ssd-ai
MCP ServerFreeAI development assistant that implements the **Model Context Protocol (MCP)** standard. It provides 36 specialized tools through natural language keyword recognition, helping developers perform complex tasks intuitively. ### Core Values - **Natural Language**: Execute tools automatically through K
Capabilities9 decomposed
contextual memory management
Medium confidenceThis capability utilizes an SQLite-based system for intelligent memory management, allowing for context classification, priority management, and session restoration. It employs a context compression algorithm that prioritizes important information, enabling efficient storage and retrieval of session data. The concurrent control and indexing features of SQLite enhance the performance and reliability of memory operations.
Integrates context compression with SQLite for efficient long-term storage and retrieval, unlike alternatives that may use simpler key-value stores.
More efficient in managing large contexts compared to traditional in-memory solutions.
semantic code analysis
Medium confidenceThis capability leverages Abstract Syntax Tree (AST) analysis to perform in-depth code navigation and symbol tracking across multiple programming languages. By utilizing a project caching system, it optimizes performance through LRU caching, allowing for quick access to symbol definitions and references without re-parsing the entire codebase.
Utilizes AST-based analysis rather than regex, allowing for more accurate symbol tracking and navigation.
Faster and more reliable than regex-based tools for multi-language codebases.
automated code quality analysis
Medium confidenceThis capability assesses code quality through various metrics such as cyclomatic complexity and coupling/cohesion analysis. It generates actionable improvement suggestions based on a comprehensive evaluation of code structure and quality scores, which are presented in an easy-to-understand grading system.
Combines multiple quality metrics into a single grading system, providing a holistic view of code quality.
More comprehensive than single-metric tools, offering actionable insights for improvement.
automated project planning tools
Medium confidenceThis capability automates the generation of product requirements documents (PRDs) and user stories, utilizing a structured approach to requirements analysis. It incorporates MoSCoW prioritization to help teams focus on essential features while generating a detailed roadmap for development.
Automates PRD and user story generation based on structured input, reducing manual effort significantly.
Faster and more systematic than traditional manual planning processes.
structured problem decomposition
Medium confidenceThis capability supports structured problem-solving by breaking down complex issues into manageable steps. It generates thinking chains that guide users through a logical reasoning process, facilitating multiple perspectives in analysis and execution planning.
Facilitates multi-perspective analysis and structured reasoning, unlike simpler brainstorming tools.
More systematic than traditional brainstorming methods, providing clear execution paths.
prompt enhancement and evaluation
Medium confidenceThis capability automatically enhances vague prompts by converting them into more specific requests, improving the quality of input for AI models. It evaluates prompts based on clarity, specificity, and contextuality, ensuring that users can craft effective queries.
Automatically enhances prompts using a structured evaluation framework, improving interaction quality with AI models.
More systematic than manual prompt crafting, providing clear guidelines for improvement.
browser automation for debugging
Medium confidenceThis capability automates web debugging by capturing console logs and analyzing network requests in real-time. It supports multiple browsers, allowing developers to monitor and inspect web applications effectively across different environments.
Captures console logs and network requests in a unified interface, unlike traditional debugging tools that may require manual inspection.
More integrated and user-friendly than standalone debugging tools.
ui layout visualization
Medium confidenceThis capability provides ASCII art previews of UI layouts, allowing developers to visualize their designs before coding. It supports multiple layout types and responsive previews, helping teams confirm structure and design choices early in the development process.
Provides ASCII previews that allow for quick design validation without needing a full graphical interface.
Faster and more accessible than traditional UI design tools that require complex setups.
current time utilities
Medium confidenceThis capability provides various time queries, allowing users to retrieve the current time in different formats such as ISO, UTC, and local time zones. It simplifies time management tasks in development by offering a straightforward API for time-related queries.
Offers a simple API for diverse time formats, making it easier than manual date-time handling.
More straightforward and user-friendly than complex date-time libraries.
Capabilities are decomposed by AI analysis. Each maps to specific user intents and improves with match feedback.
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</details>
Open Code Review
**AI code quality gate** that catches what traditional linters can't — hallucinated packages, phantom dependencies, stale APIs, context breaks, and security anti-patterns in AI-generated code. ✅ **5 languages**: TypeScript, JavaScript, Python, Java, Go, Kotlin ✅ **3 SLA levels**: L1 (fast structura
Fitten Code : Faster and Better AI Assistant
Super Fast and accurate AI Powered Automatic Code Generation and Completion for Multiple Languages.
Best For
- ✓developers needing persistent context across sessions
- ✓developers working with large codebases in TypeScript, JavaScript, or Python
- ✓teams focused on maintaining high code quality standards
- ✓product managers and teams planning software development
- ✓developers and teams tackling complex challenges
- ✓AI developers and users looking to optimize their interactions with models
- ✓web developers needing efficient debugging tools
- ✓UI/UX designers and developers wanting early design validation
Known Limitations
- ⚠Requires SQLite setup; may have latency in large data retrieval
- ⚠Performance may degrade with extremely large projects; requires initial parsing
- ⚠May not cover all edge cases in code quality metrics; requires comprehensive test coverage
- ⚠Requires clear input on project goals; may need manual adjustments for complex projects
- ⚠May require user input for effective analysis; not suitable for very simple problems
- ⚠Dependent on user input quality; may not cover all nuances of language
Requirements
Input / Output
UnfragileRank
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Repository Details
About
AI development assistant that implements the **Model Context Protocol (MCP)** standard. It provides 36 specialized tools through natural language keyword recognition, helping developers perform complex tasks intuitively. ### Core Values - **Natural Language**: Execute tools automatically through Korean/English keywords - **Intelligent Memory**: Context management and compression using SQLite - **Multi-Language Support**: TypeScript, JavaScript, Python code analysis - **Performance Optimization**: Project caching system - **Enterprise Quality**: 100% test coverage and strict type system - **Long-Running Support**: Task management for asynchronous operations - **Large-Scale Data**: Cursor-based pagination --- ## Key Features ### 1. Memory Management System 10 tools for maintaining context across sessions: - **Intelligent Storage**: Information classification and priority management by category - **Context Compression**: Priority-based context compression system - **Session Restoration**: Perfect recreation of previous work states - **SQLite-Based**: Concurrent control, indexing, transaction support **Key Tools**: - `save_memory` - Store information in long-term memory - `recall_memory` - Search stored information - `auto_save_context` - Automatic context saving - `restore_session_context` - Session restoration - `prioritize_memory` - Memory priority management ### 2. Semantic Code Analysis AST-based code analysis and navigation tools: - **Symbol Search**: Locate function, class, variable positions across projects - **Reference Tracking**: Track all usages of specific symbols - **Multi-Language**: TypeScript, JavaScript, Python support - **Project Caching**: Performance optimization through LRU cache **Key Tools**: - `find_symbol` - Search for symbol definitions - `find_references` - Find symbol references ### 3. Code Quality Analysis Comprehensive code metrics and quality evaluation: - **Complexity Analysis**: Cyclomatic, Cognitive, Halstead metrics - **Coupling/Cohesion**: Structural soundness evaluation - **Quality Scores**: A-F grade system - **Improvement Suggestions**: Actionable refactoring recommendations **Key Tools**: - `analyze_complexity` - Complexity metric analysis - `validate_code_quality` - Code quality evaluation - `check_coupling_cohesion` - Coupling/cohesion analysis - `suggest_improvements` - Improvement suggestions - `apply_quality_rules` - Quality rule application - `get_coding_guide` - Coding guide lookup ### 4. Project Planning Tools Systematic requirements analysis and roadmap generation: - **PRD Generation**: Automatic product requirements document creation - **User Stories**: Story writing including acceptance criteria - **MoSCoW Analysis**: Requirements prioritization - **Roadmap Creation**: Step-by-step development schedule planning **Key Tools**: - `generate_prd` - Product requirements document generation - `create_user_stories` - User story creation - `analyze_requirements` - Requirements analysis - `feature_roadmap` - Feature roadmap creation ### 5. Sequential Thinking Tools Structured problem solving and decision making support: - **Problem Decomposition**: Break down complex problems step by step - **Thinking Chains**: Sequential reasoning process generation - **Multiple Perspectives**: Analytical/Creative/Systematic/Critical thinking - **Execution Plans**: Convert tasks into executable plans **Key Tools**: - `create_thinking_chain` - Thinking chain creation - `analyze_problem` - Problem analysis - `step_by_step_analysis` - Step-by-step analysis - `break_down_problem` - Problem decomposition - `think_aloud_process` - Thinking process expression - `format_as_plan` - Plan formatting ### 6. Prompt Engineering Prompt quality improvement and optimization: - **Automatic Enhancement**: Convert vague requests to specific ones - **Quality Evaluation**: Score clarity, specificity, contextuality - **Structuring**: Goal, background, requirements, quality criteria **Key Tools**: - `enhance_prompt` - Prompt enhancement - `analyze_prompt` - Prompt quality analysis ### 7. Browser Automation Web-based debugging and testing: - **Console Monitoring**: Browser console log capture - **Network Analysis**: HTTP request/response tracking - **Cross-Platform**: Chrome, Edge, Brave support **Key Tools**: - `monitor_console_logs` - Console log monitoring - `inspect_network_requests` - Network request analysis ### 8. UI Preview Pre-coding UI layout visualization: - **ASCII Art**: Support for 6 layout types - **Responsive Preview**: Desktop/mobile views - **Pre-Approval**: Confirm structure before coding **Key Tools**: - `preview_ui_ascii` - ASCII UI preview ### 9. Time Utilities Various format time queries: **Key Tools**: - `get_current_time` - Current time query (ISO, UTC, timezones, etc.)
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