Dev Tools

Connects AI systems to the Sonic Pi music programming environment, enabling creation and control of musical compositions through Ruby code with features for playback, pattern access, and live coding.

Codebase knowledge graph — architectural awareness for AI coding agents via MCP

Sophia (VibeLog) MCP Server — Claude Code에서 AI 코딩 세션 로그를 자동 발행합니다

by taeseok-oh

Source code search for every package on PyPI and npm.

by sourced

A Model Context Protocol (MCP) server that connects AI assistants to Sourcegraph code search with natural language capabilities

by madhukarkumar

Fetch, inspect, look up, and extract original sources from production source maps.

Persistent project memory through governed memory layer with git integration and semantic search.

Decompiles Space Engineers game assemblies and indexes C# source code for AI-assisted mod and plugin development

Track SpaceX’s latest and upcoming launches. Fetch company information to add context. Keep dashboards, reports, and briefings current with up-to-date launch data.

Optimizes Apache Spark code by analyzing PySpark queries and applying performance enhancements for resource management, execution tuning, and query optimization, resulting in significantly faster job execution.

by vgiri2015

Web interface for dynamically configuring and testing multiple MCP implementations through a unified dashboard that spawns and manages server processes in real-time

AI Constraint Engine with AI Patch Firewall. 42 MCP tools. Patch Gateway (ALLOW/WARN/BLOCK verdicts), diff-native review (10 scored signals, hard escalation rules), Spec Compiler, Code Graph, Typed constraints, Python SDK, ROS2. Works with Claude Code, Cursor, Windsurf, Cline, Bolt.new, Lovable. 1073 tests. Free and open source. By Sandeep Roy.

AI persona-based behavioral testing that uses vision models to navigate web apps like real users.

Runs accurate internet speed tests with download, upload, and latency measurements via 129 global edge servers.

Provides AST-powered semantic code editing capabilities across 20+ programming languages through ast-grep integration, enabling precise structure-aware code modifications, scope-based navigation, and automated refactoring workflows with pattern matching and rule generation.

AST-based semantic code search with 33 tools across 35 programming languages, supporting call tracing, impact analysis, and graph queries.

by verivusOSS-releases

Hardened SSH MCP server for VS Code / Copilot Chat — run policy-scoped commands on remote hosts via natural language

Execute remote SSH commands and test SSH connectivity seamlessly through a standardized MCP interface. Manage SSH sessions securely by configuring connection details via environment variables or remote server UI. Simplify remote server management by integrating SSH operations directly into your MCP-enabled workflows.

Provides comprehensive Stacks blockchain development tools including SIP standards access, NFT and fungible token creation, security analysis with mandatory post-conditions, performance optimization, account management, and production-ready Clarity contract generation with test suites for building DeFi protocols, NFT marketplaces, and DAOs.

MCP server for StackSpend — query cloud and AI costs in Claude Code

by andrewrday

Solid Tumor Associative Modeling in Pathology

by KatherLab

MCP server for accessing StaqPods from Claude Desktop and Claude Code

by saharvey

Integrates Stata statistical software with code editors like VS Code and Cursor, enabling direct command execution, real-time output viewing, and contextual coding assistance for data scientists and researchers.

MCP server for Statemap — system state management and architectural coherence for codebases

by hollowsolve

Access comprehensive Canadian socio-economic datasets and time series data directly. Search for specific data cubes, retrieve detailed metadata, and monitor the latest statistical releases. Fetch historical values and download complete tables for in-depth analysis of Canadian trends.