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Assists developers in generating, debugging, and optimizing bash scripts by providing intelligent code suggestions, syntax validation, and best practice recommendations.

Automates GitHub Actions workflows with advanced 2025 features, cross-platform compatibility, and enhanced shell detection for Git Bash and Windows environments.

Provides advanced Bash scripting capabilities, offering expert-level shell programming techniques, best practices, and complex command-line workflow optimizations.

Provides Bash code writing guidelines for shell scripts, Dockerfiles, Makefiles, and YAML files.

Provides advanced Bash 5.3 functionality with enhanced path conversion, shell detection, and solutions for cross-platform scripting challenges in Claude Code environments.

Converts and normalizes Windows file paths to ensure compatibility with Git Bash, resolving cross-platform path resolution issues for Claude Code interactions.

Tests Git Bash functionality and compatibility across Windows environments for Claude Code plugins.

Enhances Azure cloud infrastructure capabilities with advanced 2025 feature previews, focusing on cross-platform deployment and Git Bash/Windows CLI compatibility.

Resolves Azure DevOps (ADO) Windows and Git Bash compatibility issues, enabling seamless cross-platform pipeline execution and shell script compatibility.

Generates and validates advanced bash scripting patterns, providing intelligent recommendations for robust shell script design and best practices.

Resolves path conversion and shell compatibility issues for Git Bash and Windows environments when executing commands and scripts in Claude Code.

Enhances Git functionality with advanced 2025 features, including improved path handling, stash management, and cross-platform compatibility for Git Bash and Windows environments.

Provides comprehensive guidance and troubleshooting for Docker configurations, volume mounting, and path handling specifically in Git Bash and Windows environments.

bash-script-generator skill from asteroid-belt-llc/skills

remote-bash skill from basehub-ai/forums

linux bash skill from oriolrius/pki-manager-web

Provides intelligent shell and Bash scripting assistance, offering code generation, syntax validation, and best practice recommendations for command-line and scripting tasks.

Provides a Python development toolkit with uv script management, Ruff/Pyright linting/type-checking, and an Agent SDK for streamlined Python project workflows.

A local/remote high-performance Model Context Protocol (MCP) server for math-ing whilst vibing with LLMs. Built with Polars, Pandas, NumPy, SciPy, and SymPy for optimal calculation speed and comprehensive mathematical capabilities from basic arithmetic to advanced calculus and linear algebra ## Local Installation ### IDEs [](vscode:mcp/install?%7B%22name%22%3A%22Math%22%2C%22type%22%3A%22stdio%22%2C%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22vibe-math-mcp%22%5D%7D) [](https://cursor.com/en-US/install-mcp?name=Math&config=eyJjb21tYW5kIjoidXZ4IHZpYmUtbWF0aC1tY3AifQ%3D%3D) ### Claude Desktop Open **Settings > Developer > Edit Config** and add: **For published package:** ```json { "mcpServers": { "Math": { "command": "uvx", "args": ["vibe-math-mcp"] } } } ``` ### Claude Code **Quick setup (CLI):** Published package: ```bash claude mcp add --transport stdio math -- uvx vibe-math-mcp ``` **Team setup** (create `mcp.json` in project root for shared use with Claude Code and/or IDEs) ```json { "mcpServers": { "math": { "command": "uvx", "args": ["vibe-math-mcp"] } } } ``` **Verify:** Run `claude mcp list` or use `/mcp` or view available servers in IDEs. ### Try it - "Calculate 15% of 250" → uses `percentage` - "Find determinant of [[1,2],[3,4]]" → uses `matrix_operations` - "Integrate x^2 from 0 to 1" → uses `integral` - "If I invest $1000 at 5% annual interest compounded monthly for 10 years, what will be the future value?" → uses `compound_interest` - If I was paid the square root of $69m in 10 years, what's the present value at 7% discount rate? → uses `batch_execute (calculate -> financial_calcs)` ## Output Control All tools automatically support output control for maximum flexibility and token efficiency. The LLM can specify the desired verbosity. Control response verbosity using the `output_mode` parameter (available on **every tool**): | Mode | Description | Token Savings | Use Case | | --------- | -------------------------------------------------- | ------------- | ------------------------------------------- | | `full` | Complete response with all metadata (default) | 0% (baseline) | Debugging, full context needed | | `compact` | Remove null fields, minimize whitespace | ~20-30% | Moderate reduction, preserve structure | | `minimal` | Primary value(s) only, strip metadata | ~60-70% | Fast extraction, minimal context | | `value` | Normalized `{value: X}` structure | ~70-80% | Consistent chaining, maximum simplicity | | `final` | For sequential chains, return only terminal result | ~95% | Simple calculations, predictable extraction | ## Batch Execution For multi-step workflows, `batch_execute` chains multiple calculations in a single request—**achieving 90-95% token reduction**. Reference prior outputs using `$operation_id.result` syntax, and the engine automatically handles dependency resolution and parallel execution for speed. **Perfect for:** Bond pricing, financial models, statistical pipelines, complex transformations ## Complete Tool Reference **Note:** All tool parameters include detailed descriptions with concrete examples directly in the MCP interface. Each parameter shows expected format, use cases, and sample values to make usage obvious without referring to external documentation. ### Basic Calculations | Tool | Description | | --------------- | ------------------------------------------------------------ | | `calculate` | Evaluate mathematical expressions with variable substitution | | `percentage` | Percentage calculations (of, increase, decrease, change) | | `round` | Advanced rounding (round, floor, ceil, trunc) | | `convert_units` | Unit conversions (degrees � radians) | ### Array Operations | Tool | Description | | ------------------ | ---------------------------------------------------------------- | | `array_operations` | Element-wise operations (add, subtract, multiply, divide, power) | | `array_statistics` | Statistical measures (mean, median, std, min, max, sum) | | `array_aggregate` | Aggregations (sumproduct, weighted average, dot product) | | `array_transform` | Transformations (normalise, standardise, scale, log) | ### Statistics | Tool | Description | | ------------- | ------------------------------------------------------ | | `statistics` | Comprehensive analysis (describe, quartiles, outliers) | | `pivot_table` | Create pivot tables with aggregation | | `correlation` | Correlation matrices (Pearson, Spearman) | ### Financial Mathematics | Tool | Description | | ------------------- | ------------------------------------------- | | `financial_calcs` | Time value of money (PV, FV, PMT, IRR, NPV) | | `compound_interest` | Compound interest with various frequencies | ### Linear Algebra | Tool | Description | | ---------------------- | -------------------------------------------------------------------- | | `matrix_operations` | Matrix operations (multiply, inverse, transpose, determinant, trace) | | `solve_linear_system` | Solve Ax = b systems | | `matrix_decomposition` | Decompositions (eigen, SVD, QR, Cholesky, LU) | ### Calculus | Tool | Description | | --------------- | -------------------------------------- | | `derivative` | Symbolic and numerical differentiation | | `integral` | Symbolic and numerical integration | | `limits_series` | Limits and series expansions |