raye-deng/open-code-review

[](https://glama.ai/mcp/servers/raye-deng/open-code-review) 🏠 📇 ☁️ - AI code quality gate detecting hallucinated packages, phantom dependencies, stale APIs, and AI-specific code defects. MCP Server + CL

wyattjoh/jsr-mcp

📇 ☁️ - Model Context Protocol server for the JSR (JavaScript Registry)

efremidze/swift-patterns-mcp

📇 🏠 🍎 🪟 🐧 - An MCP server providing curated Swift and SwiftUI best practices from leading iOS developers, including patterns and real-world code examples from Swift by Sundell, SwiftLee, and other trusted sources.

Govcraft/rust-docs-mcp-server

🦀 🏠 - Provides up-to-date documentation context for a specific Rust crate to LLMs via an MCP tool, using semantic search (embeddings) and LLM summarization.

hechtcarmel/jetbrains-debugger-mcp-plugin

☕ 🏠 - A JetBrains IDE plugin that exposes an MCP server, giving AI coding assistants full programmatic control over the debugger.

hechtcarmel/jetbrains-index-mcp-plugin

☕ 🏠 - A JetBrains IDE plugin that exposes an MCP server, enabling AI coding assistants to leverage the IDE's indexing and refactoring capabilities (rename, safe delete, find references, call hierarchy, type hierarchy, diagnostics and more).

astropy

A community Python library for Astronomy.

obspy

A Python toolbox for seismology.

pydy

Short for Python Dynamics, used to assist with workflow in the modeling of dynamic motion.

PythonRobotics

This is a compilation of various robotics algorithms with visualizations.

jasonjmcghee/claude-debugs-for-you

📇 🏠 - An MCP Server and VS Code Extension which enables (language agnostic) automatic debugging via breakpoints and expression evaluation.

kindly-software/kdb

🦀 ☁️ - AI-powered time-travel debugger with bidirectional execution replay, audit-compliant hash-chain logging, and SIMD-accelerated stack unwinding. Free Hobby tier available.

phuongrealmax/code-guardian

📇 🏠 - AI-powered code refactor engine with 80+ MCP tools for code analysis, hotspot detection, complexity metrics, persistent memory, and automated refactoring plans.

subelsky/bundler_mcp

💎 🏠 - Enables agents to query local information about dependencies in a Ruby project's `Gemfile`.

JhiNResH/maiat-protocol

[](https://glama.ai/mcp/servers/JhiNResH/maiat-protocol) 📇 ☁️ - Trust infrastructure for the agent economy. 4 tools: agent trust scores (18K+ agents indexed), token rug pull forensics, outcome

gemy411/multi-research-agents

☁️ - a KTOR server/ MCP server written in Kotlin applying multi-agents schools in a flexible research system to be used with coding or for research any general case.

jae-jae/fetcher-mcp

📇 🏠 - MCP server for fetching web page content using Playwright headless browser, supporting Javascript rendering and intelligent content extraction, and outputting Markdown or HTML format.

nox

Flexible test automation for Python.

winpython

Portable development environment for Windows 10/11.

Java MCP SDK

Java MCP SDK - Model Context Protocol servers

Kotlin MCP SDK

Kotlin MCP SDK - Model Context Protocol servers

PHP MCP SDK

PHP MCP SDK - Model Context Protocol servers

Ruby MCP SDK

Ruby MCP SDK - Model Context Protocol servers

Rust MCP SDK

Rust MCP SDK - Model Context Protocol servers

Swift MCP SDK

Swift MCP SDK - Model Context Protocol servers

TypeScript MCP SDK

TypeScript MCP SDK - Model Context Protocol servers

PyCodeAGI

A small AGI experiment to generate a Python app given what app the user wants to build 

AI Getting Started

A Javascript AI getting started stack for weekend projects, including image/text models, vector stores, auth, and deployment configs 

Langchain Semantic Search

Search and indexing your own Google Drive Files using GPT3, LangChain, and Python

MicroAgent

Agents Capable of Self-Editing Their Prompts / Python Code 

Fructose

Fructose is a python package to create a dependable, strongly-typed interface around an LLM call. 

rapaio

statistics, data mining and machine learning toolbox in Java.

RapidMiner

RapidMiner integration into Java code.

AgentRun

The easiest, and fastest way to run AI-generated Python code safely 

Groq Ruby

Groq Cloud runs LLM models fast and cheap. This is a convenience client library for Ruby. 

Eino

Eino provides a Golang AI application development framework with various component integrations and the ability to orchestrate Chains and Graphs similar to LangChain and LangGraph. 

Mastra AI

a framework for building AI-powered applications and agents with a modern TypeScript stack.

mihaelamj/cupertino

🏠 🍎 - Apple Documentation MCP Server. Search Apple developer docs, Swift Evolution proposals, and 600+ sample code projects with full-text search.

oxgeneral/agentnet

🐍 ☁️ 🍎 🪟 🐧 - Agent-to-agent referral network where AI agents discover, recommend, and refer users to each other. Features bilateral trust model, credit economy, and 7 MCP tools for agent registration, discovery, and referral tracking.

hloiseaufcms/mcp-gopls

🏎️ 🏠 - A MCP server for interacting with [Go's Language Server Protocol (gopls)](https://github.com/golang/tools/tree/master/gopls) and benefit from advanced Go code analysis features.

ycs77/apifable

[](https://glama.ai/mcp/servers/ycs77/apifable) 📇 🏠 - MCP server that helps AI agents explore OpenAPI specs, search endpoints, and generate TypeScript types.

jacobsd32-cpu/djd-agent-score-mcp

[](https://glama.ai/mcp/servers/@jacobsd32-cpu/djd-agent-score-mcp) 📇 ☁️ - Reputation scoring for AI agent wallets on Base. 9 tools: trust scores, fraud reports, blacklist checks, leade

a-25/ios-mcp-code-quality-server

📇 🏠 🍎 - iOS code quality analysis and test automation server. Provides comprehensive Xcode test execution, SwiftLint integration, and detailed failure analysis. Operates in both CLI and MCP server modes for direct developer usage and AI assistant integration.

yanmxa/scriptflow-mcp

📇 🏠 - A script workflow management system that transforms complex, repetitive AI interactions into persistent, executable scripts. Supports multi-language execution (Bash, Python, Node.js, TypeScript) with guaranteed consistency and reduced hallucination risks.

yWorks/mcp-typescribe

📇 🏠 - MCP server that provides Typescript API information efficiently to the agent to enable it to work with untrained APIs

dev-mirzabicer/ticktick-sdk

🐍 ☁️ - Comprehensive async Python SDK for [TickTick](https://ticktick.com/) with MCP server support. Features 45 tools for tasks, projects, tags, habits, focus/pomodoro sessions, and user analytics.

climin

Optimization library focused on machine learning, pythonic implementations of gradient descent, LBFGS, rmsprop, adadelta and others.

debug

Analyze error messages, stack traces, and logs to diagnose issues and suggest fixes. Covers Python, Node.js, Go, Bash, Docker, Git, and database errors. ``` debug analyze <error_text_or_file>