Index

A

abstained (ir.Selection attribute) abstention_accuracy (ir.eval.DiscoveryReport attribute) (ir.eval.SelectionReport attribute) AbstentionGenerator (in module ir.eval_gen) ALWAYS (in module ir.synopsis) args (ir.schedule.ScheduleSpec attribute)

Artifact (class in ir) (class in ir.base) artifact_id (ir.Disclosure attribute) (ir.eval.PackageRelevanceCase attribute) as_doc_retriever() (in module ir.eval) as_retriever() (in module ir) (in module ir.retrieve)

B

BACKENDS (in module ir.schedule) balanced_accuracy (ir.eval.MinScoreCalibration attribute) baseline (ir.eval.ComparisonReport attribute) best() (ir.eval.SelectionSweep method) best_per_artifact() (in module ir.base)

body (ir.Disclosure attribute) build() (in module ir) (in module ir.cli) (in module ir.index) build_corpus() (in module ir) build_eval_set() (in module ir.eval_gen)

C

cache_dir() (in module ir.config) calibrate_min_score() (in module ir.cli) (in module ir.eval) calibration_key() (in module ir) (in module ir.rerank) calibration_modes() (ir.CorpusStore method) (ir.store.CorpusStore method) candidates (ir.Selection attribute) canonical_node_id() (in module ir) (in module ir.graph) change_signal() (ir.CorpusSource method) (ir.sources.CorpusSource method) changed (ir.schedule.ScheduleStatus property) check_requirements() (in module ir.requirements) CHILD (in module ir.graph) Chunked (class in ir) (class in ir.strategy) ClaudeTurn (class in ir) (class in ir.strategy) collapsed_tree_policy() (in module ir) command (ir.schedule.ScheduleSpec property) compare_indexings() (in module ir.eval) ComparisonReport (class in ir.eval) conditional_commit_rate (ir.eval.SelectionReport attribute) config_dir() (in module ir.config)

content_hash_signal() (in module ir.sources) corpora() (in module ir) Corpus (class in ir) (class in ir.index) corpus (ir.eval.DiscoveryCase attribute) corpus_artifact_ids() (in module ir.eval) corpus_dir() (in module ir.config) corpus_signature() (in module ir.eval_gen) CorpusGraph (class in ir) (class in ir.graph) CorpusSource (class in ir) (class in ir.sources) CorpusStore (class in ir) (class in ir.store) coverage() (in module ir.cli) coverage_ratio (ir.coverage.CoverageReport property) (ir.CoverageReport property) CoverageReport (class in ir) (class in ir.coverage) cron_expression() (in module ir.schedule) cron_line() (in module ir.schedule) cron_marker() (in module ir.schedule) crontab_with_line() (in module ir.schedule) crontab_without_line() (in module ir.schedule) CROSS_ENCODER (in module ir.rerank)

D

data_dir() (in module ir.config) declared_bounds() (in module ir.requirements) default_edge_extractor() (in module ir) (in module ir.graph) default_policy_for_kind() (in module ir) (in module ir.policy) DEFAULTS_BY_KIND (in module ir.policy) delete_ledger_entry() (ir.CorpusStore method) (ir.store.CorpusStore method) delete_links() (ir.CorpusStore method) (ir.store.CorpusStore method) delete_record() (ir.CorpusStore method) (ir.store.CorpusStore method) deltas (ir.eval.ComparisonReport attribute) dependency_evidence_boost() (in module ir) (in module ir.retrieve) derive_named_sets() (in module ir.eval) DFLT_ABSTENTION_FRAC (in module ir.eval_gen) DFLT_ABSTENTION_THEME (in module ir.eval_gen) DFLT_BLEND_ALPHA (in module ir.retrieve) DFLT_BM25_SAT_K (in module ir.retrieve) DFLT_CALIB_SENSITIVITY_WEIGHT (in module ir.eval) DFLT_CHUNK_MAX_TOKENS (in module ir.strategy) DFLT_CURVE_MODE (in module ir.eval) DFLT_DISTRACTOR_SIZES (in module ir.eval) DFLT_EVERY_MINUTES (in module ir.schedule) DFLT_EXCLUDE_DIRS (in module ir.sources)

DFLT_K_VALUES (in module ir.eval) DFLT_LABEL (in module ir.schedule) DFLT_METRICS (in module ir.eval) DFLT_MIN_DESCRIPTION_CHARS (in module ir.eval_gen) DFLT_MODE (in module ir.eval) DFLT_QUERIES_PER_ARTIFACT (in module ir.eval_gen) DFLT_RERANK_MAX_CHARS (in module ir.rerank) DFLT_RERANK_MODEL (in module ir.rerank) DFLT_RRF_K (in module ir.retrieve) DFLT_SESSIONS_SINCE_DAYS (in module ir.sources) DFLT_STALE_LOCK_AFTER (in module ir.maintenance) DFLT_SWEEP_MAX_K (in module ir.eval) DFLT_SWEEP_MIN_SCORE (in module ir.eval) DFLT_SWEEP_OBJECTIVE (in module ir.eval) DFLT_SWEEP_REL (in module ir.eval) DFLT_THIN_DESCRIPTION_CHARS (in module ir.synopsis) disclose() (in module ir) Disclosure (class in ir) discover() (in module ir) (in module ir.cli) DiscoveryCase (class in ir.eval) DiscoveryReport (class in ir.eval) DiscoveryResult (class in ir) DIST (in module ir.requirements) distractor_curve_from_cases() (in module ir.eval) distractor_robustness_curve() (in module ir.eval) distractors (ir.eval.NamedSets attribute) distractors_seen (ir.eval.NamedSetReport attribute)

E

edge_types() (ir.CorpusGraph method) (ir.graph.CorpusGraph method) EdgeExtractor (in module ir.graph) EmbedderError EmbedderMismatch EmbedderUnavailable embeddings_cache_dir() (in module ir.config) ensure() (in module ir.schedule)

env_dict (ir.schedule.ScheduleSpec property) eval() (in module ir.cli) eval_gen() (in module ir.cli) eval_select() (in module ir.cli) evaluate_discovery() (in module ir.eval) evaluate_named_sets() (in module ir.eval) evaluate_selection() (in module ir.eval) evidence (ir.eval.PackageRelevanceCase attribute) expand() (in module ir)

F

failure_classes (ir.eval.DiscoveryReport attribute) fan_in() (ir.CorpusGraph method) (ir.graph.CorpusGraph method) FilterFields (in module ir.base) format_every() (in module ir.schedule) FORMULATION_PROMPT (in module ir.formulate) Formulator (in module ir.formulate) fp_rate (ir.eval.NamedSetReport attribute) fp_rate_on_distractors() (in module ir.eval) from_claude_sessions() (ir.CorpusSource class method) (ir.sources.CorpusSource class method) from_dict() (ir.eval.DiscoveryCase class method) (ir.eval.MinScoreCalibration class method) (ir.eval.NamedSets class method) (ir.eval.PackageRelevanceCase class method) from_files() (ir.CorpusSource class method) (ir.sources.CorpusSource class method)

from_mapping() (ir.CorpusSource class method) (ir.sources.CorpusSource class method) from_mcp_tools() (ir.CorpusSource class method) (ir.sources.CorpusSource class method) from_md_reports() (ir.CorpusSource class method) (ir.sources.CorpusSource class method) from_packages() (ir.CorpusSource class method) (ir.sources.CorpusSource class method) from_records() (ir.CorpusSource class method) (ir.sources.CorpusSource class method) from_skills() (ir.CorpusSource class method) (ir.sources.CorpusSource class method) frontier() (ir.eval.SelectionSweep method) fuse_hits() (in module ir) (in module ir.retrieve) FUSIONS (in module ir.retrieve)

G

gain() (ir.eval.PackageRelevanceCase method) generate_abstention_cases() (in module ir.eval_gen) generate_cases() (in module ir.eval_gen) get() (in module ir.registry) get_calibration() (ir.CorpusStore method) (ir.store.CorpusStore method) get_config() (ir.CorpusStore method) (ir.store.CorpusStore method) get_ledger_entry() (ir.CorpusStore method) (ir.store.CorpusStore method) get_links() (ir.CorpusStore method) (ir.store.CorpusStore method)

get_maintenance_state() (ir.CorpusStore method) (ir.store.CorpusStore method) get_record() (ir.CorpusStore method) (ir.store.CorpusStore method) GLOBAL_DEFAULT (in module ir.policy) gold (ir.eval.DiscoveryCase attribute) gold_is_none (ir.eval.DiscoveryCase property) GraphStore (class in ir) (class in ir.graph) grid (ir.eval.MinScoreCalibration attribute)

H

hard_positive_recall (ir.eval.NamedSetReport attribute)

hard_positives (ir.eval.NamedSets attribute) hard_positives_missed (ir.eval.NamedSetReport attribute)

I

Identity (in module ir.retrieve) identity_formulator() (in module ir.formulate) ids (ir.DiscoveryResult property) in_downtime() (in module ir.policy) IndexingStrategy (class in ir) (class in ir.strategy) IndexPlan (class in ir) (class in ir.base) info() (in module ir.cli) INHERITED_ENV_VARS (in module ir.schedule) install() (in module ir.schedule) ir module ir.base module ir.cli module ir.config module ir.coverage module ir.embed module ir.eval module ir.eval_gen module ir.formulate module ir.graph module ir.index module

ir.maintenance module ir.policy module ir.registry module ir.requirements module ir.rerank module ir.retrieve module ir.schedule module ir.sources module ir.store module ir.strategy module ir.synopsis module ir.tools module is_anonymous() (in module ir.rerank) is_distractor (ir.eval.PackageRelevanceCase attribute) is_reindex_due() (in module ir.policy) items() (ir.CorpusSource method) (ir.sources.CorpusSource method) iter_pocket_repos() (in module ir.sources) iter_report_doc_folders() (in module ir.sources)

K

k (ir.eval.ComparisonReport attribute)

L

labels (ir.eval.PackageRelevanceCase attribute) ledger_items() (ir.CorpusStore method) (ir.store.CorpusStore method) ledger_key() (in module ir.base) level (ir.Disclosure attribute) level() (ir.eval.PackageRelevanceCase method) LEVEL_GAINS (in module ir.eval) level_histogram() (in module ir.eval) link_items() (ir.CorpusStore method) (ir.store.CorpusStore method)

LOAD_BEARING_ENV_VARS (in module ir.schedule) load_calibration() (in module ir.eval) load_cases() (in module ir.eval) load_package_cases() (in module ir.eval) local() (ir.CorpusStore class method) (ir.store.CorpusStore class method) lock_path() (in module ir.maintenance) ls() (in module ir.cli)

M

maintain() (in module ir) (in module ir.cli) (in module ir.maintenance) maintain_corpus() (in module ir) (in module ir.maintenance) MaintenanceBusy MaintenancePolicy (class in ir) (class in ir.policy) MaintenanceResult (class in ir) (class in ir.maintenance) make_default_abstention_generator() (in module ir.eval_gen) make_default_query_generator() (in module ir.eval_gen) make_embedder() (in module ir.embed) make_embedder_for_id() (in module ir.embed) make_id() (ir.base.Record static method) (ir.Record static method) make_llm_formulator() (in module ir) (in module ir.formulate) make_llm_synthesizer() (in module ir) (in module ir.synopsis) make_search() (in module ir) (in module ir.tools) make_thin_description_predicate() (in module ir) (in module ir.synopsis) mask_name() (in module ir.eval_gen) matrix() (ir.CorpusStore method) (ir.store.CorpusStore method) max_fan_in() (ir.CorpusGraph method) (ir.graph.CorpusGraph method) MCP_TOOL_PARAM_KEYS (in module ir.sources) mcp_tool_record() (in module ir.sources) mcp_tool_signal() (in module ir.sources) mean_selected_size (ir.eval.SelectionReport attribute) memory() (ir.CorpusStore class method) (ir.store.CorpusStore class method) merged() (ir.MaintenancePolicy method) (ir.policy.MaintenancePolicy method)

metadata (ir.Disclosure attribute) (ir.eval.DiscoveryCase attribute) (ir.eval.PackageRelevanceCase attribute) metas() (ir.CorpusStore method) (ir.store.CorpusStore method) metrics (ir.eval.ComparisonReport attribute) min_score (ir.eval.MinScoreCalibration attribute) MinScoreCalibration (class in ir.eval) missing_requirements() (in module ir.requirements) MissingRequirements mode (ir.eval.DiscoveryReport attribute) MODES (in module ir.retrieve) module ir ir.base ir.cli ir.config ir.coverage ir.embed ir.eval ir.eval_gen ir.formulate ir.graph ir.index ir.maintenance ir.policy ir.registry ir.requirements ir.rerank ir.retrieve ir.schedule ir.sources ir.store ir.strategy ir.synopsis ir.tools

N

n_abstention (ir.eval.MinScoreCalibration attribute) n_gold_retrieved (ir.eval.SelectionReport attribute) n_positive (ir.eval.MinScoreCalibration attribute) n_retrieval_miss (ir.eval.MinScoreCalibration attribute) name (ir.Disclosure attribute) NAME_PLACEHOLDER (in module ir.eval_gen) NamedSetReport (class in ir.eval)

NamedSets (class in ir.eval) neighbors() (ir.CorpusGraph method) (ir.graph.CorpusGraph method) NEXT (in module ir.graph) NodeId (in module ir.graph) NoLedgerEntry normalize_dist_name() (in module ir.graph)

O

objective (ir.eval.SelectionSweep attribute) observed (ir.eval.PackageRelevanceCase attribute)

open_corpus() (in module ir) (in module ir.index)

P

Package (class in ir) (class in ir.strategy) PackageRelevanceCase (class in ir.eval) PARAMETRIC_KINDS (in module ir.registry) params (ir.eval.SelectionGridPoint property) PARENT (in module ir.graph) parent_policy() (in module ir) parse_every() (in module ir.schedule) Passage (class in ir) passage (ir.Disclosure attribute) passage_texts() (in module ir.rerank) plist_bytes() (in module ir.schedule) plist_dict() (in module ir.schedule)

pointer (ir.base.SearchHit property) (ir.Disclosure attribute) (ir.SearchHit property) POINTER_KEYS (in module ir.base) points (ir.eval.SelectionSweep attribute) policy_for() (in module ir) (in module ir.registry) Predicate (in module ir.synopsis) PREV (in module ir.graph) primary (ir.eval.DiscoveryReport property) primary_k (ir.eval.DiscoveryReport attribute) put_record() (ir.CorpusStore method) (ir.store.CorpusStore method)

Q

query (ir.eval.DiscoveryCase attribute)

QueryGenerator (in module ir.eval_gen)

R

read_package_meta() (in module ir.eval) reason (ir.eval.MinScoreCalibration attribute) (ir.Selection attribute) recall_on_hard_positives() (in module ir.eval) Record (class in ir) (class in ir.base) record_ids() (ir.CorpusStore method) (ir.store.CorpusStore method) records_for_artifact() (in module ir) (in module ir.retrieve) REF (in module ir.graph) register() (in module ir) (in module ir.cli) (in module ir.registry) registered() (in module ir.registry) registry_path() (in module ir.config) regressions() (ir.eval.ComparisonReport method) REINDEX_TRIGGERS (in module ir.policy) ReindexPolicy (class in ir) (class in ir.policy) RELEVANCE_LEVELS (in module ir.eval) remove() (in module ir.schedule) render() (in module ir.schedule) REPO_DOC_SUBDIRS (in module ir.sources) report (ir.eval.SelectionGridPoint attribute) REPORT_DOC_GLOBS (in module ir.sources)

report_exclude_reason() (in module ir.sources) reports_coverage() (in module ir) (in module ir.coverage) REQUIRED (in module ir.requirements) requirements_message() (in module ir.requirements) rerank_tag() (in module ir.rerank) RERANK_TEXTS (in module ir.rerank) resolve_backend() (in module ir.schedule) resolve_fetcher() (in module ir.sources) resolve_policy() (in module ir) (in module ir.policy) resolve_reranker() (in module ir) (in module ir.rerank) resolve_storage() (in module ir.policy) restart() (in module ir.schedule) retrieval (ir.eval.DiscoveryReport attribute) retrieval_report() (in module ir.eval) Retriever (in module ir.retrieve) retriever_for() (in module ir) (in module ir.registry) retrievers() (in module ir) (in module ir.registry) reverse_dependency_policy() (in module ir) reverse_neighbors() (ir.CorpusGraph method) (ir.graph.CorpusGraph method) rm() (in module ir.cli)

S

safe_name() (in module ir.config) save() (ir.eval.MinScoreCalibration method) save_cases() (in module ir.eval) save_package_cases() (in module ir.eval) schedule() (in module ir.cli) ScheduleError ScheduleSpec (class in ir.schedule) ScheduleStatus (class in ir.schedule) score (ir.Disclosure attribute) ScoreBoost (in module ir.retrieve) search() (in module ir) (in module ir.cli) (in module ir.retrieve) (in module ir.tools) (ir.Corpus method) (ir.index.Corpus method) search_tool() (in module ir) SearchHit (class in ir) (class in ir.base) select() (in module ir) selected (ir.Selection attribute) selected_ids (ir.Selection property) Selection (class in ir) selection_f1 (ir.eval.SelectionReport attribute) selection_precision (ir.eval.SelectionReport attribute) selection_recall (ir.eval.SelectionReport attribute) SelectionGridPoint (class in ir.eval) SelectionReport (class in ir.eval) SelectionSweep (class in ir.eval) sensitivity (ir.eval.MinScoreCalibration attribute) sensitivity_weight (ir.eval.MinScoreCalibration attribute) sentence_window_policy() (in module ir) separable (ir.eval.MinScoreCalibration attribute) set_calibration() (ir.CorpusStore method) (ir.store.CorpusStore method) set_config() (ir.CorpusStore method) (ir.store.CorpusStore method) set_ledger_entry() (ir.CorpusStore method) (ir.store.CorpusStore method)

set_links() (ir.CorpusStore method) (ir.store.CorpusStore method) set_maintenance_state() (ir.CorpusStore method) (ir.store.CorpusStore method) should_index (ir.coverage.CoverageReport property) (ir.CoverageReport property) signals (ir.Selection attribute) single_run() (in module ir.maintenance) Skill (class in ir) (class in ir.strategy) source (ir.CorpusGraph attribute) (ir.Disclosure attribute) (ir.graph.CorpusGraph attribute) source_for() (in module ir.registry) source_from_entry() (in module ir.registry) source_id (ir.eval.DiscoveryCase attribute) spec_tag() (in module ir.rerank) specificity (ir.eval.MinScoreCalibration attribute) status() (in module ir.schedule) STORAGE_BACKENDS (in module ir.policy) storage_key() (in module ir.base) strategy_from_spec() (in module ir.strategy) STRATEGY_REGISTRY (in module ir.strategy) strategy_to_spec() (in module ir.strategy) sufficient (ir.Selection property) summary (ir.Disclosure attribute) Surface (class in ir) (class in ir.base) SWEEP_METRICS (in module ir.eval) sweep_select() (in module ir.cli) sweep_selector() (in module ir.eval) synopsis_fields (ir.Package attribute) (ir.strategy.Package attribute) SYNOPSIS_KIND (in module ir.synopsis) SYNOPSIS_PROMPT (in module ir.synopsis) SynopsisPolicy (class in ir) (class in ir.policy) Synthesizer (in module ir.synopsis)

T

table() (ir.eval.SelectionSweep method) tag_source() (in module ir) (in module ir.base) text_of() (in module ir.strategy) theme (ir.eval.NamedSets attribute) thin_description (ir.eval.PackageRelevanceCase attribute) thin_description_predicate() (in module ir.synopsis) to_dict() (ir.base.SearchHit method) (ir.Disclosure method) (ir.DiscoveryResult method) (ir.eval.ComparisonReport method) (ir.eval.DiscoveryCase method) (ir.eval.MinScoreCalibration method) (ir.eval.NamedSetReport method) (ir.eval.NamedSets method) (ir.eval.PackageRelevanceCase method) (ir.eval.SelectionGridPoint method) (ir.eval.SelectionReport method) (ir.eval.SelectionSweep method) (ir.Passage method) (ir.schedule.ScheduleStatus method) (ir.SearchHit method) (ir.Selection method)

to_graded_qrels() (in module ir.eval) to_qrels() (in module ir.eval) TOPICAL_SYNOPSIS_PROMPT (in module ir.synopsis) traverse() (in module ir)

U

unregister() (in module ir.registry) unsatisfied_message() (in module ir.requirements)

unsatisfied_requirements() (in module ir.requirements) UnsatisfiedRequirements

V

validate_cases() (in module ir.eval) vd_degraded (ir.eval.DiscoveryReport attribute) (ir.eval.MinScoreCalibration attribute)

version_satisfies() (in module ir.requirements)

W

WalkPolicy (class in ir) WalkState (class in ir) WholeText (class in ir) (class in ir.strategy)

with_synopsis() (in module ir) (in module ir.synopsis)

Y

youden_j (ir.eval.MinScoreCalibration attribute)