MCP servers that give coding agents real developer tooling: linters, package registries, test runners, language docs and local build commands. 13,951 servers in this category.
Generates complete, tested FastMCP 3.x servers from plain-English descriptions including tools, validation, and test suites.
$claude mcp add mcpforge -- uvx fastmcp-builder
Provides AI coding agents with a persistent, queryable code knowledge graph to reduce token usage and speed up codebase exploration.
$claude mcp add codemesh -- npx -y @pyalwin/codemesh
Lets an AI assistant execute code in 24 programming languages using HackerEarth's sandboxed cloud servers.
$claude mcp add hackerearth-mcp -- uvx hackerearth-mcp
Provides AI assistants with 263 tools to manage Unity Catalog, SQL, compute, jobs, and machine learning workflows on the Databricks platform.
$claude mcp add databricks-mcp-server -- uvx databricks-sdk-mcp
Performs on-page SEO audits and bounded site crawling to identify issues like missing meta descriptions, broken titles, and JSON-LD errors.
$claude mcp add mcp-seo-auditor -- npx -y mcp-seo-auditor
Lets an AI client read, search, and fill local PDF documents as markdown, text, tables, or forms while keeping data on your machine.
$claude mcp add pdfluent-mcp -- uvx pdfluent-mcp
Provides design-pattern selection expertise to AI coding agents by analyzing system descriptions and retrieving matching patterns across multiple languages.
$claude mcp add design-pattern-mcp -- docker run -i --rm docker.io/olkowa/design-pattern-mcp:1.0.1
Generates synthetic datasets, designs schemas from natural language, and manages data projects through an AI agent.
$claude mcp add generate-data-mcp -- uvx generate-data-mcp
Enables AI agents to analyze, edit, transcribe, and synthesize audio files locally using measurements, spectrograms, and plain-language reports.
$claude mcp add audio-mcp -- uvx audio-mcp
Audits Magento 2 and Adobe Commerce projects for PHP/Magento version compatibility, custom module quality, and dependency security vulnerabilities.
$claude mcp add mcp-magento-audit -- uvx mcp-magento-audit
Allows an AI client to manage, query, and analyze Firebird databases (2.5 to 5.0) with execution plan inspection and multi-database routing.
$claude mcp add firebird-mcp -- uvx firebird-mcp
Exposes the Frame security scanner to MCP clients to scan code, verify fixes, and reason about data-flow vulnerabilities.
$claude mcp add frame-mcp -- uvx frame-mcp
Runs and inspects Bruno API collections through the Bruno CLI and returns normalized JSON results to an AI client.
$claude mcp add mcp-bruno -- uvx mcp-bruno
Coaches coding agents and humans through a checklist to successfully set up and run their first Zeus Client application.
$claude mcp add zeus-dev-helper-mcp -- uvx zeus-dev-helper-mcp
Allows agents to estimate, budget, and compare LLM costs per successful task using a local pricing snapshot and JSON ledger.
$claude mcp add agent-cost-mcp-server -- uvx agent-cost-mcp-server
Translates application locale files into 46 languages while verifying placeholders, plurals, and missing keys across 13 different file formats.
$claude mcp add kaeris-mcp -- uvx kaeris-mcp
Provides deterministic safety reviews for MySQL migrations, queries, and application code to prevent data loss, locks, and SQL injection.
$claude mcp add mysql-audit-ai-agent -- uvx mysql-audit-ai-agent
Enables AI agents to program, run, and inspect STM32 targets over ST-LINK using STM32CubeCLT tools with verified hardware feedback.
$claude mcp add stlink-mcp -- uvx stlink-mcp
Lets an AI agent explore JetBrains TeamCity projects, build configurations, logs, test results, and build agents in a read-only capacity.
$claude mcp add readonly-mcp-teamcity -- uvx readonly-mcp-teamcity
Generates professional UML diagrams, security threat models, and architecture documentation from codebases, schemas, or plain English descriptions.
$claude mcp add umlforge-connector -- uvx umlforge