"author:ashlrai" matching MCP servers:

License-first federated image search for AI agents and humans. Exposes MCP tools for concise, attribution-aware image discovery, license probing, and guarded downloads across open, platform, and editorial sources.

Enables AI coding tools to securely manage secrets via MCP tools for vault operations, diagnostics, and cloud sync, ensuring real keys never enter the LLM context.

Normalizes dictated text by correcting speech-to-text misrecognitions using a personal lexicon before agents see the prompt, and lets agents manage terms, learn corrections, and harvest vocabulary.