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.

Real-time bot detection dashboard with SignalR and DaisyUI. Includes sb-badge, sb-confidence, sb-gate, sb-honeypot, sb-human, sb-risk, sb-signal, and sb-summary Tag Helpers plus View Components for embedding... More information

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

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).

SQLite data storage atom for signal-driven persistence. Key-value storage with full ACID guarantees.

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

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

Capture the critical state of operations via typed signals and persist compact echoes as the coordinator trims entries.

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.

Orchestrate pre-built molecules of atoms that react to signals and start other atoms.

Anthropic Claude backend provider for DocSummarizer