Dev Tools

Guide user-led frontend design decisions from project brief through implementation review.

by codecrafted

A knowledge management tool for code repositories using vector embeddings.

MCP server for IBM Code Engine and Docker/Podman integration

by markusvankempen

Secure sandboxed TypeScript/Python execution with Docker isolation and token-efficient wrapper generation

Integrates with Cloudflare Workers to provide code explanation services, including architecture diagram generation, core functionality identification, and component breakdown across multiple programming languages.

Format/lint JS, Python, HubL for automation platforms. Tools: format_code, format_json, ask_codefmt

by codefmt

Code graph analysis for AI coding assistants with repo graph queries, symbol impact paths, and dependency hotspot reports.

by codegraphcontext

MCP Server for code graph analysis with GraphRAG capabilities

by nahisaho

MCP server that gives AI assistants persistent understanding of your codebase

by abhisavakar

AI-powered semantic code search using vector embeddings for contextual code loading.

MCP server providing 20 code analysis tools including symbol search, call graphs, data flow, and impact analysis powered by ArangoDB.

code-interpreter-mcp-server

Analyze software dependencies and assess impact of code changes

CodeLoop MCP server - verification, self-repair, and recommendation layer for AI coding agents

by orienjoji

Manage Codemagic CI/CD builds, apps, artifacts, caches, and environment variables.

by AgiMaulana

MCP server for Codemagic CI/CD and App Store Connect / Google Play — build, sign, and publish mobile apps through AI agents

by todahzg

CodeMap MCP server for IDE integrations

by trieuluan

MCP server implementation for agentic knowledge guidance system

by mrsimpson

codemem MCP server

by GitHub Actions

Code indexing library with tree-sitter parsing and semantic search via embedding-based similarity.

Static analyzer built for AI agents — fix-ready, machine-readable scan reports over MCP.

by abhinavteja123

Ranked codebase search and static symbol navigation for coding agents.

by codenib

Code Ocean MCP Server

CodePeel MCP Server — AI code review tools for Claude Code, Kiro, Cline, Roo, and other MCP-compatible agents

by codepeelai

Enables AI assistants to manage and monitor AWS CodePipeline services through natural language commands, providing tools for pipeline execution, action approval, and metrics retrieval.