Kelvin Biffi
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Résumé

Model Context Protocol

Products your assistant can use, not just read about.

My products ship with MCP servers. Same data, same rules, same wallet as the web app, so an agent in Claude, ChatGPT, Cursor or Claude Code does real work instead of guessing.

5
servers
44
tools
OAuth 2.1
PKCE + DCR

ViralRecast

OAuth 2.1 + PKCE + DCR, or personal key

14 tools

Social and ad intelligence: read any post, find what is viral, read competitor ads, transcribe and cut clips.

tools/list200
  • read_post
  • search_viral_content
  • trending_now
  • similar_content
  • analyze_creator
  • search_ads
  • advertiser_ads
  • read_ad
  • transcribe_video
  • download_video
  • create_clips
  • get_job
  • my_history
  • get_account
Read the case

StartAtende

Remote MCP connector

11 tools

Ask your support operation questions: performance, sentiment, FAQ gaps, model cost, top intents.

tools/list200
  • get_overview
  • get_agent_performance
  • get_business_insights
  • get_faq_gaps
  • get_model_costs
  • get_sentiment_trend
  • get_top_intents
  • get_top_clients
  • get_products
  • get_payment_summary
  • list_conversations
Read the case

suno-mcp

Open source · npm

5 tools

Generate music from a sentence and pull the finished track, without blocking the assistant.

tools/list200
  • generate_music
  • wait_for_music
  • get_music_status
  • list_recent_music
  • get_credits
Read the case

ollos-mcp

Local · no key

10 tools

Transcribe, split speakers, pick keyframes and read on-screen text from local media, with confidence per segment.

tools/list200
  • ollos_probe
  • ollos_transcribe
  • ollos_diarize
  • ollos_keyframes
  • ollos_frames
  • ollos_read_screen
  • ollos_search
  • ollos_review
  • ollos_job
  • ollos_cancel
Read the case

Linkezera

Remote MCP connector

4 tools

Your quizzes, their responses and the leads they captured, straight into the assistant.

tools/list200
  • list_quizzes
  • get_quiz
  • get_quiz_responses
  • get_leads
Read the case

The bar

What makes one production-grade

01

Real auth

OAuth 2.1 with PKCE and dynamic client registration, so a user connects without ever copying a key.

02

Long jobs that do not block

Generation and rendering return a job id. The server owns polling, the assistant never sits waiting.

03

Typed tools, one core

Handlers and schemas live in a core package, so stdio, HTTP or a CLI never means rewriting a tool.

04

Honest output

Confidence and cost come back with the result, because an agent cannot ask a follow-up about what it was never told.