Index

A

active_ledger() (in module best_engine_ai_helper.observe) activity() (in module best_engine_ai_helper.api) add_observer() (in module best_engine_ai_helper.llm)

as_user (class in best_engine_ai_helper.observe) augment_with_presidio() (in module best_engine_ai_helper.privacy) available_memory() (in module best_engine_ai_helper) (in module best_engine_ai_helper.detect)

B

best_engine_ai_helper module best_engine_ai_helper.api module best_engine_ai_helper.catalog module best_engine_ai_helper.cli module best_engine_ai_helper.cli_argparse module best_engine_ai_helper.config module best_engine_ai_helper.detect module best_engine_ai_helper.engine module best_engine_ai_helper.gui module best_engine_ai_helper.hardware module best_engine_ai_helper.i18n module best_engine_ai_helper.llm module best_engine_ai_helper.mcp module

best_engine_ai_helper.observe module best_engine_ai_helper.privacy module best_engine_ai_helper.pull module best_engine_ai_helper.ralph module best_engine_ai_helper.recommend module best_engine_ai_helper.safety module best_engine_ai_helper.score module best_engine_ai_helper.sources module best_engine_ai_helper.sources.apxml module best_engine_ai_helper.usages module best_engine_ai_helper.validate_llm module best_engine_ai_helper.validate_vlm module build_parser() (in module best_engine_ai_helper.cli_argparse)

C

catalog_group() (in module best_engine_ai_helper.cli) catalog_show() (in module best_engine_ai_helper.cli) chat() (in module best_engine_ai_helper.llm) check_image() (in module best_engine_ai_helper.safety) check_text() (in module best_engine_ai_helper.safety) chip_name() (in module best_engine_ai_helper) (in module best_engine_ai_helper.detect)

chip_vendor() (in module best_engine_ai_helper) (in module best_engine_ai_helper.detect) clear_observers() (in module best_engine_ai_helper.llm) close() (best_engine_ai_helper.observe.Ledger method) compute_profile() (in module best_engine_ai_helper) (in module best_engine_ai_helper.detect) console_entry() (in module best_engine_ai_helper.cli) current_user() (in module best_engine_ai_helper.observe)

D

default_backend() (in module best_engine_ai_helper) (in module best_engine_ai_helper.engine)

detect_local_entry() (in module best_engine_ai_helper.hardware) disable() (in module best_engine_ai_helper.observe)

E

effective_budget() (in module best_engine_ai_helper) (in module best_engine_ai_helper.score) embed() (in module best_engine_ai_helper.llm) enable() (in module best_engine_ai_helper.observe) ensure() (in module best_engine_ai_helper) (in module best_engine_ai_helper.engine)

env_cmd() (in module best_engine_ai_helper.cli) estimate_cost_usd() (in module best_engine_ai_helper.observe) estimate_ram() (in module best_engine_ai_helper) (in module best_engine_ai_helper.catalog) estimated_tokens_per_second() (in module best_engine_ai_helper) (in module best_engine_ai_helper.score) eyeball_loop() (in module best_engine_ai_helper.ralph)

F

family_brief() (in module best_engine_ai_helper) (in module best_engine_ai_helper.usages)

fetch_open_weight_models() (in module best_engine_ai_helper.sources.apxml)

G

get_family() (in module best_engine_ai_helper) (in module best_engine_ai_helper.usages) get_usage() (in module best_engine_ai_helper) (in module best_engine_ai_helper.usages)

gui() (in module best_engine_ai_helper.api) gui_strings() (in module best_engine_ai_helper.i18n)

H

hardware_group() (in module best_engine_ai_helper.cli) hardware_show() (in module best_engine_ai_helper.cli)

hardware_update() (in module best_engine_ai_helper.cli) headroom (best_engine_ai_helper.api.RecommendRequest attribute)

I

is_enabled() (in module best_engine_ai_helper.observe)

L

Ledger (class in best_engine_ai_helper.observe) list_families() (in module best_engine_ai_helper) (in module best_engine_ai_helper.usages) list_usages() (in module best_engine_ai_helper) (in module best_engine_ai_helper.usages) live (best_engine_ai_helper.api.RecommendRequest attribute) load_brief() (in module best_engine_ai_helper.engine) load_catalog() (in module best_engine_ai_helper) (in module best_engine_ai_helper.catalog) load_config() (in module best_engine_ai_helper) (in module best_engine_ai_helper.config)

load_engine() (in module best_engine_ai_helper) (in module best_engine_ai_helper.engine) load_families() (in module best_engine_ai_helper) (in module best_engine_ai_helper.usages) load_hardware() (in module best_engine_ai_helper) (in module best_engine_ai_helper.hardware) load_usages() (in module best_engine_ai_helper) (in module best_engine_ai_helper.usages) lookup_chip() (in module best_engine_ai_helper) (in module best_engine_ai_helper.hardware)

M

main() (in module best_engine_ai_helper.cli_argparse) (in module best_engine_ai_helper.mcp) meta() (in module best_engine_ai_helper.i18n) model_config (best_engine_ai_helper.api.RecommendRequest attribute) model_footprint_gb() (in module best_engine_ai_helper) (in module best_engine_ai_helper.score) model_for() (in module best_engine_ai_helper) (in module best_engine_ai_helper.engine) module best_engine_ai_helper best_engine_ai_helper.api best_engine_ai_helper.catalog best_engine_ai_helper.cli best_engine_ai_helper.cli_argparse best_engine_ai_helper.config best_engine_ai_helper.detect best_engine_ai_helper.engine best_engine_ai_helper.gui best_engine_ai_helper.hardware best_engine_ai_helper.i18n best_engine_ai_helper.llm best_engine_ai_helper.mcp best_engine_ai_helper.observe best_engine_ai_helper.privacy best_engine_ai_helper.pull best_engine_ai_helper.ralph best_engine_ai_helper.recommend best_engine_ai_helper.safety best_engine_ai_helper.score best_engine_ai_helper.sources best_engine_ai_helper.sources.apxml best_engine_ai_helper.usages best_engine_ai_helper.validate_llm best_engine_ai_helper.validate_vlm

N

normalize_apxml_spec() (in module best_engine_ai_helper.catalog)

normalize_apxml_specs() (in module best_engine_ai_helper.catalog)

O

ollama_pull() (in module best_engine_ai_helper.pull)

ollama_rm() (in module best_engine_ai_helper.pull)

P

parse_directory_slugs() (in module best_engine_ai_helper.sources.apxml) parse_model_page() (in module best_engine_ai_helper.sources.apxml) parse_task() (in module best_engine_ai_helper) (in module best_engine_ai_helper.recommend)

platform_name() (in module best_engine_ai_helper) (in module best_engine_ai_helper.detect) prompt() (in module best_engine_ai_helper.i18n) prose_loop() (in module best_engine_ai_helper.ralph) pseudonymize() (in module best_engine_ai_helper.privacy)

R

ralph_loop() (in module best_engine_ai_helper.ralph) rank() (in module best_engine_ai_helper) (in module best_engine_ai_helper.score) recommend() (in module best_engine_ai_helper.api) (in module best_engine_ai_helper.recommend) recommend_engines() (in module best_engine_ai_helper) RecommendRequest (class in best_engine_ai_helper.api) record() (best_engine_ai_helper.observe.Ledger method) render_gui() (in module best_engine_ai_helper.gui)

resolve() (in module best_engine_ai_helper) (in module best_engine_ai_helper.engine) resolve_family() (in module best_engine_ai_helper) (in module best_engine_ai_helper.usages) resolve_usage() (in module best_engine_ai_helper) (in module best_engine_ai_helper.usages) resolved_models() (in module best_engine_ai_helper) (in module best_engine_ai_helper.config) restore() (in module best_engine_ai_helper.privacy) root() (in module best_engine_ai_helper.api)

S

SafetyViolation scan_image() (in module best_engine_ai_helper.safety) scan_text() (in module best_engine_ai_helper.safety) select() (in module best_engine_ai_helper) (in module best_engine_ai_helper.score)

server_load() (in module best_engine_ai_helper.detect) summary() (best_engine_ai_helper.observe.Ledger method) system() (in module best_engine_ai_helper.api)

T

task (best_engine_ai_helper.api.RecommendRequest attribute) text_model() (in module best_engine_ai_helper) (in module best_engine_ai_helper.config)

to_markdown() (in module best_engine_ai_helper) (in module best_engine_ai_helper.recommend)

U

usage_brief() (in module best_engine_ai_helper) (in module best_engine_ai_helper.usages)

usages_group() (in module best_engine_ai_helper.cli) usages_list() (in module best_engine_ai_helper.cli)

V

validate() (in module best_engine_ai_helper.validate_llm) (in module best_engine_ai_helper.validate_vlm)

validate_cmd() (in module best_engine_ai_helper.cli) vision_model() (in module best_engine_ai_helper) (in module best_engine_ai_helper.config)

W

write_cache() (in module best_engine_ai_helper.catalog) (in module best_engine_ai_helper.hardware) write_engine() (in module best_engine_ai_helper) (in module best_engine_ai_helper.engine)

write_env() (in module best_engine_ai_helper.pull) write_report() (in module best_engine_ai_helper) (in module best_engine_ai_helper.recommend)