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25289023fe03dada895a42ef8b2ed5d4c0a8d1fd
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161 Commits
Author SHA1 Message Date
Mohd Kaif 25289023fe docs: replace all CardGroup/Card blocks with animated bullet points across all 50 docs pages (#648) 
- Fix What's new → link in Info banner (now a proper <a> tag, always clickable)
- Replace 4-stat CardGroup on index with inline premium stats row
- Convert every <CardGroup>/<Card> block site-wide to markdown bullet lists:
  content sections → bold-title bullets with sub-bullets, nav cards → [Title](href) — description
- Add cursor-animated list item hover effects to custom.css:
  green inset left border, subtle background tint, marker color change on hover
- Affects index, getting-started, quickstart, concepts, modules, faq, architecture,
  installation, cookbook, glossary, learning-more, explorer-setup, cli-setup,
  community, contributing-guide, governance, citation, project-license,
  all integrations pages, and all 20+ reference module pages
 2026-06-17 23:18:40 +05:30
Mohd Kaif e04dc12e6e docs: premium UI improvements — navbar links, hover effects, inline tips, accordion troubleshooting (#646) 
- Move Discord, GitHub, PyPI, and Follow on X links from sidebar anchors to top-right navbar
- Lock dark mode as default via appearance.strict and hide theme toggle
- Add custom.css with hover highlighting for tables, code blocks, cards, callouts, and inline code
- Move all Tips and Common Pitfalls sections inline next to their relevant content across all 25 reference docs
- Polish context.md: remove duplicates, condense callouts, upgrade Cookbooks to CardGroup
- Convert Troubleshooting and Performance Optimization sections in installation.md, cli-setup.md, explorer-setup.md, learning-more.md, and faq.md from plain headers to AccordionGroup
- Change navigation-hint Tip callouts to Info in concepts.md, faq.md, glossary.md, and modules.md
 2026-06-17 18:59:25 +05:30
Mohd Kaif a326c7d3bd Fix/mintlify theme (#645) 
* fix: replace invalid Mintlify theme 'venus' with 'mint'

* docs: replace em dashes with colons across all docs files

* fix: strip UTF-8 BOM from all docs files (broke frontmatter detection)
 2026-06-17 13:26:19 +05:30
Mohd Kaif 1f3cea5f0a docs: upgrade all docs pages with Mintlify premium components (#642) 
Replace plain markdown lists, tables, and numbered steps with interactive
Mintlify v3 MDX components across all 50+ documentation files:

- Tabs: provider/parser/method selection guides, citation formats, component details
- Steps: setup flows, pipeline stages, connection initialization
- CardGroup/Card: feature overviews, "what you get" sections, navigation footers
- AccordionGroup: FAQ entries
- Check/Warning/Tip/Note/Info: callouts replacing plain bold text and inline notes

Files improved span the full docs surface: reference modules (context, llms,
kg, reasoning, embeddings, deduplication, provenance, parse, ontology, core,
semantic_extract), integrations (agno, docling, snowflake), graph/vector
store backends (apache_age, pgvector), and top-level guides (contributing,
governance, glossary, citation, community-projects, learning-more).
 2026-06-17 12:58:44 +05:30
KaifAhmad1 850f47625f docs: address review feedback across 7 modules 
- llms.md: use showcase models (llama-3.3-70b-versatile, gpt-4o) in
  provider examples and use-case tables; clarify defaults vs recommended
  in Defaults and Reproducibility section
- split.md: document that chunk_size is in characters with migration note
- ingest.md: add Note that glob patterns are not supported by ingest()
- explorer-setup.md: remove hardcoded "1.5 seconds" timing claim
- cli-setup.md: expand semantica-worker description with concrete usage
- mcp_server.md: clarify turtle/ttl are aliases for the same RDF format
- semantic_extract.md: remove emoji from code comments
 2026-06-16 21:49:20 +05:30
Sameer6305 fc22805e44 docs(change_management): align versioning APIs with implementation 2026-06-16 15:17:38 +05:30
Sameer6305 f2bf1e2159 docs(conflicts): align conflict APIs with implementation 2026-06-16 15:03:28 +05:30
Sameer6305 7e5db2b38d docs(utils): align utility APIs with implementation 2026-06-16 14:49:26 +05:30
Sameer6305 74b8170015 docs(mcp_server): align tools and resources with implementation 2026-06-16 14:38:14 +05:30
Sameer6305 2b661f1c2c docs(visualization): align visualizer APIs with implementation 2026-06-16 14:13:22 +05:30
Sameer6305 50d4c1e849 docs(export): align exporters and format support with implementation 2026-06-16 13:41:57 +05:30
Sameer6305 c62ff0238a docs(explorer): align explorer routes, CLI flags, and APIs with implementation 2026-06-16 11:34:14 +05:30
Sameer6305 d9f3e11eb3 docs(context): align context and policy APIs with implementation 2026-06-16 11:18:19 +05:30
Sameer6305 4275d6ee34 docs(deduplication): align entity resolution APIs with implementation 2026-06-16 11:18:19 +05:30
Sameer6305 55ea3fb4d5 docs(normalize): align normalization APIs with implementation 2026-06-16 11:18:19 +05:30
Sameer6305 4cb2154803 docs(ingest): align ingestion APIs and return types with implementation 2026-06-16 11:18:19 +05:30
Sameer6305 babeaf0e61 docs(evals): align placeholder documentation with implementation 2026-06-16 11:18:19 +05:30
Sameer6305 777deaa4e3 docs(provenance): align lineage and provenance APIs with implementation 2026-06-16 11:18:19 +05:30
Sameer6305 21b15f4b8e docs(reasoning): fix Python 3.8 type annotation compatibility 2026-06-16 11:18:19 +05:30
Sameer6305 ca0133227b docs(reasoning): align inference and reasoning APIs with implementation 2026-06-16 11:18:19 +05:30
Sameer6305 f7e8e87734 docs(triplet_store): align SPARQL and storage APIs with implementation 2026-06-16 11:18:18 +05:30
Sameer6305 10c53c9dd7 docs(graph_store): align graph APIs and backend documentation 2026-06-16 11:18:18 +05:30
Sameer6305 05ff590212 docs(vector_store): align vector store docs with implementation 2026-06-16 11:18:18 +05:30
Sameer6305 a28cb68098 docs(embeddings): align embedding docs with implementation 2026-06-16 11:18:18 +05:30
Sameer6305 13805d40e3 docs(ontology): align ontology docs with implementation 2026-06-16 11:18:18 +05:30
Sameer6305 2fc3261b89 docs(seed): align seed data docs with implementation 2026-06-16 11:18:18 +05:30
Sameer6305 441515a66c docs(kg): align graph and temporal APIs with implementation 2026-06-16 11:18:18 +05:30
Sameer6305 4982ce8d4b docs(pipeline): align examples and templates with implementation 2026-06-16 11:18:18 +05:30
Sameer6305 273f37dd05 docs(core): align configuration examples with implementation 2026-06-16 11:18:18 +05:30
Sameer6305 7e0e29282e docs(split): remove unsupported APIs and fix examples 2026-06-16 11:18:18 +05:30
Sameer6305 f170e1bab6 docs(split): align chunking docs with implementation 2026-06-16 11:18:18 +05:30
Sameer6305 4bb7a49e08 docs(parse): align docling installation instructions 2026-06-16 11:18:18 +05:30
Sameer6305 8cebb052c8 docs(parse): improve onboarding and align with implementation 2026-06-16 11:18:18 +05:30
Sameer6305 366add9fa0 docs(semantic_extract): improve onboarding and workflow guidance 2026-06-16 11:18:18 +05:30
Sameer6305 db8d3581aa docs(llms): clarify implementation defaults for reproducibility 2026-06-16 11:18:17 +05:30
Sameer6305 4ed8c34f78 docs(llms): fix config examples and snippet imports 2026-06-16 11:18:17 +05:30
Sameer6305 4561faa254 docs(llms): improve onboarding and provider setup guidance 2026-06-16 11:18:17 +05:30
luffy2208 22382c2cf2 feat(ingest): add public API ingestion support 2026-06-09 06:52:58 +05:30
Mohd Kaif 5d70d0c10d docs: replace Exported Classes import blocks with summary tables (all 25 modules) (#567) 
* docs: replace Exported Classes import blocks with summary tables across all 25 modules

* docs: add method/parameter tables to parse, ingest, ontology, normalize, triplet_store, change_management, conflicts, export, graph_store, provenance, and semantic_extract modules
 2026-05-24 15:49:58 +05:30
KaifAhmad1 68fcff5b3a docs: add Exported Classes blocks to all remaining reference docs 
Adds ## Exported Classes (or equivalent interface block) to:
- change_management.md, conflicts.md, context.md, embeddings.md
- graph_store.md, ingest.md, normalize.md, pipeline.md
- seed.md, split.md, triplet_store.md, vector_store.md
- visualization.md

Adds ## Launch Interface to explorer.md (CLI-only module).
Adds ## Server Interface to mcp_server.md (stdio process, not importable).

All blocks sourced from module __all__ with inline usage hints.
evals.md intentionally skipped (placeholder, __all__ = []).
 2026-05-24 14:56:11 +05:30
KaifAhmad1 beacc88b02 fix(ci): replace list[Event] with List[Event] for Python 3.8 compat 2026-05-24 14:46:50 +05:30
KaifAhmad1 37e640e7b4 docs: comprehensive audit and DX overhaul of all reference modules 
llms.md:
- Only Groq/OpenAI/LiteLLM/HuggingFaceLLM are exported — remove non-exported
  Anthropic/Ollama/Gemini/DeepSeek/Novita as direct imports
- Rename HuggingFace -> HuggingFaceLLM (correct class name)
- Remove non-existent create_provider() — replace with LiteLLM provider/model pattern
- Add LiteLLM 100+ providers section with provider/model string examples
- Add Exported Classes table (class -> provider -> API key)
- Update Provider Comparison table to show correct import per provider

ontology.md:
- Remove non-existent OntologyManager — replace with OntologyEngine facade
- Remove non-existent start_explorer() — replace with CLI: semantica-explorer
- SHACLValidator -> OntologyValidator (correct exported name)
- OWLExporter -> OWLGenerator (correct exported name)
- Add Exported Classes block with all 15+ exported symbols
- Add LLMOntologyGenerator section, NamespaceManager section
- Add OntologyEvaluator section with coverage/completeness metrics
- Add ingest_ontology() section
- Add versioning moved-to note (change_management module)

kg.md:
- TemporalKnowledgeGraph does not exist — replace with TemporalGraphQuery
- DistanceCalculator does not exist — replace with SimilarityCalculator
- Add Exported Classes block with all 20+ exported symbols
- Fix temporal example to use TemporalGraphQuery + TemporalVersionManager correctly
- Add SimilarityCalculator section with NodeEmbedder integration example

provenance.md:
- ActivityTracker not exported — remove; ProvenanceManager handles tracking
- Fix track_entity() signature: add source_location, source_quote params
- Fix GraphBuilderWithProvenance import: from semantica.kg, not semantica.provenance
- Add Exported Classes block with storage backends and checksum utilities
- Add SourceReference section with DOI/page/quote fields
- Add tamper-evident checksum section (compute_checksum/verify_checksum)
- Add Enable Provenance in Extractors section
- Fix duplicate heading (W3C PROV-O Export appeared twice)

reasoning.md:
- Add Exported Classes block with all engines + data types + explanation types
- Add Quick Start section
- Add Choosing an Engine comparison table
- Add InferenceResult/Explanation/ReasoningStep type annotations in examples
- Add Tip: use DatalogReasoner for recursive rules

semantic_extract.md:
- Add Exported Classes block with NamedEntityRecognizer, EventDetector, Entity,
  Relation, Event, CoreferenceChain, EntityClassifier, TemporalEventProcessor
- Add Quick Start section (one-liner extraction pipeline)
- Rename EventExtractor -> EventDetector (correct exported name)
- Clarify NERExtractor vs NamedEntityRecognizer distinction
- Add return type annotations to EventDetector example

core.md:
- Add Exported Classes block
- Add When to Use Core vs. Individual Modules decision table
- Add Tip: LifecycleManager only for long-running apps
- Fix MethodRegistry example to import build_knowledge_base correctly

parse.md:
- Add Exported Classes block with all format-specific parsers + data types
- Add DoclingParser optional import note

utils.md:
- Add Exported Classes block with logging/validation/progress/helpers/exceptions

deduplication.md:
- Add Exported Classes block with PropertyMergeRule, MergeStrategyManager,
  method_registry, and all convenience functions

export.md:
- Add Exported Classes block with all exporters, NamespaceManager,
  SemanticNetworkYAMLExporter, and all convenience functions
 2026-05-24 14:41:57 +05:30
KaifAhmad1 5a7a740185 docs(context): full audit and overhaul of context.md 
API fixes:
- retrieve(): top_k= -> max_results= (correct parameter name)
- remove non-existent add_decision_simple() -> use record_decision() on ContextGraph
- remove non-existent analyze_decision_influence() -> get_causal_chain() + trace_decision_explainability()
- find_precedents() returns List[Decision] not Precedent; removed .similarity attribute usage
- ContextRetriever.retrieve(): top_k -> max_results, add use_graph_expansion / min_relevance_score params
- AgentMemory.retrieve(): top_k -> max_results

New constructor params documented:
- retention_days, max_memories, max_expansion_hops, hybrid_alpha

New methods documented:
- batch_store(), forget(), update(), get_memory(), stats(), health()
- save() / load(), export() / import_data()
- conversation(), get_causal_chain(), query_decisions()
- trace_decision_explainability(), get_policy_engine()
- checkpoint(), diff_checkpoints(), flush_checkpoint()
- ContextGraph: add_nodes/add_edges (bulk), find_node, find_nodes, find_active_nodes
- ContextGraph: find_edges, query, stats, density, clear, build_from_conversations
- ContextGraph: link_graph, navigate_to, cross_graph_path, resolve_links

New sections:
- Cross-Graph Navigation with full example
- Checkpoint Methods with example
- Conversation Methods with example
- Persist and Restore real-world tab
- Policy dataclass in Data Structures accordion
- Decision.valid_from / valid_until temporal fields documented
- CausalChainAnalyzer and ContextRetriever added to What You Get cards
- New Tips: max_results param name, checkpoint auditing
 2026-05-24 14:28:37 +05:30
KaifAhmad1 daa79ccef3 fix: audit and correct all remaining API mismatches in docs 
- llms.md: replace non-exported Anthropic/Ollama imports with LiteLLM provider-prefix pattern; replace ReasoningEngine with Reasoner; replace create_provider with LiteLLM in YAML config example and tip
- concepts.md: replace ReasoningEngine with Reasoner/ReteEngine/GraphReasoner; fix DatalogReasoner.reason() to evaluate()/query(); replace TemporalKnowledgeGraph with TemporalGraphQuery; replace DistanceCalculator with SimilarityCalculator; replace EntityDeduplicator with DuplicateDetector/EntityMerger
- kg.md: replace non-exported build_knowledge_graph with method_registry.execute()
- semantic_extract.md: replace Anthropic import with LiteLLM
- index.md: replace Anthropic/Ollama imports with LiteLLM
- modules.md: fix TemporalKnowledgeGraph, DistanceCalculator, OntologyManager, ReasoningEngine, DatalogEngine, start_explorer, create_provider across code examples and module index table
- triplet_store.md: replace non-exported NamespacePrefixManager with semantica.ontology.NamespaceManager
 2026-05-24 14:28:36 +05:30
KaifAhmad1 ce765b6f66 fix: correct docs-to-code mismatches in 8 reference modules 
- graph_store: remove create_constraint(), add_nodes_bulk(), add_edges_bulk() → create_nodes(), add_edges()
- deduplication: fix PropertyMergeRule → MergeStrategy enum; add_rule() → add_property_rule(); merge() → merge_entities(); remove non-existent UNION/MAX/MIN/VOTING constants
- conflicts: set_credibility() → set_source_credibility(); group_by_severity/identify_patterns/analyze_sources → analyze_conflicts() dict keys; generate() → generate_guide(); remove time_window= param from analyze_trends()
- reasoning: infer() → forward_chain(); remove apply_transitivity/symmetry/inverse() templates that don't exist; GraphReasoner(kg) → GraphReasoner(); infer(kg) → reason(graph, query)
- split: split_document() (singular) → split_documents([parsed]) throughout
- seed: remove register_source_object(), populate(), inject(), load_from_file(), diff_versions(), get_version(tag=) — replace with register_source() and load_from_csv/json()
- change_management: remove rollback(), get_log_entry(), export_audit_trail(), get_audit_trail() — replace audit section with list_versions() + diff() pattern
- export: export_to_file() → export_to_rdf(); YAMLExporter → SemanticNetworkYAMLExporter
 2026-05-24 13:36:14 +05:30
KaifAhmad1 ff43887842 fix: correct remaining API mismatches in pipeline, vector_store, and normalize docs 
- pipeline.md: ParallelismManager pool_type="thread"/"process" → use_processes=False/True;
  execute_parallel() returns List[ParallelExecutionResult] not aggregate object
- vector_store.md: remove MetadataStore.add_field() (method is on MetadataSchema, not
  MetadataStore); fix tip to reference MetadataStore.update_metadata() not VectorStore
- normalize.md: Pipeline() orchestrator misuse → PipelineBuilder + ExecutionEngine pattern
 2026-05-24 13:14:01 +05:30
KaifAhmad1 6f726c708f fix: remove non-existent classes and fix wrong API signatures across reference docs 
- visualization.md: GraphVisualizer → KGVisualizer; fix method names (visualize_network,
  visualize_network_evolution, visualize_snapshot_comparison, visualize_temporal_patterns,
  visualize_2d_projection); remove DistanceVisualizer tab; fix start_explorer() reference
- kg.md: remove TemporalKnowledgeGraph and DistanceCalculator (don't exist); replace with
  TemporalGraphQuery and ConnectivityAnalyzer; fix query_at_time() signature
- ontology.md: remove OntologyManager, SKOSVocabulary, OntologyAligner, OntologyDiff,
  OntologyMigrator (none exist); fix SHACLValidator → OntologyValidator; fix OWLExporter
  → OWLGenerator.export_owl(); fix start_explorer() reference
- evals.md: replace entire file with coming-soon notice (module is a stub, __all__ = [])
- embeddings.md: fix EmbeddingGenerator constructor (takes config dict not model=);
  generate() → generate_embeddings(); similarity() → compare_embeddings()
- ingest.md: fix WebIngestor (rate_limit → delay, ingest() → ingest_url());
  FeedIngestor (ingest() → ingest_feed(), monitor() → monitor_feeds());
  StreamIngestor (backend= constructor → ingest_kafka/rabbitmq/kinesis/pulsar());
  DBIngestor constructor + ingest() → ingest_database(); SnowflakeIngestor.ingest() →
  ingest_query()/ingest_table(); OntologyIngestor.ingest() → ingest_ontology();
  DataSource → FileObject
- explorer.md: remove start_explorer() Python function (only CLI exists);
  replace with semantica-explorer CLI usage
- provenance.md: ActivityTracker → ProvenanceTracker in CardGroup
- semantic_extract.md: EventExtractor → EventDetector
- triplet_store.md: remove InMemoryTripletStore (doesn't exist); fix tip
- llms.md: fix providers (Anthropic/Gemini/Ollama/DeepSeek/NovitaAI → LiteLLM);
  HuggingFace → HuggingFaceLLM; remove create_provider()
 2026-05-24 13:11:57 +05:30
KaifAhmad1 689d57b361 fix: correct API mismatches in pipeline, ingest, and vector_store docs 
pipeline.md:
- Replace Pipeline().add_step().run() with PipelineBuilder + ExecutionEngine.execute_pipeline()
- Fix ValidationResult: result.valid (not is_valid), errors is List[str] not object list
- Fix ExecutionResult schema: success/output/metadata/metrics/errors (not PipelineResult)
- Fix ExecutionEngine: get_pipeline_status() not get_status(), progress keys completed_steps/total_steps
- Fix result.metadata['pipeline_id'] not result.pipeline_id
- Fix RetryPolicy: strategy=RetryStrategy.EXPONENTIAL not backoff='exponential'
- Fix PipelineSerializer.serialize_pipeline/deserialize_pipeline instead of pipeline.save/load
- Fix delta mode to use PipelineBuilder not Pipeline()

ingest.md:
- Replace S3Ingestor/GCSIngestor/GDriveIngestor (do not exist) with CloudStorageIngestor
- Remove MongoIngestor/DuckDBIngestor (do not exist) from docs and tables
- Fix Quick Start pipeline step to use PipelineBuilder + ExecutionEngine

vector_store.md:
- Replace store.hybrid_search() (does not exist) with HybridSearch.search()
- Replace store.add_vectors() with store.add_documents() / store.store_vectors()
- Replace store.search(query_vector) with store.search_vectors(k=) / store.search(query_str, limit=)
- Fix Batch Operations: add_vectors_batch -> add_documents, delete_vectors(vector_ids=), update_vectors()
- Fix HybridSearch.search() signature: (query, k, metadata_filter) not (query_vector, query_text, fusion, filters)
- Fix MetadataStore: store_metadata/get_metadata/update_metadata/query_metadata (not add/filter/get)
- Fix NamespaceManager: add_vector_to_namespace, list_namespaces returns List[str]
 2026-05-24 12:36:21 +05:30
KaifAhmad1 5eefadaa7f docs: apply full Mintlify component overhaul to all 27 reference pages and concepts.md 
Replace plain markdown in every docs/reference/ file and docs/concepts.md with
rich Mintlify JSX components — CardGroup, Steps, Tabs, AccordionGroup, Tip,
Warning, Note, and CodeGroup — for a consistent, navigable, production-grade
developer experience.
 2026-05-23 23:02:03 +05:30
KaifAhmad1 98bc2de20b docs: add SVG diagrams and Semantica wordmark logo 
Diagrams (docs/assets/img/diagrams/):
- architecture-overview.svg: 4-column layered architecture
- pipeline-flow.svg: 8-step numbered pipeline flow
- kg-structure.svg: entity/relation graph with typed nodes and labeled edges
- graphrag-flow.svg: dual-path retrieval (vector + graph) to LLM to grounded answer
- extraction-pipeline.svg: NER/Relation/Coreference fan-out to Triplet Generator
- agent-context-flow.svg: AgentContext hub with VectorStore and ContextGraph
- reasoning-chain.svg: forward-chaining inference with explanation path

Wordmark logo (light + dark SVG variants):
- Green rounded-square S icon + Semantica text in green
- docs.json updated to use wordmark SVGs for light and dark modes

Pages updated with diagrams:
- index.md, architecture.md, quickstart.md, concepts.md
- reference/kg.md, reference/pipeline.md, reference/semantic_extract.md
- reference/context.md, reference/reasoning.md
 2026-05-23 17:04:52 +05:30