Theme · updated weekly

MCP Server — SaaS tools & trends 2026

3 products Sparkpulse tracks are shipping around MCP server. The highest-velocity MCP server products right now are Cello, Scoro and Metabase (ranked by Sparkpulse's velocity score). The theme runs across 3 sectors, so the momentum you see here is drawn from products competing in different corners of the market. Their velocity scores span 2.5 to 6.3 out of 10, a spread that shows how unevenly shipping cadence is distributed across the field. Below: every tracked product carrying this theme, updated from release data. Everything on this page is regenerated from verified release data, so the ranking reflects the latest changelogs rather than a static list.

Products shipping around MCP server

#01CelloCello is wrapping its referral platform in AI assistants — for growth managers, referrers, and now AI coding tools via MCP.6.3alternatives →
#02ScoroScoro is making itself agent-readable: AI assistant for everyone, MCP server, app platform.2.5alternatives →
#03MetabaseMetabase open-sourced its AI stack and shipped an MCP server — analytics is going agentic.2.5alternatives →

Frequently asked questions about MCP server

Which SaaS tools ship MCP server in 2026?

Cello, Scoro, Metabase — the MCP server products Sparkpulse tracks, ranked by shipping velocity from verified changelogs.

Which MCP server product has the highest shipping velocity?

Cello, with the top velocity score (6.3/10) — Sparkpulse's velocity score is derived from verified release data.

How many products are shipping around MCP server?

Sparkpulse currently tracks 3 products carrying the MCP server theme, updated continuously from verified release data.