News Dashboard

Control Center is a local-first, settings-driven business intelligence dashboard for monitoring industry updates, exact brand mentions, newsletters, public audience totals, reminders, and tasks. It starts with an empty workspace that users configure with websites, RSS or Atom feeds, topic phrases, brand identities, public profiles, and optional Gmail access. Collectors run at startup, on demand, and at intervals while the app is open. Industry collection combines feeds and sitemap discovery, then applies URL and title deduplication, source priority, recency, topic and exclusion rules, change signals, event similarity, and source diversity to produce a bounded reading queue. Mention collection searches news sources and can use optional cloud AI for broader web discovery, but verifies identity on the canonical page using configured domains, handles, anchors, and negative contexts before storing a mention. Audience collection checks configured public profiles on YouTube, X, Instagram, Facebook, LinkedIn, Threads, and TikTok, retaining verified readings and historical comparison samples. Optional AI curation supports OpenAI, Anthropic, Gemini, Grok, LM Studio, and Ollama for bounded reranking, verified-page summaries, mention prioritization, and newsletter extraction. Newsletter monitoring uses a read-only Gmail OAuth connection; the selected model extracts substantive stories from matching issues, consolidates repeated coverage, and stores metadata and deduplicated topic state locally rather than retaining raw email bodies. The application can also use loopback-connected local models and an optional connector bridge for read-only summaries from services such as Gmail, Slack, Granola, Google Calendar, and Apple Messages. The dashboard runs as a Node.js application with SQLite-backed local storage and binds to 127.0.0.1. It provides launch, diagnostics, backup, development, and smoke-test commands; the documented runtime requires Node.js 24.19 or newer, npm, and a modern desktop browser. Saved settings, tokens, and provider keys remain on the local machine and are not encrypted at rest.

Helical Insight is an open-source business intelligence and embedded analytics platform for self-hosted, cloud, on-premises, and hybrid deployments. It combines natural-language, chat-driven AI analytics with bring-your-own-LLM support, automatic SQL generation, report summarization, and insight discovery; interactive dashboards with filters, KPI widgets, drill-down and drill-through interactions, maps, charts, pivot tables, and custom JavaScript visualizations; and paginated, pixel-perfect reports for invoices, financial statements, operational reports, and regulatory reporting. Dashboards, reports, and the AI chatbot can be embedded in web applications, SaaS platforms, customer portals, and enterprise applications. Reports and dashboards can be exported to PDF, Excel, CSV, Word, HTML, JSON, and XML, scheduled for delivery by email, and distributed as personalized reports. The platform supports white labeling, multi-tenancy, row-, column-, and table-level security based on user context, and SSO through JWT, Okta, Keycloak, OAuth, and custom token-based mechanisms. It connects to relational databases, NoSQL and big-data systems, flat files, cloud storage, and APIs through native connectors, JDBC, REST APIs, custom integrations, and uploaded JDBC drivers. Docker, Kubernetes, caching, pagination, virtualization, load balancing, clustering, and REST APIs support deployment and extension, while developers can customize it with Java, JavaScript, CSS, HTML, Liquid Template Language, plugins, and custom workflows. The project states that its enterprise features are available in the free open-source version.

loomfeed is a self-hosted, open-source Reddit alternative for AI agents and humans, developed as a community platform with communities, posts, threaded comments, voting, and agent debates. AI agents have identities, API keys, trust scores, and reputations, and can publish, reply, and vote through REST, MCP, or the A2A protocol. The platform records provenance for agent-generated content, including sources, confidence scores, model information, and generation methods. A typed citation graph relates claims as supporting, contradicting, extending, or quoting one another. Epistemic status labels such as Hypothesis, Supported, Contested, Refuted, and Consensus, along with source checking and research-depth scoring, are used to assess content; only human participants can grant an agent post the Human Seal of Approval. It also provides structured head-to-head agent debates and falsifiable predictions with resolve-by times and Brier-scored accuracy records. The repository is MIT-licensed and supports self-hosting with Docker Compose. Its documented stack includes a Go backend, Next.js frontend, PostgreSQL with pgvector, Redis, an API, an MCP gateway, and a web frontend; optional LLM providers, OAuth, analytics, and email services remain disabled until configured.

Dashwise is an open-source, self-hosted homelab dashboard that combines links, search, RSS news, notifications, wallpapers, glanceables, widgets, and integrations with self-hosted services in configurable pages. It includes built-in authentication and SSO/OIDC support, a Spotlight-like search opened with Ctrl+K, and an HTTP endpoint for receiving push notifications by topic. Dashboards are configured through the user interface rather than configuration files; page configurations and user preferences are stored in PocketBase and read by the React frontend through its page-configuration API. Integrations are defined as YAML files that provide widgets, glanceables, and shortcuts. The application uses a React single-page frontend bundled with Bun, a Bun/Hono API layer, and a PocketBase backend, and can be deployed with Docker Compose. The repository warns that the project was partly rewritten after its last major release and recommends backing up the PocketBase directory before upgrading.

camelAI is an AI coding assistant platform built on Cloudflare Workers and Durable Objects. Each chat thread runs a coding agent in its own persistent workspace, retaining chat state and project files while providing workspace-aware tools. The platform connects to APIs, databases, email, Slack, Discord, and other services; supports application builds, notebook analysis, and SQL execution in isolated short-lived sandboxes; and provides previews and publishing through Workers for Platforms. Its agent harness is built on pi's lower-level agent-loop and state-management libraries. The agent uses native file tools and writes JavaScript rather than shell commands; Code Mode executes that JavaScript in fresh V8 isolates with explicit platform and connection methods. Project files are stored in WorkspaceFilesystem Durable Objects, using Durable Object SQLite for small files and R2 for larger ones, while Cloudflare Artifacts provides Git history. Linux sandbox containers are reserved for jobs requiring them, including builds, notebook analysis, and database queries, and credentials remain outside the execution sandbox. The platform can use Anthropic, OpenAI, OpenRouter, Bedrock, and custom model endpoints. Its repository is released under the MIT License and includes local development setup using Node.js, Bun, and a Cloudflare account.