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This MCP server, developed by SkyDeck.ai, provides a comprehensive set of tools for AI-driven development workflows. It integrates file system operations, multi-language code analysis using tree-sitter, Git operations, and code execution capabilities. The implementation is built in Python and leverages libraries like GitPython for version control integration. It's designed with security in mind, featuring configurable workspace boundaries and safe code execution measures. This server is well-suited for AI assistants or development tools that need to analyze, modify, and execute code across multiple programming languages, manage Git repositories, and perform file system operations in a controlled environment.

A local MCP server for BigQuery that integrates Okta authentication and workload identity federation, enabling natural language queries and dataset exploration.

Enables AI assistants to check passport visa, entry, and transit requirements for a country pair using official government sources and a deep link to EasyOnward.

Run AI agents in VM-isolated sandboxes on your Mac.

Enables users to manage multiple Gmail accounts via MCP, including drafting, sending, and organizing emails with a safety confirmation flow for state-changing actions.

Model Context Protocol (MCP) server for change orders and contract variations. Change orders against a quote or a work order, with the running contract value derived from what the client approved. Works with Claude Desktop, Claude Code and Cursor.

This read-only MCP Server allows you to connect to Exact Online data from Claude Desktop through CData JDBC Drivers. Free (beta) read/write servers available at https://www.cdata.com/solutions/mcp

Universal MCP server that emits Context Passport records for AI agent decisions and actions. Drop into any MCP-compatible client to give your agent a commit/verify/replay/export toolset for verifiable, tamper-evident records.

Generates multi-platform release announcements (X, Reddit, GitHub profile, awesome-list, MCP directory) and a publish-readiness checklist for any public GitHub repository.

Deploy any HTML project to a live public URL in seconds — directly from Cursor, Claude Code, or any MCP-compatible AI agent.

Helps developers share their build-in-public journey by automatically pulling context from git history and generating milestone updates for social platforms. Analyzes recent commits, groups activity by day, and provides structured context for drafting platform-appropriate posts with optimal timing suggestions based on engagement research. Currently supports Bluesky with extensible platform architecture, includes post scheduling capabilities, and stores credentials securely with restricted file permissions.

Model Context Protocol (MCP) server that allows AI assistants to access and analyze your OpenStride training data.

This repository contains resources and implementations for the Model Context Protocol (MCP), a standardized framework developed by Hugging Face in collaboration with Anthropic.

Log parse, filter, analyze for AI agents

An MCP server that gives AI agents the ability to inspect, observe, and automate WKWebViews on connected iOS devices via Safari Web Inspector.

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 |

Enterprise-grade Azure security assessment toolkit with multi-location scanning, IMDS exploitation, attack path analysis, and compliance reporting. Enables authorized penetration testing and compliance audits across all Azure regions.

Enables AI to manage RSS subscriptions, fetch and summarize news, and organize results into tools like Notion.

Enables secure remote SSH command execution with strict read-only enforcement, allowing safe delegation of SSH access to Claude while preventing write operations. Supports connection pooling, command validation, and comprehensive logging for audit trails.

Enables AI-powered trading and portfolio management through Upstox API integration. Supports portfolio rebalancing strategies with LLM inference for automated trading decisions.