thehardwarestore.ai

where AI agents shop for the right tools

── 99459 repos indexed ── | filtered by tag: self-hosted
iib0011/omni-tools ★ 10310 722 APPLICATION

OmniTools is a comprehensive, browser-based utility web application offering over 100 tools for text, CSV, JSON, XML, image, audio, video, PDF, and number manipulation. All processing occurs client-side using WebAssembly (FFmpeg, Ghostscript, Tesseract) and pure JavaScript, ensuring no data leaves the user's device. The application is built with React 18, TypeScript, Material UI, and Vite, and is fully internationalized with 11 languages. It follows a consistent tool architecture: each tool is defined via a `defineTool()` function with metadata, lazy-loaded components, and a uniform UI pattern using `ToolContent` wrapper, reusable input/result components, and dynamic option rendering. The codebase demonstrates strong engineering practices with extensive unit tests (Vitest), end-to-end tests (Playwright), CI/CD pipelines (GitHub Actions, Docker multi-platform builds, Netlify deployment), and a well-organized file structure. While the project is actively maintained and well-crafted, it exhibits some boilerplate duplication across tools and a large dependency surface that could introduce maintenance overhead.

RATING: 8.7/10 MAINT: active DRIFT: low
▸ 5 reusable components found
Atarity/deploy-your-own-saas ★ 10111 763 DATA_RESEARCH

This repository is a curated directory of self-hosted, open-source alternatives to popular SaaS products (VPN, photo hosting, cloud storage, email, chat, notes, password managers, kanban, etc.). The primary deliverable, README.md, is not hand-maintained: it is generated by readme-gen.py from a structured JSON dataset (dyos-db.json) containing roughly 180 projects grouped into ~37 service categories. Each project record stores name, description, GitHub URL, site URL, star count, last-push timestamp, and an ETag cache key. The repo answers: 'What self-hosted services exist for any given SaaS category, and how actively maintained is each option?' A GitHub Actions cron (maintenance.yml) runs daily. keep-alive.py iterates every GitHub-hosted project, queries the GitHub REST API for current star counts and pushed_at dates, and uses If-None-Match/ETag conditional requests so unchanged repos return cheap HTTP 304 responses - a genuinely thoughtful pattern that avoids rate-limit exhaustion across ~150 repos. Results are written back to dyos-db.json, then readme-gen.py regenerates the README with relative recency labels (🟢 under a month, 🟠 under a year, 🔴 older) and per-category star sorting. Both scripts use only the Python standard library, so the dependency surface is zero. Hybrid note: although it contains application-style CLI automation scripts, the dominant character is data curation - the JSON dataset and its rendered markdown output are the product, not the scripts. Data lineage is GitHub API plus manual community submissions (via the issue template) into dyos-db.json, transformed into README.md. Reproducibility is high: cloning and running readme-gen.py regenerates the README offline with no dependencies; keep-alive.py needs only a GitHub token loaded from environment or .env. The codebase is small, has no tests, and its value lies in the curated data and the clean maintainability tooling rather than in complex engineering.

RATING: 8.7/10 REPRO: 8.5/10 MAINT: active DRIFT: low
▸ 2 reusable components found
hyperdxio/hyperdx ★ 9942 492 APPLICATION

HyperDX / ClickStack is a full-stack observability platform for ingesting, storing, querying, and visualizing logs, traces, metrics, and session replays. The system is architected as a monorepo with a Next.js frontend (React, Mantine, CodeMirror, Recharts), an Express.js API backend (MongoDB metadata, ClickHouse primary data store), a CLI tool (ink-based TUI), and an OpenTelemetry collector for ingestion. Key capabilities include real-time dashboards with drag-and-drop tile layout, multi-channel alerting (webhook, Slack, incident.io), advanced search with Lucene and SQL, log pattern mining (Drain algorithm), session replay, service maps, Kubernetes monitoring, and a Model Context Protocol (MCP) server that exposes observability tools to AI assistants. The platform supports authentication via local accounts or OIDC, OpAMP agent configuration, and includes an evaluation framework (hdx-eval) for benchmarking agent performance on SRE scenarios. Although the repo is primarily an application, it contains data-intensive components like the log miner and analytics query engines that cross over into data engineering territory.

RATING: 8.7/10 MAINT: active DRIFT: low
▸ 5 reusable components found
getsentry/self-hosted ★ 9608 1958 APPLICATION

This repository is Sentry's self-hosted packaging and operations layer, not the Sentry application itself. It bundles upstream Sentry, Relay, Snuba, Symbolicator, Taskbroker, Vroom, uptime-checker, and launchpad images into a large Docker Compose deployment, and provides idempotent install/upgrade scripts, generated config templates, healthchecks, backup/restore tooling, and optional community patches. The primary entry points are install.sh, which sources a sequence of modular install/ steps, plus operator scripts under scripts/ (reset.sh, backup.sh, restore.sh), sentry-admin.sh for Django admin commands, and a reusable GitHub Action (action.yaml) that downstream Sentry repos use to run self-hosted end-to-end tests against their own images. The runtime architecture is a compose stack: nginx terminates HTTP and routes ingestion to Relay, which validates and buffers events before writing to Kafka; Snuba consumer containers move data from Kafka into ClickHouse; Sentry web and consumer containers read from Kafka/Postgres/Redis and the SeaweedFS S3-compatible object store; Symbolicator handles native symbolication; Taskbroker routes async tasks. The compose file supports an errors-only profile that dramatically reduces the service count and a feature-complete profile that enables transactions, metrics, replays, profiling, uptime, logs, and mobile builds. The codebase is notably well-tested for an infrastructure repo, with bash unit tests under _unit-test/ and pytest integration tests under _integration-test/ that install the full stack and verify event ingestion end to end. Maintenance is active and dependency drift is low: images are bumped regularly via Dependabot, shell scripts are linted with ShellCheck and formatted with shfmt, there is a pre-commit pipeline, and the repo tracks recent upstream replacements such as Valkey for Redis, pgbouncer, taskbroker, and ClickHouse upgrades. The main limitation for reuse is that most of the repository is configuration and deployment glue tied to this specific stack; the few genuinely self-contained, extractable components are small utilities around healthchecks, cryptography/migration, and cron containers.

RATING: 8.7/10 MAINT: active DRIFT: low
▸ 4 reusable components found
gitbucket/gitbucket ★ 9402 1264 APPLICATION

GitBucket is a self-hosted Git repository hosting platform written in Scala, designed as a GitHub-compatible alternative. The codebase implements a full-featured web application with repository management, issue tracking, pull requests, wiki, code review, and a GitHub v3-compatible REST API. It uses Scalatra for web controllers, Slick for database access, JGit for Git operations, and Jetty as the embedded server. The architecture follows a service-trait composition pattern with self-type annotations, enabling clean dependency injection across controllers, services, and plugins. Authentication supports multiple backends (LDAP, OpenID Connect, built-in accounts) with PBKDF2 password hashing and personal access tokens. The plugin system provides extension points for hooks, renderers, menus, and SSH commands, allowing third-party modules to add functionality without modifying core code. The frontend bundles Ace editor for syntax highlighting and code editing, along with Bootstrap 3 and other vendored assets. The codebase is actively maintained with regular commits, a comprehensive test suite using ScalaTest with in-memory H2 databases, and automated CI via GitHub Actions. While the core architecture is well-structured and demonstrates solid engineering practices, the repository contains a large volume of vendored third-party frontend assets (Ace editor modes, google-code-prettify) that inflate the repository and may lag behind upstream versions. Some API endpoints are documented as incomplete or placeholders, and there are minor instances of commented-out code and debug statements. Overall, GitBucket is a production-grade, extensible Git hosting solution with a clean separation of concerns and reusable patterns in its service layer, authentication framework, and plugin infrastructure.

RATING: 8.7/10 MAINT: active DRIFT: low
▸ 5 reusable components found
teslamate-org/teslamate ★ 9122 1012 APPLICATION

TeslaMate is a self-hosted data logger for Tesla vehicles that collects telemetry via the Tesla API (both polling and streaming), stores data in PostgreSQL, and provides visualization through a Phoenix LiveView web interface and Grafana dashboards. It integrates with home automation systems via MQTT and supports importing historical vehicle data from CSV files (TeslaFi format). The application uses a supervision tree to manage background processes for data collection, MQTT publishing, import tasks, and update checking. Key features include geofencing for location-based cost tracking, encrypted storage for API tokens using Cloak, internationalization via Gettext, and custom Ecto expressions for geographic calculations. The architecture is monolithic with clear separation of concerns through Phoenix contexts (Log, Vehicles, Settings, Locations).

RATING: 8.7/10 MAINT: active DRIFT: medium
▸ 7 reusable components found
PrivateBin/PrivateBin ★ 8676 1039 APPLICATION

PrivateBin is a self-hosted, zero-knowledge pastebin web application. The PHP backend (Controller, Model, Data) handles paste/comment lifecycle, expiration, deletion, traffic limiting, and storage backend selection; the JavaScript frontend performs all encryption/decryption in the browser using AES-256-GCM (WebCrypto) with PBKDF2 key derivation and optional zlib/WASM compression. The server only ever stores ciphertext and metadata, never plaintext. Data flows from browser encryption into a pluggable persistence layer (filesystem, PDO database, Google Cloud Storage, S3), then back to the browser for decryption; JSON API endpoints accept and return encrypted bodies. Architecturally it is a classic server-rendered MVC app with a frontend state layer: index.php bootstraps a Controller, which delegates to Paste/Comment models over an AbstractData storage interface. Views are rendered via PHP templates with Bootstrap 3/5 themes, and the frontend is a vanilla-JS module namespace (PrivateBin) with submodules for encryption, editor, viewer, discussion, attachments, and i18n. The feature set includes expiration times, burn-after-reading, password-protected pastes, discussion threads, file attachments, URL shortening proxies (YOURLS/Shlink), QR codes, dark mode, and multi-language support. Engineering practices are strong for a mature open-source project: PHPUnit tests cover backend behavior, fast-check property tests cover frontend utilities, CI includes CodeQL/Snyk scans, and security hardening (DOMPurify, CSP, SRI hashes, HTTPS guidance) is explicit. Maintenance is active with recent commits and issue triage. Technical drift is moderate: the project retains legacy browser support and old Bootstrap 3/darkstrap assets, still supports PHP 7.4, and ships a monolithic JS file without a build step, but pinned frontend libraries (Bootstrap 5.3.8, Showdown 2.1.0, DOMPurify 3.4.17) are current.

RATING: 8.7/10 MAINT: active DRIFT: medium
▸ 6 reusable components found
go-vikunja/vikunja ★ 5260 664 APPLICATION

Vikunja is a production-grade, self-hosted task management application. It is a full-stack monorepo with a Go backend (Echo v5, Huma v2, xorm ORM, watermill events) and a Vue 3 frontend (Pinia, Vue Router, TanStack Query, TipTap editor). It supports hierarchical projects, kanban/gantt/table views, labels, teams, attachments, comments, reminders, time tracking, CalDAV sync, webhooks, OAuth2/OpenID Connect/LDAP authentication, TOTP, admin panel, data export/import, and migration from tools like Todoist and Trello. The architecture is clean: a generic CRUD handler pattern is shared between API versions, an event system enables transactional async side effects, and file/key-value storage abstractions support multiple backends. The codebase is well-tested with unit, integration, and end-to-end tests, and follows modern Go and Vue 3 practices. The dual API versions (v1 Echo, v2 Huma) introduce some maintenance overhead but are managed via a bridge layer.

RATING: 8.7/10 MAINT: active DRIFT: low
▸ 2 reusable components found
offen/offen ★ 981 54 APPLICATION

Offen Fair Web Analytics is a privacy-focused, self-hosted web analytics platform that emphasizes user consent and data ownership. The system employs a multi-service architecture consisting of a Go-based backend server for API and data persistence, a Node.js vault service for client-side encryption and key management, a Node.js tracking script for event collection, and a Node.js auditorium interface for users to view their analytics data. All services are orchestrated via Docker Compose, with Nginx acting as a reverse proxy. The platform ensures privacy through end-to-end encryption of analytics data in the browser before transmission to the server, preventing even the server operator from accessing raw data without the user's key. It implements granular consent management, data retention policies (default 6 months), and allows users to review, export, or delete their data via the auditorium. The system supports multiple databases (SQLite, MySQL, PostgreSQL) and provides internationalization for over six languages.

RATING: 8.7/10 MAINT: active DRIFT: medium
▸ 4 reusable components found
coder/code-server ★ 79519 6878 APPLICATION

code-server is a production-grade application that runs Visual Studio Code on a remote server, making it accessible via any modern web browser. It is not a research or data pipeline project; it is a full-stack web application with a Node.js/Express backend, WebSocket support, and extensive CLI tooling. The system authenticates users via password (argon2 hashing) or custom auth, manages VS Code server processes as child processes, and provides proxying for local services (path-based and domain-based). It includes a Helm chart for Kubernetes deployment, Docker images for multiple Linux distributions, and an install script for various platforms. The architecture is a monolith with a parent/child process wrapper for graceful restarts and signal handling, and it relies on external dependencies such as VS Code itself (as a submodule with quilt patches), Express, ws, httpolyglot, and argon2. Key entry points include src/node/entry.ts (CLI parsing and server startup), src/node/main.ts (server creation), and src/node/app.ts (Express app and WebSocket router setup). The codebase is heavily patched (27+ .diff files) to adapt VS Code for remote use, adding features like base path support, custom marketplace, telemetry, logout, and iframe integration. While the patching approach is fragile and tightly coupled to VS Code's internal APIs, the core server infrastructure and many utility modules are well-architected and reusable.

RATING: 8.6/10 MAINT: active DRIFT: medium
▸ 6 reusable components found
coollabsio/coolify ★ 60609 5294 APPLICATION

Coolify is a self-hosted Platform-as-a-Service (PaaS) that enables users to deploy and manage applications, databases, and services on their own infrastructure. It serves as an open-source alternative to Heroku, Netlify, or Vercel, supporting Docker-based deployments with Git integration (GitHub, GitLab, Gitea, Bitbucket), multiple build packs (Railpack, Nixpacks), and one-click service templates. The system manages servers, reverse proxies (Traefik/Caddy), SSL certificates, scheduled backups, and multi-channel notifications (email, Discord, Slack, Telegram, Pushover, webhook). The architecture is a Laravel monolith with a Livewire + Alpine.js frontend for the v4 UI and a React + TypeScript canvas-based interface for the v5 UI. Background jobs are handled by Laravel Horizon with dedicated queues for deployments, cron tasks, and reconciliation. Real-time updates use Soketi (a Pusher-compatible WebSocket server) and Laravel Echo. The system integrates with cloud providers (Hetzner, Vultr, DigitalOcean) for server provisioning and Stripe for subscription billing. A Model Context Protocol (MCP) server exposes resources and tools for AI assistant integration. Key data flows include: webhook ingestion from Git providers triggering deployment jobs, SSH-based remote command execution on managed servers, Docker Compose parsing and environment variable injection, database backup scheduling with S3 storage, and proxy configuration generation. The v5 architecture introduces a control-plane/agent split with Flux (HTTP socket) and coold (gRPC) components for improved scalability and isolation. External dependencies include Docker, PostgreSQL, Redis, Soketi, Stripe API, cloud provider APIs, and various notification service endpoints. The codebase is actively developed with frequent schema migrations and a dual v4/v5 code path, indicating ongoing architectural evolution.

RATING: 8.6/10 MAINT: active DRIFT: medium
▸ 6 reusable components found
TriliumNext/Trilium ★ 38231 2570 APPLICATION

TriliumNext/Trilium is a full-stack, cross-platform hierarchical note-taking application with rich text editing, LLM integration, sync, encryption, and a plugin-based architecture. The monorepo contains a Node.js Express server (SQLite backend), a Preact/React SPA client, an Electron desktop wrapper, a standalone browser-SQLite-WASM build, and a Capacitor mobile app. The system manages notes as a tree with cloning, attributes, relations, and multiple content types (text, code, mind maps, canvases, spreadsheets, calendars, etc.). It provides custom CKEditor5 plugins for math, footnotes, mermaid diagrams, and AI assistance, as well as a full-featured LLM chat with tool execution and skill sheets. The codebase is well-tested with over 2000 spec files, uses modern TypeScript and pnpm workspaces, and includes comprehensive import/export (Evernote, OneNote, Obsidian, Notion, Google Keep, OPML, Markdown, HTML) and sync capabilities. Key architectural patterns include a provider abstraction for platform-specific services (crypto, zip, messaging, clipboard), a component-based widget system on the client, and a centralized entity cache (becca/froca) that is synchronized via WebSocket.

RATING: 8.6/10 MAINT: active DRIFT: medium
▸ 3 reusable components found
nextcloud/server ★ 37023 5261 APPLICATION

Nextcloud Server is a self-hosted collaboration platform that provides file sync and sharing, calendar (CalDAV), contacts (CardDAV), comments, versioning, encryption, LDAP integration, OAuth2, two-factor authentication, and an extensible app ecosystem. The architecture is a modular monolith with a PHP backend using a custom AppFramework, SabreDAV for WebDAV/CalDAV/CardDAV, and a Vue.js frontend (mixing Vue 2 and Vue 3). It supports multiple databases (MySQL, PostgreSQL, SQLite) and caching backends (Redis, Memcached, APCu). The codebase is well-structured with event-driven internals, dependency injection, background jobs via cron, and extensive test coverage (PHPUnit, Playwright). There are over 30 bundled apps (files, dav, settings, encryption, federation, etc.) that follow plugin architecture. The project is actively maintained but carries some technical debt from deprecated APIs and a gradual Vue 2-to-Vue 3 migration.

RATING: 8.6/10 MAINT: active DRIFT: medium
▸ 5 reusable components found
prest/prest ★ 4614 318 APPLICATION

pREST is a production-grade Go HTTP server that automatically exposes PostgreSQL databases as RESTful and MCP (Model Context Protocol) APIs without requiring hand-written backend code. It provides instant CRUD endpoints for any table, custom SQL template execution with parameterized queries, and a built-in Studio web UI for exploring and managing APIs. The system is architected around a hexagonal pattern with a clean adapter interface supporting multiple databases (PostgreSQL, TimescaleDB), dependency injection for controllers, and a layered middleware stack for authentication (JWT), authorization (table/field-level ACL), caching, and CORS. Security is a primary concern: SQL injection is mitigated through strict identifier validation, template parameter screening, and bound parameter binding, while credential leakage in logs is prevented by a dedicated redaction package. The codebase is well-tested with both unit tests (using sqlmock) and integration tests (against real PostgreSQL in Docker), and includes OpenTelemetry integration for observability. It is not a data research or analytics project; it is a pure application for building low-code database APIs.

RATING: 8.6/10 MAINT: active DRIFT: low
▸ 3 reusable components found
jonwiggins/optio ★ 1050 122 APPLICATION

Optio is a self-hosted, Kubernetes-native orchestration platform for AI coding agents (Claude Code, OpenAI Codex, GitHub Copilot, Gemini, Cursor, OpenCode). In production it runs three task tiers — repo tasks (issue/request → agent pod → PR), standalone jobs (parameterized agent runs without repo checkout), and persistent agents (long-lived, message-driven agents with turn-based execution) — plus an autonomous PR review loop. The core loop is driven by ~15 BullMQ workers (task, PR watcher, review, webhook, ticket sync, reconcile, workflow trigger) against a Postgres database, with Redis pub/sub powering a real-time event bus and WebSocket log/terminal/chat streaming to the Next.js dashboard and CLI. Agents execute in ephemeral pods built from per-language Docker images; a K8s-style reconciliation control plane (world snapshot + pure decision functions + CAS-gated executor) converges four run kinds and catches drift. The architecture is a pnpm/turbo monorepo: a Fastify 5 API with Drizzle ORM and Zod-validated OpenAPI schemas; a Next.js 15 admin dashboard (tasks, jobs, reviews, sessions, agents, cluster, analytics); a Commander-based CLI (login, task/repo/session/secret commands over REST + WebSocket); and a static docs site. Shared packages provide a clean AgentAdapter interface (`validateSecrets` → `buildContainerConfig` → `parseResult`), a Docker/Kubernetes container runtime abstraction, ticket provider adapters (GitHub, GitLab, Jira, Linear, Notion), and shared types/utilities (task state machines, repo URL parsing, SSRF guards, cost arithmetic). Workspace-scoped multi-tenancy with admin/member/viewer RBAC, AES-256-GCM secret encryption with AAD binding, WebSocket upgrade tokens, HMAC-signed internal calls, and a security-focused audit trail (optio_actions) are enforced throughout. Engineering strengths: the test suite is unusually thorough for a project this size — nearly every route, service, worker, and shared utility has a unit test, with per-file Postgres/Redis isolation for integration tests, real-server E2E tests using a deterministic fake container runtime (with mock directives like [[mock:pr]]), and Playwright smoke tests. The reconcile pattern, generic state machine utilities, and pure decision functions in `packages/shared/src/reconcile/` are the highest-craftsmanship code. Known debt: five near-duplicate NDJSON event parsers (one per agent, with drift risk), hardcoded model pricing tables in the Codex/Gemini adapters, scattered duplicated workspace-scoping checks, a 60+ file migration history with historical prefix collisions (now script-enforced), and raw SQL in the analytics service. The project moves fast (v0.1 → v0.4.1 within months, last commit 2026-08) and some surface area (OpenCode/OpenClaw adapters, skills marketplace) is explicitly experimental, but the core architecture is coherent and production-oriented.

RATING: 8.6/10 MAINT: active DRIFT: medium
▸ 6 reusable components found
matomo-org/docker ★ 1005 385 APPLICATION

This repository provides Docker images for the Matomo web analytics platform. It builds images for three variants (Apache, PHP-FPM Debian, and PHP-FPM Alpine) that include Matomo source code, PHP extensions, and configuration. The images are designed to run with a persistent volume for Matomo data and connect to an external database. The entrypoint script handles initial setup by extracting Matomo to the volume if needed and managing file permissions. The repository uses templating to maintain variant-specific Dockerfiles and includes scripts for automated version updates and library generation.

RATING: 8.6/10 MAINT: active DRIFT: low
▸ 1 reusable components found
dvassallo/singleserver ★ 227 15 APPLICATION

This repository provides a self-hosted platform for deploying and managing web applications on a single server. It integrates Cloudflare for public access via tunnels, Tailscale for secure private access, Docker and Kamal for containerized deployment, and GitHub for webhook-triggered updates. The system consists of a daemon that handles incoming webhooks and manages deployments, and a CLI for initial setup and ongoing administration. Applications are deployed with zero-downtime using Kamal, and the platform automates the configuration of DNS, TLS, and service discovery. The architecture centers around a single Go binary that operates in two modes: as a background service (singleserverd) to process GitHub webhooks and orchestrate deployments, and as a command-line interface (singleserver) for users to configure the platform, add applications, and manage resources. State is stored in files under /etc/singleserver (configuration, credentials) and /srv (source code, storage, backups). The platform emphasizes simplicity and automation, aiming to reduce the operational overhead of running multiple applications on a single VPS. Key features include an interactive setup wizard for connecting provider accounts, automatic DNS and TLS configuration via Cloudflare, secure access through Tailscale Funnel, and a built-in diagnostics tool (doctor) to verify system health. The design prioritizes reliability through atomic file updates, context-aware command execution, and comprehensive error handling. The project includes extensive unit tests and end-to-end validation scenarios that exercise real integrations with the supported services.

RATING: 8.6/10 MAINT: active DRIFT: low
▸ 3 reusable components found
ChatGPTNextWeb/NextChat ★ 88757 59090 APPLICATION

NextChat is a production-grade, multi-provider AI chat client built as a Next.js web application with an optional Tauri desktop wrapper. It supports 15+ LLM providers (OpenAI, Anthropic, Google, Baidu, DeepSeek, etc.) through a unified API abstraction layer, and provides a rich chat interface with streaming responses, markdown rendering, code folding, image upload, TTS, real-time voice chat, and Stable Diffusion image generation. The application is designed for self-hosting (Docker, Vercel, manual) and emphasizes privacy by storing all chat data locally in IndexedDB/localStorage, with optional cloud sync via WebDAV or UpStash Redis. Architecturally, NextChat is a monolith with client-side state management using Zustand (with IndexedDB persistence), serverless API routes for proxying LLM requests, and a React component library. It includes a plugin system for OpenAPI-based function calling, MCP (Model Context Protocol) integration for external tool execution, and a prompt/mask system for reusable system instructions. The codebase is well-structured with reusable patterns like generic store factories, UI components, and streaming utilities, though it exhibits significant duplication across provider integrations and some features (e.g., Tencent, SD) appear less maintained.

RATING: 8.5/10 MAINT: active DRIFT: medium
▸ 5 reusable components found
odysseus-dev/odysseus ★ 88539 1067 APPLICATION

Odysseus is a self-hosted, full-stack AI assistant platform built with FastAPI (Python) and vanilla JavaScript. It provides a unified workspace for chat with multiple LLM providers (OpenAI, Anthropic, Ollama, local models), deep research with multi-step web analysis, RAG-based memory and document indexing, email/calendar/contacts management via IMAP/CalDAV/CardDAV, an image editor with layers and AI tools, task scheduling, web search, and MCP (Model Context Protocol) server integration. The architecture follows a modular route-per-domain pattern with backward-compatibility shims, a shared SQLite database via SQLAlchemy, and ChromaDB for vector storage. The frontend is a single-page application with streaming markdown rendering, live thinking display, and extensive keyboard shortcuts. The system is designed for multi-user operation with owner-scoped data isolation, atomic file writes for state persistence, and comprehensive security measures including SSRF protection, prompt injection hardening, and secret encryption. It includes a hardware-fit recommendation engine (cookbook) for selecting optimal LLM inference backends (llama.cpp, vLLM, diffusers) based on local GPU capabilities. While primarily an application, it incorporates significant data engineering patterns: embedding lanes with fallback, search result ranking, memory consolidation with near-duplicate removal, and deep research synthesis pipelines. The codebase demonstrates strong engineering practices with extensive regression testing (over 400 test files), CI/CD pipelines, and security scanning. However, it shows signs of technical drift with duplicate code paths (e.g., search ranking in both `src/search` and `services/search`), heavy monkeypatching in tests, and some legacy migration complexity. The project is actively maintained with frequent commits and issue triage.

RATING: 8.5/10 MAINT: active DRIFT: medium
▸ 5 reusable components found
makeplane/plane ★ 60340 5962 APPLICATION

Plane is an open-source, self-hosted project management platform that provides issue tracking, sprint planning (cycles), modules, pages (wiki), views, analytics, and real-time collaborative editing. The repository is a monorepo containing a Django REST API backend with Celery workers, multiple React frontends (main web app, public space app, admin panel), and a Hocuspocus-based live collaboration server. The architecture follows a service-oriented pattern with shared packages for UI components, editor extensions, types, utilities, and state management via MobX. The codebase demonstrates strong engineering practices with a rich filter system, extensible permission model, and a clean exporter pattern, though it shows signs of ongoing migration from Next.js to React Router and some code duplication across apps.

RATING: 8.5/10 MAINT: active DRIFT: medium
▸ 5 reusable components found
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