A local-first file intelligence engine that indexes documents, code, and email on your machine using on-device models, and exposes that memory to any AI assistant over MCP for semantic search and structured fact retrieval.
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process.env. You'll be asked to provide them before it can run.FINDANDSEEK_AGENT_SEARCHFINDANDSEEK_QUERY_EMBEDFINDANDSEEK_OLLAMA_EMBED_MODELFINDANDSEEK_OLLAMA_CHAT_MODELFINDANDSEEK_POWER_SETTINGSFINDANDSEEK_PERFORMANCE_MODE— export =full # required on battery — smooth mode pauses ingestFINDANDSEEK_EMBED_DIMFINDANDSEEK_TESTFINDANDSEEK_API_HOST— change it — =0.0.0.0 would expose search over everythingFINDANDSEEK_API_PORTFINDANDSEEK_MCP_HOSTFINDANDSEEK_MCP_PORTFINDANDSEEK_BACKENDFINDANDSEEK_SUMMARY_MAX_CHARSFINDANDSEEK_MAX_FILE_MBFINDANDSEEK_PAUSE_ON_BATTERYFINDANDSEEK_RRF_KFINDANDSEEK_VEC_WEIGHTFINDANDSEEK_KW_WEIGHTFINDANDSEEK_SUMMARY_BOOSTFINDANDSEEK_FILENAME_BOOSTFINDANDSEEK_MAX_CHUNKS_PER_FILEFINDANDSEEK_DB_PATHFINDANDSEEK_SKIP_FTS_CHECKFINDANDSEEK_MLX_CLASSIFY_MODELFINDANDSEEK_SMOKE_ORGFINDANDSEEK_QUERY_EMBED_CACHEFINDANDSEEK_MLX_EMBED_MODELFINDANDSEEK_MLX_CACHE_MBFINDANDSEEK_OLLAMA_TIMEOUTOLLAMA_BASE_URLOLLAMA_API_KEYFINDANDSEEK_ENABLE_OCRFINDANDSEEK_INDEX_CODEFINDANDSEEK_DEFAULT_CURRENCYFINDANDSEEK_COMPOSITE_OVERLAP_MAXFINDANDSEEK_COMPOSITE_ANCHORSFINDANDSEEK_MLX_SUMMARY_MODELFINDANDSEEK_OLLAMA_CLOUD_KEY_FILEXDG_CONFIG_HOMEFINDANDSEEK_OLLAMA_CONCURRENCYFINDANDSEEK_VLLM_BASE_URLFINDANDSEEK_VLLM_CHAT_MODELFINDANDSEEK_VLLM_CONCURRENCYFINDANDSEEK_VLLM_TIMEOUTFINDANDSEEK_OCR_BINFINDANDSEEK_OCR_TIMEOUTFINDANDSEEK_MLX_VISION_MODELFINDANDSEEK_TESSERACT_BINFINDANDSEEK_BATCH_SIZEFINDANDSEEK_MIN_FREE_GBFINDANDSEEK_PARSE_RETRIESFINDANDSEEK_PARSE_BACKOFFFINDANDSEEK_EXTRACT_TIMEOUT_SFINDANDSEEK_SMOOTH_COOLDOWN_SFINDANDSEEK_OLLAMA_EMBED_CONCURRENCYFINDANDSEEK_ORGANIZE_PRECOMPUTEFINDANDSEEK_MCP_CLIENTFINDANDSEEK_QUARANTINE_DIRFINDANDSEEK_CLASSIFY_VERIFYFINDANDSEEK_ORGANIZE_SETTINGSFINDANDSEEK_SEARCH_EXPANDFINDANDSEEK_SEARCH_RERANK_CANDIDATESFINDANDSEEK_SEARCH_RELEVANCE_FLOORFINDANDSEEK_SEARCH_LEXICAL_FLOORFINDANDSEEK_SEARCH_LEXICAL_MIN_RELFINDANDSEEK_SEARCH_MIN_RESULTSFINDANDSEEK_SEARCH_BACKFILL_FLOORFINDANDSEEK_SEARCH_AFM_JUDGEFINDANDSEEK_RERANK_DIRFINDANDSEEK_RERANK_CE_WEIGHTFINDANDSEEK_FETCH_MLX_VISIONFINDANDSEEK_EXCLUSIONS_PATHFINDANDSEEK_ROOTS_PATHFINDANDSEEK_SCAN_COMMIT_BATCH[](https://m8ven.ai/mcp/munashechitima-findandseek-engine-1drizi)