mostlylucid 

A lightweight .NET library for bounded, observable, self-cleaning async execution with signal-based coordination. Fire... and Don't Quite Forget.

Enterprise bot detection and anonymous entity resolution for ASP.NET Core — the detection engine behind StyloBot (https://stylo.bot). Probabilistic and behavioural, not just User-Agent matching: UA/header/IP... More information

StyloFlow Core - Foundation layer with YAML-driven configuration, manifest loading, entity type system, and orchestration infrastructure.

StyloFlow Retrieval Core - Universal retrieval infrastructure for cross-modal search (documents, images, audio, video). Includes signal-based analysis waves, wave orchestration, unified entity model, and... More information

Shared contracts, shards, and base types for Ephemeral taxonomy atoms (AtomKind, AtomContract, SignalDrivenAtom, MultiTaxonomyAtom).

Per-key sequential execution atom with global parallelism and optional fair scheduling.

Caches work results with sliding expiration - accessing a result resets its TTL. Results that haven't been accessed expire and are recomputed on next request.

Shared abstractions, base classes, and utilities for Mostlylucid NuGet packages

Collects items into batches by size or time interval before processing.

DEPRECATION NOTICE: This package will be renamed to 'stylobot.ui' on June 1 2025. See https://github.com/scottgal/stylobot/blob/main/docs/migration-v7.md -- Real-time bot detection dashboard with SignalR and... More information

Common abstractions for content summarization pipelines (documents, images, data)

Code block and Mermaid diagram summarization for RAG pipelines. Uses Tree-sitter for AST parsing of 28+ languages and regex-based Mermaid parsing for diagram structure extraction.

Anthropic Claude backend provider for DocSummarizer

Safe SQLite single-writer access with mini CQRS pattern. Keyed by connection string with cached read access and serialized writes.

Core data storage abstractions for signal-driven persistence. Provides common interfaces and configuration for file, SQLite, and PostgreSQL storage atoms.

Local-first document summarization library using BERT embeddings, RAG, and optional LLM synthesis. Supports markdown, PDF, DOCX, and URLs. Every claim is grounded with citations. Runs entirely offline with ONNX... More information

A lightweight ASP.NET Core middleware for generating realistic mock API responses using local LLMs (via Ollama). Supports REST, GraphQL, SSE streaming, SignalR real-time data, gRPC, and OpenAPI specs. NEW in... More information

SMTP email sending atom with MailKit. Supports persistent connections, attachments, and signal-based tracking.

Atom that pauses or cancels intake based on ambient signals (circuit-breaker pattern).

High-quality ASCII art renderer using shape-matching algorithm based on Alex Harri's approach (https://alexharri.com/blog/ascii-rendering). Converts images and animated GIFs to ASCII art with edge detection and... More information