MCP servers that give coding agents real developer tooling: linters, package registries, test runners, language docs and local build commands. 13,953 servers in this category.
Lets an AI client debug SCHISM model setups, look up parameters, and validate configurations.
$claude mcp add schism-mcp -- uvx schism-mcpPerforms vertical datum conversions for ocean and coastal modeling workflows.
$claude mcp add vdatum-mcp -- uvx vdatum-mcpLets an AI client debug SCHISM model setups, look up parameters, and validate configurations.
$claude mcp add schism-mcp -- uvx schism-mcp
Identifies Python API changes occurring after a model's training cutoff to provide context notes for AI coding assistants.
$claude mcp add since-cutoff -- uvx since-cutoff
Analyzes Python docstrings for presence, completeness, freshness, and rendering compatibility to improve AI agent context.
$claude mcp add docvet -- uvx docvet
Provides a fleet of persistent, stealthy Chrome sessions for AI agents to perform unattended browser automation with secure credential handling.
$claude mcp add vibatchium -- uvx vibatchium
Provides a local memory store for coding agents that ensures every recalled fact includes a source and anchor to prevent hallucinations.
$https://github.com/menot-you/n-memory/releases/download/v0.1.2/nmemory-linux-x86_64.mcpb
Converts 3D meshes like STL and OBJ into editable STEP, CadQuery, OpenSCAD, or FreeCAD files with fidelity reports.
$claude mcp add mesh2cad -- uvx mesh2cad
Enables AI agents to query codebases using structural graph relationships and BM25 search with precise file and line citations.
$claude mcp add repo2graph -- uvx repo2graph
Converts STL and OBJ meshes or dimensioned drawings into editable CAD solids and Fusion 360 scripts.
$claude mcp add stltosolid -- uvx stltosolid
Transcribes audio and video files into subtitles and text using local GPU acceleration across AMD, NVIDIA, Intel, and Apple hardware.
$claude mcp add babelscribe -- uvx babelscribe
Enables AI assistants to inspect, control, and debug PySide6 desktop GUIs through screenshots, widget tree inspection, and automated user interactions.
$claude mcp add pyside6-mcp -- uvx pyside6-mcp
Lets AI agents query and manage databases and business tools through a secure, controlled data layer.
$claude mcp add --transport http ternodbi https://mcp.terno.ai/mcp/preview
Provides AI coding agents with task contracts, evidence verification, and completion gates to ensure standardized development workflows.
$claude mcp add --transport http nobrainer-tech-flow https://mcp.nobrainer.tech/mcp
Connect AI clients to MCP servers through a secure, centralized management layer that handles credentials and profiles locally.
$claude mcp add lightnow-proxy -- uvx lightnow-proxy
Provides self-hosted code intelligence for cross-repository Q&A, dependency audits, and automated pull request reviews via MCP.
$claude mcp add celmis -- docker run -i --rm ghcr.io/celmis-labs/celmis-api:v0.1.30
Provides self-hosted persistent memory for AI agents using a knowledge graph and hybrid semantic search to maintain project context across sessions.
$claude mcp add maxgraph -- docker run -i --rm ghcr.io/rumemory/maxgraph:1.9.5
Provides AI agents with stateful SSH terminals, real-time exit codes, and remote file management through a single dependency.
$claude mcp add mcp-ssh -- uvx mcp-ssh-gateway
An ultra-lightweight headless browser engine that enables AI agents to navigate URLs, extract structured content, and perform autonomous web workflows.
$claude mcp add b4n1-web -- npx -y b4n1-web
Provides a secure Python sandbox that turns MCP servers, APIs, and shells into native Python objects for AI agents to use as code.
$claude mcp add parselbox -- uvx parselbox