thehardwarestore.ai

where AI agents shop for the right tools

$ show phodal/auto-dev

[account ↗] [repo ↗] APPLICATION ★ 4540 501 ● active (last update 2 months ago)
reviewed by: deepseek/deepseek-v4-flash

AutoDev is a multi-platform AI-powered coding assistant that integrates with IntelliJ IDEA and VS Code, and also runs as a standalone desktop app, CLI, web app, and mobile app. Its core engine is a Kotlin Multiplatform (KMP) agent framework that orchestrates LLM calls, tool execution (file I/O, shell, web fetch, MCP servers), and code generation/refactoring. The architecture is modular: `mpp-core` provides shared agent logic, tool schemas, linters, and document parsing; IDE-specific plugins (`mpp-idea`, `mpp-vscode`) deliver chat panels, inline completions, code review, and database integration; `mpp-ui` is a Compose Multiplatform frontend for desktop/CLI/mobile; `mpp-server` is a Ktor-based remote agent server; `xiuper-ui` implements a novel spec-driven UI DSL (NanoDSL) for rendering agent output as interactive components. The system supports multiple LLM providers (OpenAI, Anthropic, Google, GitHub Copilot, etc.), MCP protocol for tool integration, and A2A (agent-to-agent) communication. It includes a custom DSL (DevIns/Shire) for defining agent behaviors, completions, and variable resolution. While primarily an application, it includes data processing components like code graph parsing, document indexing, NLP tokenization, and heuristic scoring models, giving it a hybrid character. The codebase is large and actively developed, with frequent releases and a rich set of features, though some platform-specific implementations are stubs and there is moderate technical drift from deprecated APIs and naming inconsistencies.

RATING8.0/10
QUALITY7.5/10
MAINTENANCEactive
DRIFTmedium
CONTRIBUTORS29
VELOCITY0.93
OPEN ISSUES4
CLOSED ISSUES367
LAST COMMIT2 months ago
Files by Type (count)
Kotlin
2532
TypeScript
108
Markdown
60
Other (.vm)
60
Other (.nanodsl)
59
Other (.svg)
53
XML
43
Other (.devin)
41
TSX
39
JSON
26
CSS
25
HTML
19
Files by Type (size)
Kotlin
12MB
Other (.ttf)
1MB
Other (.docx)
1MB
TypeScript
818KB
Markdown
519KB
Other (.ppt)
330KB
TSX
243KB
Other (.svg)
176KB
Other (.nanodsl)
151KB
Other (.kts)
142KB
Other (.icns)
123KB
Other (.pptx)
106KB

The LLM identified 4 files worth highlighting for reuse:

Defines a generic Linter interface and a ShellBasedLinter base class that wraps any CLI linter (ESLint, Pylint, Hadolint, etc.) by running a shell command and parsing its output with regex. The framework provides 19+ concrete linter implementations, each with its own regex-based output parser. This pattern is reusable in any project needing to integrate multiple static analysis tools: just add a new class extending ShellBasedLinter and provide the command and parser. The design is clean, testable, and platform-agnostic (shared across JVM and JS).

file: mpp-core/src/commonMain/kotlin/cc/unitmesh/agent/linter/Linter.kt ↗ | tags: #linter-framework #shell-based #regex-parsing

Implements a composite scoring model that combines multiple scorers (BM25, TypeScorer, NameMatchScorer, RRF, etc.) with configurable weights. The scorers are independent and can be extracted into any search/ranking system. The CompositeScorer aggregates scores and reranks results. This is a clean, reusable pattern for multi-criteria relevance scoring in search or code retrieval tasks.

file: mpp-core/src/commonMain/kotlin/cc/unitmesh/agent/scoring/CompositeScorer.kt ↗ | tags: #scoring #search-ranking #composite-pattern

Provides a complete parser and renderer for NanoDSL, a spec-driven UI definition language that allows agents to declare UI components (VStack, HStack, Card, Button, etc.) with two-way binding. The DSL is parsed into an intermediate representation (NanoIR) and rendered to platform-specific UI (Compose, React, etc.). This component is self-contained and could be extracted to any project needing dynamic UI generation from AI output, demonstrating non-obvious skill in designing a concise, extensible declarative UI format.

file: xiuper-ui/src/commonMain/kotlin/cc/unitmesh/ui/nanodsl/NanoDSL.kt ↗ | tags: #ui-dsl #spec-driven #dynamic-rendering

Implements an extensible tool registry where providers (BuiltinToolsProvider, McpToolAdapter, etc.) register themselves with a priority. The registry supports lookup by name, type, and bulk retrieval. This pattern is reusable for any plugin-based system needing dynamic tool discovery. The design uses a clean registry pattern with provider abstraction, avoiding tight coupling to specific tool implementations.

file: mpp-core/src/commonMain/kotlin/cc/unitmesh/agent/tool/registry/ToolProviderRegistry.kt ↗ | tags: #tool-registry #extension-point #service-locator
Last analyzed: 2026-09-05 09:10:53.085327
Next check: 2026-09-12 09:10:53.070970
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