mostlylucid 

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

DEPRECATION NOTICE: This package will be renamed to 'stylobot' on June 1 2025. Version 7.0 will publish under the new name with a Stylobot.* namespace. See... 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

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

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

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

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

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

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

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

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

Meta-package that references all Mostlylucid.Ephemeral packages - bounded async execution with signals, atoms, and patterns. Install this single package to get everything.

Comprehensive pagination TagHelper library for ASP.NET Core with support for traditional paging, continuation tokens (Cosmos DB, DynamoDB), sortable headers, and multiple styling frameworks (TailwindCSS,... More information

OpenAI backend provider for DocSummarizer

Lucene.NET full-text search backend for DocSummarizer. File-based persistent index with advanced query syntax: fuzzy matching, phrase proximity, field boosting.