Local-first self-improving knowledge graph for AI agents with three-layer entity extraction, parallel graph and vector retrieval, and automated LoRA fine-tuning.
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process.env. You'll be asked to provide them before it can run.MOLLYGRAPH_API_KEYMOLLYGRAPH_URLMOLLYGRAPH_HOME_DIRMOLLYGRAPH_QUEUE_DBMOLLYGRAPH_QUEUE_MAX_CONCURRENTMOLLYGRAPH_SQLITE_VEC_DBMOLLYGRAPH_LADYBUG_GRAPH_DBMOLLYGRAPH_LADYBUG_DBMOLLYGRAPH_ZVEC_DIRRELATION_SCHEMA_FILEMOLLYGRAPH_OWNER_NAMEMOLLYGRAPH_SCHOOL_CANONICALMOLLYGRAPH_SCHOOL_ALIASESMOLLYGRAPH_SCHOOL_CAMPUS_ALIASESNEO4J_URINEO4J_USERNEO4J_PASSWORDGOOGLE_API_KEYANTHROPIC_API_KEYMOONSHOT_API_KEYGROQ_API_KEYOLLAMA_API_KEYOPENAI_API_KEYOPENROUTER_API_KEYTOGETHER_API_KEYFIREWORKS_API_KEYAUDIT_LLM_ENABLEDAUDIT_MODEL_NIGHTLYAUDIT_MODEL_WEEKLYAUDIT_MODEL_PRETRAINAUDIT_PROVIDER_ORDERMOLLYGRAPH_AUDIT_TIER_LOCALMOLLYGRAPH_AUDIT_TIER_PRIMARYMOLLYGRAPH_AUDIT_TIER_FALLBACKMOLLYGRAPH_AUDIT_MODEL_LOCALMOLLYGRAPH_AUDIT_MODEL_PRIMARYMOLLYGRAPH_AUDIT_MODEL_FALLBACKMOLLYGRAPH_DECISION_TRACES_MIN_CONTENT_CHARSMOLLYGRAPH_DECISION_TRACES_PREFILTER_MIN_SCOREMOLLYGRAPH_DECISION_TRACES_MIN_CONFIDENCEMOLLYGRAPH_DECISION_TRACES_MAX_ALTERNATIVESMOLLYGRAPH_DECISION_TRACES_MAX_INPUTSMOLLYGRAPH_DECISION_TRACES_MAX_RELATED_ENTITIESMOLLYGRAPH_GLIREL_LLM_SYNONYMSMOONSHOT_BASE_URLGROQ_BASE_URLOLLAMA_BASE_URLOLLAMA_CHAT_BASE_URLOPENAI_BASE_URLOPENROUTER_BASE_URLTOGETHER_BASE_URLFIREWORKS_BASE_URLGRAPH_MEMORY_HOSTGRAPH_MEMORY_PORTMOLLYGRAPH_TEST_MODEMOLLYGRAPH_GRAPH_BACKENDMOLLYGRAPH_VECTOR_BACKENDMOLLYGRAPH_RUNTIME_PROFILEMOLLYGRAPH_EXTRACTOR_FIXTUREMOLLYGRAPH_ALLOW_MODEL_DOWNLOADSMOLLYGRAPH_MODEL_MIN_AVAILABLE_MEMORY_MBMOLLYGRAPH_STRICT_AIMOLLYGRAPH_SPACY_ENRICHMENTMOLLYGRAPH_SPACY_MODELMOLLYGRAPH_SPACY_MIN_GLINER_ENTITIESMOLLYGRAPH_EMBEDDING_BACKENDMOLLYGRAPH_EMBEDDING_MODELMOLLYGRAPH_EMBEDDING_ST_MODEL— Snowflake/snowflake-arctic-embed-sMOLLYGRAPH_EMBEDDING_VECTOR_DIMENSIONMOLLYGRAPH_EMBEDDING_OLLAMA_MODEL— nomic-embed-textMOLLYGRAPH_OLLAMA_EMBED_MODELMOLLYGRAPH_EMBEDDING_CLOUD_PROVIDERMOLLYGRAPH_EMBEDDING_CLOUD_MODELMOLLYGRAPH_EXTRACTOR_BACKENDMOLLYGRAPH_EXTRACTOR_MODELMOLLYGRAPH_EXTRACTION_CONFIDENCE_DEFAULTMOLLYGRAPH_EXTRACTION_CONFIDENCE_SESSIONMOLLYGRAPH_EXTRACTION_CONFIDENCE_CONVERSATIONMOLLYGRAPH_EXTRACTION_CONFIDENCE_WHATSAPPMOLLYGRAPH_EXTRACTION_CONFIDENCE_IMESSAGEMOLLYGRAPH_EXTRACTION_CONFIDENCE_EMAILMOLLYGRAPH_EXTRACTION_CONFIDENCE_VOICEMOLLYGRAPH_EXTRACTION_CONFIDENCE_CORRECTIONMOLLYGRAPH_EXTRACTION_CONFIDENCE_CONTACTS_JSONMOLLYGRAPH_RERANKER_ENABLEDMOLLYGRAPH_RERANKER_MODELMOLLYGRAPH_GRAPH_RERANK_ENABLEDMOLLYGRAPH_RERANK_ENABLEDMOLLYGRAPH_RERANK_NEIGHBOR_WEIGHTMOLLYGRAPH_RERANK_STRENGTH_WEIGHTMOLLYGRAPH_RERANK_PATH_BONUSMOLLYGRAPH_GLIREL_ENABLEDMOLLYGRAPH_GLIREL_MODELMOLLYGRAPH_GLIREL_CONFIDENCEMOLLYGRAPH_GLIREL_TRAINING_THRESHOLDMOLLYGRAPH_GLIREL_SILVER_ENABLEDMOLLYGRAPH_GLIREL_CHUNKING_ENABLEDMOLLYGRAPH_GLIREL_CHUNK_SIZEGLINER_BASE_MODELGLINER_FINETUNE_MIN_EXAMPLESGLINER_FINETUNE_COOLDOWN_DAYSGLINER_LORA_COOLDOWN_DAYSGLINER_FINETUNE_BENCHMARK_THRESHOLDGLINER_FULL_FINETUNE_MIN_EXAMPLESGLINER_LORA_PLATEAU_WINDOWGLINER_LORA_PLATEAU_EPSILONGLINER_TRAINING_SCAN_LIMITGLINER_SHADOW_EPISODESGLINER_SHADOW_ENABLEDGLINER_MIN_NEW_EXAMPLESGLINER_MAX_TRAINING_EXAMPLESGLINER_ARCHIVE_DAYSMOLLYGRAPH_TRAIN_REBALANCE_ENABLEDMOLLYGRAPH_TRAIN_REBALANCE_WORKSAT_CAPMOLLYGRAPH_TRAIN_REBALANCE_MAX_RATIOMOLLYGRAPH_TRAIN_REBALANCE_TARGET_MINMOLLYGRAPH_LORA_BENCHMARK_TOLERANCEMOLLYGRAPH_DRIFT_ALARM_RELMOLLYGRAPH_DRIFT_ALARM_ENTMOLLYGRAPH_LOCK_TIMEOUTMOLLYGRAPH_MAX_NEW_RELATIONSMOLLYGRAPH_MAX_NEW_ENTITIESMOLLYGRAPH_DEGRADATION_WINDOWMOLLYGRAPH_DEGRADATION_THRESHOLDMOLLYGRAPH_AUDIT_AUTO_DELETEMOLLYGRAPH_AUDIT_AUTO_DELETE_PCTMOLLYGRAPH_AUDIT_AUTO_DELETE_MINMOLLYGRAPH_AUDIT_AUTO_DELETE_MAXMOLLYGRAPH_RELATION_GATE_ALLOW_THRESHOLDMOLLYGRAPH_RELATION_GATE_QUARANTINE_THRESHOLDMOLLYGRAPH_RELATION_GATE_HIGH_CONF_OVERRIDEMOLLYGRAPH_OWNER_ALIASESMOLLYGRAPH_OWNER_EMPLOYERSVIRTUAL_ENVMOLLYGRAPH_INFRA_MIN_INDEX_COMPLETENESS_OPTIMIZEMOLLYGRAPH_INFRA_MIN_INDEX_COMPLETENESS_REINDEXMOLLYGRAPH_INFRA_MAX_ENTITY_COVERAGE_DRIFT_PCT_REINDEXMOLLYGRAPH_INFRA_MAX_ENTITY_COVERAGE_DRIFT_PCT_REBUILDMOLLYGRAPH_INFRA_SIM_ERROR_RATE_REINDEXMOLLYGRAPH_INFRA_SIM_ERROR_RATE_REBUILDMOLLYGRAPH_INFRA_SIM_LATENCY_MS_OPTIMIZEMOLLYGRAPH_INFRA_SIM_LATENCY_MS_REINDEXMOLLYGRAPH_INFRA_QUEUE_BACKLOG_WARNMOLLYGRAPH_INFRA_LLM_ADVISORY[](https://m8ven.ai/mcp/brianmeyer-mollygraph-1n9grz)