Developer Tools MCP servers

Review coding-agent plans on demand with peer models, attributed findings, and a structured verdict.

Memi is the read-only design engineering audit and skill layer for coding agents.

Snapshot tests and CI for agent workflows: record a run, replay it at 0 tokens, diff for drift.

Gives AI agents eyes and hands into running React Native apps: logs, REPL, tap, screenshots

See what's on your ports, the processes behind them, and diagnose conflicts and leaks.

Local-first code intelligence MCP: symbol graph, impact analysis, 60+ tools.

Pre-install security scans for npm packages, MCP servers, and AI agents with cited verdict evidence.

Windows-local MCP server for PLAXIS 2D Remote Scripting: geometry, staged construction, results.

Authenticated local evidence paths for JavaScript and TypeScript coding agents.

Render PyTorch architecture diagrams and animated GIF reveals from trusted model source.

Local-first code context, impact analysis, and merge-readiness verdicts for AI agents.

Session-bound Docker workflow server through Codex. State is discarded with the container.

Give Claude complete understanding of your software project.

Analyze Claude Code session cost & context attribution: output, cached re-reads, cache writes.

Returns only the unit tests affected by your current Kotlin/Android code changes.

Real, live npm/PyPI docs and OSV.dev vulnerability data for AI coding agents. No fake data.

Manage your Onde Inference account and models: apps, model catalog, fine-tuned GGUF deploys.

Safely manage repository-scoped issues across Linear, GitHub Issues, and Jira Cloud.

User story map + kanban with a live browser UI; AI agents and humans plan the same backlog via MCP.

Codebase analysis: dependency graphs, security scanning, and refactor plans for GitHub and GitLab.

Recommend paper-backed diagnostics for PyTorch and Hugging Face training problems.

AI pentester for PRs — finds exploitable bugs and hands your developer agent the fix.

Gold-first AI-agent traceback diagnosis, exact fixes, verification, and reusable prescriptions.

MCP automation loop with 167 tested tools for Godot 4

Live access to 12 shadcn-style component libraries so agents compose UI from real components.

MCP server for Samotpravil API — docs, typed tools, Python SDK parity, safety flags.

Auto, manual, or hybrid docs that never fall out of sync.

Token cost math for LLM API calls: verified per-1M-token rates for 69 models, 17 providers.