MCP Servers

Image understanding for AI agents — analyze and describe any image via the three.ws pipeline.

3D AI Agent Avatar — render any GLB, give it a Solana wallet, a voice, and pump.fun powers.

Run parallel, resumable, human-operable Antigravity CLI sessions from any MCP agent harness

Control Autodesk Maya scenes with 71 typed tools for modeling, animation, shading, and more.

Private AI context layer for semantic code search, dependency graphs, memory, and workspaces.

Agent-safe Excel workbook analysis, editing, recalc, and verification tools.

AI-native Windows file manager for scoped discovery, disk analysis, and recoverable operations.

Search 1,008 Excel and Google Sheets template keywords with US demand data; find free templates.

Read-only global event and evidence intelligence with entities, assets, and impact paths.

Runs a command in a throwaway Kubernetes pod and returns exit code, output and artifacts.

Single exec tool running caller Python in a network-isolated locked-down sandbox.

Curated ssh_probe diagnostics and single-host ssh_exec over an allowlisted SSH fleet.

AI-native MCU debugging and observability through probes, symbols, RTOS, logs, and build tools.

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

MCP server wrapping the nb CLI for LLM-friendly note-taking

Read-only Yahoo! Shopping product search via the Yahoo! Shopping Item Search API v3.

Use existing brand guidelines with AI. Turn websites, PDFs, and Figma into a .brand runtime.

MCP server for ML drift detection, MLflow registry diffing, and HMAC-gated model rollback

Persistent memory for AI agents - hybrid semantic + keyword recall with autonomous consolidation

Local secret & credential checks for AI-assisted dev — runs on your machine, results redacted.

MCP server for Microsoft Fabric Data Warehouses and SQL Analytics Endpoints

Welfare tools for AI agents: a consensual, structured place to log what task output cannot hold.

Validate, search, graph, and safely author local Open Knowledge Format bundles.

Give any LLM agent a real Android or iPhone as its body. 62 MCP tools for mobile automation.