Developer Tools MCP servers

Stop shipping agents on vibes. Score every agent output for quality, safety, and cost.

Author, validate, lay out, render, and diff architecture diagrams as code.

Coding agents (Claude Code, Codex) reach shared understanding: findings agreed, disputed or open.

Tells your agents when a third-party API they depend on changes shape, before they trust it.

Finds UI drift in React apps (buttons, cards, colors, spacing) and gives your agent each fix

See which process holds a port, find free ports, and stop a dev server safely.

Run, write and test the API requests saved in a Kurlo workspace, the open source API client.

Search Keyline Icons by name and get any icon's SVG source or React import. No key, no network.

Generates tests from acceptance criteria, then converges code with an agent that never sees them.

Verified coding workflows with planning, verification, bounded retries, evidence, and evolution.

Drive an Android emulator or device over adb: screenshot, inspect UI, tap, type, build and test.

C++ code coverage on Windows for AI agents. Find uncovered code from PDBs, no rebuild.

Evidence-based GSoC preparation: organizations, repositories, free beginner issues, proposals.

Production-grade MCP server for KiCad EDA—PCB design, DRC, simulation, BOM, DFM, and manufacturing.

Architecture diagrams with official AWS, Azure, GCP and Kubernetes icons, to SVG, PNG and draw.io

Structural code-quality tools for AI coding agents.

Read-only checks of which git name, email and SSH key a repository uses, and why.

Offline deterministic engineering-trust certificates for repositories, with no telemetry.

Bridge AI coding hosts to cursor-agent over the Agent Client Protocol.

Lets AI agents drive a real terminal: type, press keys, click, read the screen, take screenshots.

Develop, test, analyze, and operate SAP ABAP systems through ADT from AI coding agents.

Code search for coding agents: ranked, exact excerpts with line numbers.

Bring Visual Studio-style C# fixes and refactorings to your AI agent with local Roslyn Code Actions.

Local dependency graph: callers, entry points and file:line evidence for what a change affects.

Python capability compiler: read-only analysis, experiment history/comparison and exposure planning.

Search an Octri project's API docs and call its endpoints as tools, shaped by its SDK Studio config.

Background Windows desktop for AI agents: native GUI automation, screenshots and app testing.

A free local cloud environment for AI agents to build, test, and debug Google Cloud applications.