tool() (in module cellsem_llm_client.tools.ols_mcp)

C

cached_cost_per_1k_tokens (cellsem_llm_client.tracking.cost_calculator.ModelCostData attribute) cached_tokens (cellsem_llm_client.tracking.usage_metrics.UsageMetrics attribute) calculate_cost() (cellsem_llm_client.tracking.cost_calculator.FallbackCostCalculator method) cellsem_llm_client module cellsem_llm_client.advisors module cellsem_llm_client.advisors.benchmarks module cellsem_llm_client.advisors.complexity_analyzer module cellsem_llm_client.advisors.model_advisor module cellsem_llm_client.agents module cellsem_llm_client.agents.agent_connection module cellsem_llm_client.exceptions module cellsem_llm_client.files module cellsem_llm_client.files.capabilities module cellsem_llm_client.files.processors module cellsem_llm_client.schema module cellsem_llm_client.schema.adapters module cellsem_llm_client.schema.manager module cellsem_llm_client.schema.validators module

cellsem_llm_client.tools module cellsem_llm_client.tools.mcp_source module cellsem_llm_client.tools.ols_mcp module cellsem_llm_client.tools.tool module cellsem_llm_client.tracking module cellsem_llm_client.tracking.api_trackers module cellsem_llm_client.tracking.cost_calculator module cellsem_llm_client.tracking.rate_database module cellsem_llm_client.tracking.usage_metrics module cellsem_llm_client.utils module cellsem_llm_client.utils.config module CellSemLLMException config_key (cellsem_llm_client.exceptions.ConfigurationException attribute) config_value (cellsem_llm_client.exceptions.ConfigurationException attribute) ConfigurationException cost (cellsem_llm_client.tracking.usage_metrics.UsageMetrics property) cost_source (cellsem_llm_client.tracking.usage_metrics.UsageMetrics attribute) CostCalculationException create_anthropic_agent() (in module cellsem_llm_client.utils.config) create_litellm_agent() (in module cellsem_llm_client.utils.config) create_openai_agent() (in module cellsem_llm_client.utils.config)

D

data (cellsem_llm_client.tracking.api_trackers.AnthropicUsageReport attribute) (cellsem_llm_client.tracking.api_trackers.OpenAIUsageReport attribute)

E

estimated_cost_usd (cellsem_llm_client.tracking.usage_metrics.UsageMetrics attribute)

F

FallbackCostCalculator (class in cellsem_llm_client.tracking.cost_calculator)

FallbackSchemaAdapter (class in cellsem_llm_client.schema.adapters)

G

get_adapter() (cellsem_llm_client.schema.adapters.SchemaAdapterFactory method) get_anthropic_usage() (cellsem_llm_client.tracking.api_trackers.ApiCostTracker method) get_available_providers() (in module cellsem_llm_client.utils.config) get_capabilities() (cellsem_llm_client.schema.adapters.AnthropicSchemaAdapter method) (cellsem_llm_client.schema.adapters.BaseSchemaAdapter method) (cellsem_llm_client.schema.adapters.FallbackSchemaAdapter method) (cellsem_llm_client.schema.adapters.OpenAISchemaAdapter method) (cellsem_llm_client.schema.adapters.SchemaAdapterFactory method)

get_default_models() (in module cellsem_llm_client.utils.config) get_model_rates() (cellsem_llm_client.tracking.cost_calculator.FallbackCostCalculator method) get_openai_usage() (cellsem_llm_client.tracking.api_trackers.ApiCostTracker method) get_pydantic_model() (cellsem_llm_client.schema.manager.SchemaManager method) get_recent_usage() (cellsem_llm_client.tracking.api_trackers.ApiCostTracker method) get_stale_rates() (cellsem_llm_client.tracking.cost_calculator.FallbackCostCalculator method)

I

input_cost_per_1k_tokens (cellsem_llm_client.tracking.cost_calculator.ModelCostData attribute)

input_tokens (cellsem_llm_client.tracking.usage_metrics.UsageMetrics attribute) is_stale (cellsem_llm_client.tracking.cost_calculator.RateSource property)

L

list_available_schemas() (cellsem_llm_client.schema.manager.SchemaManager method) LiteLLMAgent (class in cellsem_llm_client.agents.agent_connection) load_default_rates() (cellsem_llm_client.tracking.cost_calculator.FallbackCostCalculator method)

load_environment() (in module cellsem_llm_client.utils.config) load_schema() (cellsem_llm_client.schema.manager.SchemaManager method) load_schema_from_url() (cellsem_llm_client.schema.manager.SchemaManager method)

M

MCPToolSource (class in cellsem_llm_client.tools.mcp_source) model (cellsem_llm_client.exceptions.CostCalculationException attribute) (cellsem_llm_client.exceptions.ProviderException attribute) (cellsem_llm_client.tracking.cost_calculator.ModelCostData attribute) (cellsem_llm_client.tracking.usage_metrics.UsageMetrics attribute) ModelCostData (class in cellsem_llm_client.tracking.cost_calculator) module cellsem_llm_client cellsem_llm_client.advisors cellsem_llm_client.advisors.benchmarks cellsem_llm_client.advisors.complexity_analyzer cellsem_llm_client.advisors.model_advisor cellsem_llm_client.agents cellsem_llm_client.agents.agent_connection cellsem_llm_client.exceptions cellsem_llm_client.files cellsem_llm_client.files.capabilities cellsem_llm_client.files.processors cellsem_llm_client.schema cellsem_llm_client.schema.adapters cellsem_llm_client.schema.manager cellsem_llm_client.schema.validators cellsem_llm_client.tools cellsem_llm_client.tools.mcp_source cellsem_llm_client.tools.ols_mcp cellsem_llm_client.tools.tool cellsem_llm_client.tracking cellsem_llm_client.tracking.api_trackers cellsem_llm_client.tracking.cost_calculator cellsem_llm_client.tracking.rate_database cellsem_llm_client.tracking.usage_metrics cellsem_llm_client.utils cellsem_llm_client.utils.config

N

name (cellsem_llm_client.tracking.cost_calculator.RateSource attribute)

O

openai_api_key (cellsem_llm_client.tracking.api_trackers.ApiCostTracker attribute) OpenAIAgent (class in cellsem_llm_client.agents.agent_connection) OpenAISchemaAdapter (class in cellsem_llm_client.schema.adapters)

OpenAIUsageReport (class in cellsem_llm_client.tracking.api_trackers) original_error (cellsem_llm_client.exceptions.ProviderException attribute) output_cost_per_1k_tokens (cellsem_llm_client.tracking.cost_calculator.ModelCostData attribute) output_tokens (cellsem_llm_client.tracking.usage_metrics.UsageMetrics attribute)

P

provider (cellsem_llm_client.exceptions.CostCalculationException attribute) (cellsem_llm_client.exceptions.ProviderException attribute) (cellsem_llm_client.tracking.cost_calculator.ModelCostData attribute) (cellsem_llm_client.tracking.usage_metrics.UsageMetrics attribute)

ProviderException

Q

query() (cellsem_llm_client.agents.agent_connection.AgentConnection method) (cellsem_llm_client.agents.agent_connection.LiteLLMAgent method) query_unified() (cellsem_llm_client.agents.agent_connection.LiteLLMAgent method) query_with_schema() (cellsem_llm_client.agents.agent_connection.AgentConnection method) (cellsem_llm_client.agents.agent_connection.LiteLLMAgent method)

query_with_schema_and_tracking() (cellsem_llm_client.agents.agent_connection.AgentConnection method) (cellsem_llm_client.agents.agent_connection.LiteLLMAgent method) query_with_tools() (cellsem_llm_client.agents.agent_connection.LiteLLMAgent method) query_with_tracking() (cellsem_llm_client.agents.agent_connection.AgentConnection method) (cellsem_llm_client.agents.agent_connection.LiteLLMAgent method) QueryResult (class in cellsem_llm_client.agents.agent_connection)

R

RateSource (class in cellsem_llm_client.tracking.cost_calculator) register_schema() (cellsem_llm_client.schema.manager.SchemaManager method)

requires_post_processing() (cellsem_llm_client.schema.adapters.BaseSchemaAdapter method) response_text (cellsem_llm_client.exceptions.SchemaValidationException attribute)

S

schema (cellsem_llm_client.exceptions.SchemaValidationException attribute) SchemaAdapterFactory (class in cellsem_llm_client.schema.adapters) SchemaManager (class in cellsem_llm_client.schema.manager) SchemaNotFoundError SchemaValidationError SchemaValidationException SchemaValidationResult (class in cellsem_llm_client.schema.validators)

SchemaValidator (class in cellsem_llm_client.schema.validators) set_custom_retry_handler() (cellsem_llm_client.schema.validators.SchemaValidator method) source (cellsem_llm_client.tracking.cost_calculator.ModelCostData attribute) supports_native_schema() (cellsem_llm_client.schema.adapters.AnthropicSchemaAdapter method) (cellsem_llm_client.schema.adapters.BaseSchemaAdapter method) (cellsem_llm_client.schema.adapters.FallbackSchemaAdapter method) (cellsem_llm_client.schema.adapters.OpenAISchemaAdapter method)

T

thinking_cost_per_1k_tokens (cellsem_llm_client.tracking.cost_calculator.ModelCostData attribute) thinking_tokens (cellsem_llm_client.tracking.usage_metrics.UsageMetrics attribute) timestamp (cellsem_llm_client.tracking.usage_metrics.UsageMetrics attribute) to_litellm_schema() (cellsem_llm_client.tools.tool.Tool method) Tool (class in cellsem_llm_client.tools.tool) tools (cellsem_llm_client.tools.mcp_source.MCPToolSource property) total_cost_usd (cellsem_llm_client.tracking.api_trackers.AnthropicUsageReport property) total_input_tokens (cellsem_llm_client.tracking.api_trackers.AnthropicUsageReport property) (cellsem_llm_client.tracking.api_trackers.OpenAIUsageReport property)

total_output_tokens (cellsem_llm_client.tracking.api_trackers.AnthropicUsageReport property) (cellsem_llm_client.tracking.api_trackers.OpenAIUsageReport property) total_requests (cellsem_llm_client.tracking.api_trackers.OpenAIUsageReport property) total_thinking_tokens (cellsem_llm_client.tracking.api_trackers.AnthropicUsageReport property) total_tokens (cellsem_llm_client.tracking.api_trackers.AnthropicUsageReport property) (cellsem_llm_client.tracking.api_trackers.OpenAIUsageReport property) (cellsem_llm_client.tracking.usage_metrics.UsageMetrics property)

U

unpack_tools() (in module cellsem_llm_client.tools.tool) update_rates_from_source() (cellsem_llm_client.tracking.cost_calculator.FallbackCostCalculator method) url (cellsem_llm_client.tracking.cost_calculator.RateSource attribute)

usage_metrics (cellsem_llm_client.exceptions.CostCalculationException attribute) UsageMetrics (class in cellsem_llm_client.tracking.usage_metrics) UsageReportError

V

validate_optional_costs() (cellsem_llm_client.tracking.cost_calculator.ModelCostData class method) validate_required_costs() (cellsem_llm_client.tracking.cost_calculator.ModelCostData class method) validate_response() (cellsem_llm_client.schema.validators.SchemaValidator method)

validate_with_retry() (cellsem_llm_client.schema.validators.SchemaValidator method) validation_errors (cellsem_llm_client.exceptions.SchemaValidationException attribute) ValidationStrategy (class in cellsem_llm_client.schema.validators)