"Understanding File Usage" matching MCP connectors:

AI image processing: upscale, resize, crop, compress, convert file format, and generate SEO metadata

Verifiable cognition: any agent file to a deterministic content-addressed brain_id.

DeepL translation: translate, usage, source/target languages. Free 500k chars/mo.

OCR, transcription, file extraction, and image generation for AI agents via MCP.

Scrivibe — AI eBook Generator Generate complete, professional multi-chapter eBooks with a single tool call. Scrivibe uses **Anthropic Claude** to write full-length books chapter by chapter — fiction, non-fiction, business, self-help, romance, and 70+ more genres — and delivers a downloadable **EPUB file** ready for Kindle, Apple Books, or any reader.

Provides UX capabilities to enhance the design output and understanding of AI systems.

AI Agent Builder, Orchestrator & Grader. Build, test, optimize and deploy AI agents from any MCP client. 32 tools: agent CRUD, template deployment, grading & AutoResearch optimization, multi-agent teams, pipelines, memory management, 5-channel deployment (widget, Slack, Telegram, WhatsApp, webhooks), OAuth connectors (email, calendar), usage analytics, EU AI Act compliance reports, and portable agent export/import

Video scene understanding for AI agents via the Primate Vision API.

Manage AI filmmaking projects, scenes, assets, and generations in Martini.

A paid remote MCP for OpenAI Codex memory MCP, built to return verdicts, receipts, usage logs, and a

A paid remote MCP for OpenAI Codex context compressor, built to return verdicts, receipts, usage log

A paid remote MCP for AI SDK benchmark dashboard, built to return verdicts, receipts, usage logs, an

A paid remote MCP for AI SDK eval dashboard, built to return verdicts, receipts, usage logs, and aud

A paid remote MCP for AI SDK data query MCP, built to return verdicts, receipts, usage logs, and aud

A paid remote MCP for Pydantic AI structured output, built to return verdicts, receipts, usage logs,

Paid remote MCP for context-budget routing, schema cost estimates, usage audits, and readiness.