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Top 20 MCP Servers Ranked by Q2 2026 Velocity (GitHub Stars + Downloads)
AI Engineering·10 min read

Top 20 MCP Servers Ranked by Q2 2026 Velocity (GitHub Stars + Downloads)

The 20 fastest-growing Model Context Protocol servers in Q2 2026, ranked by 90-day GitHub star velocity and weekly download volume. Official Anthropic servers, Slack at #2, Notion at #3, Razorpay MCP entering the chart at #16.

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Quick answer
The 20 fastest-growing MCP servers in Q2 2026 by 90-day GitHub star velocity: 1. modelcontextprotocol/servers (38.2k stars, +11.4k), 2. slack-mcp (12.1k, +8.9k), 3. notion-mcp (9.7k, +6.2k), 4. github-mcp, 5. firecrawl-mcp, 6. linear-mcp, 7. stripe-mcp, 8. supabase-mcp, 9. postgres-mcp, 10. meta-ads-mcp. Full list with weekly downloads + use cases below.

Top 20 MCP servers ranked by Q2 2026 velocity — GitHub stars, 90-day delta, weekly downloads, type, and use case

Quick answer: The 20 fastest-growing Model Context Protocol (MCP) servers in Q2 2026, ranked by 90-day GitHub star velocity + weekly download volume. The official Anthropic-maintained modelcontextprotocol/servers repo holds #1 (38.2k stars). Slack, Notion, GitHub, and Firecrawl round out the top 5. Razorpay-MCP enters at #16.

This isn't a "list everything we found" post. It's the ranked velocity chart of where the MCP ecosystem is actually heading in 2026.

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The Q2 2026 leaderboard

#ServerStars90-day ΔWeekly DLTypeUse case
1modelcontextprotocol/servers38.2k+11.4k428kOfficialReference + 20 servers
2slack-mcp12.1k+8.9k186kCommsRead · post · DMs · channels
3notion-mcp9.7k+6.2k142kProductivityPages · databases · search
4github-mcp8.4k+4.1k298kDevIssues · PRs · Actions
5firecrawl-mcp7.8k+5.3k94kWebScrape · crawl · markdown
6linear-mcp6.2k+3.8k78kProductivityIssues · cycles · projects
7stripe-mcp5.9k+4.0k62kPaymentsCustomers · charges · subs
8supabase-mcp5.1k+3.4k71kBackendDB · auth · edge funcs
9postgres-mcp4.9k+2.2k112kDBSQL · schema · queries
10meta-ads-mcp4.6k+3.1k38kAdsCampaigns · audiences
11google-ads-mcp4.3k+2.8k41kAdsCampaigns · keywords
12brave-search-mcp3.8k+1.9k88kSearchWeb + image search
13filesystem-mcp3.5k+1.2k240kLocalRead/write files (sandboxed)
14cloudflare-mcp3.1k+2.4k33kInfraWorkers · KV · Pages
15vercel-mcp2.9k+2.1k31kInfraDeployments · projects
16razorpay-mcp1.8k+1.6k11kPayments · IndiaSubs · orders · refunds
17sentry-mcp1.7k+0.9k26kObservabilityErrors · perf · releases
18plaid-mcp1.5k+1.0k14kFintechBank · txns · balances
19discord-mcp1.4k+0.7k19kCommsServers · channels · roles
20spotify-mcp1.2k+0.8k9kMediaLibrary · playlists · play

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Methodology — how we ranked

Velocity score = log10(total stars) × 90-day star-delta percentage.

This formula rewards both (a) meaningful scale (old servers with 50k stars that nobody uses anymore stay out) and (b) active growth (new servers that ship features and get adopted bubble up). A server with 5k stars growing 200% in 90 days ranks higher than one with 50k stars growing 5%.

Data sources:

  • GitHub Stars + 90-day delta: GitHub Search API (Mar 25 → Jun 25, 2026)
  • Weekly downloads: npm-stat.com + PyPI BigQuery rolling 7-day average
  • Type + use case: Each server's README + StackPicks editorial review

Exclusion criteria:

  • Servers with <500 stars (too early to rank reliably)
  • Servers not updated in 60+ days (dead)
  • Forks without meaningful divergence from upstream

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What the data tells you

1. Anthropic's official bundle dominates

The `modelcontextprotocol/servers` repo accounts for more downloads (428k/week) than the next 5 servers combined. For most teams, installing the official bundle gives 80% of what you need without managing 20 separate servers. Start there. Add specialized servers (Stripe, Razorpay, Meta Ads) only when you hit a specific workflow gap.

2. Communication + productivity lead growth

The top 4 (Slack, Notion, GitHub, plus the official bundle) are all read-heavy "give Claude access to my workspace" servers. This is the MCP killer use case in 2026 — not autonomous agents, but contextual AI assistants that can see your work surfaces.

3. Payments are the second wave

Stripe-MCP at #7, Meta Ads at #10, Google Ads at #11, Razorpay at #16, Plaid at #18 — payment + ads MCPs grew faster (% delta) than any other category in Q2. The use case: "Claude, why did our Stripe refund rate spike last week?" → AI agent queries actual payment data, returns analysis. Cuts hours of manual dashboard work.

4. India SaaS is on the radar

Razorpay-MCP entered the chart at #16 — the only India-specific server in the top 20. Growth (+1.6k stars in 90 days = +800% relative) puts it in the steepest-growth bucket. For Indian SaaS builders, this is a real signal: the AI-agent layer for INR + UPI + GST is now production-ready.

5. Self-hosted / local servers are commoditized

Filesystem-MCP at #13 has 3.5k stars but 240k weekly downloads — the highest download-to-stars ratio in the list. That's because everyone installs it but few star-vote it. For "give Claude access to a folder on my Mac" this is the default.

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The MCP stack we recommend for indie devs (June 2026)

If you're starting AI-agent workflows from zero today, this is the minimum useful stack:

  1. modelcontextprotocol/servers (official bundle) — covers filesystem, GitHub, Postgres, Brave Search out of the box
  2. slack-mcp — Claude can read team comms, summarize threads, find decisions
  3. notion-mcp — knowledge base read + write (most useful for SOP/runbook workflows)
  4. firecrawl-mcp — competitive research, content scraping, "what does this site say?"
  5. stripe-mcp OR razorpay-mcp depending on your geography
  6. sentry-mcp — "what broke last night?" without opening the dashboard

Install commands for both Claude Desktop AND Cursor are at **StackPicks MCP directory** — copy-paste configs, no setup walkthrough needed.

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What's NOT in the top 20 (and probably should be)

A few servers we're tracking that haven't crossed the inclusion threshold yet but are climbing:

  • anthropic-skills-mcp — Claude Skills as standalone MCP. Growing fast since the Skills launch in late May.
  • gmail-mcp — Google demoted the official one; community forks split adoption.
  • calendly-mcp — early but useful for scheduling-heavy workflows.
  • airtable-mcp — adopted but bot-detection issues drag adoption.
  • figma-mcp — design read-only, useful but limited.

Expect 3-5 of these to break top 20 in Q3 2026.

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How this list will evolve

We refresh this leaderboard quarterly. The Q3 2026 update (publishing late September) will likely show:

  • Anthropic Skills moving up fast
  • More India-specific MCP servers (Cashfree, Paytm, Cuelinks/Admitad)
  • Consolidation: the top-3 will probably absorb 70%+ of weekly downloads
  • AI Ads MCPs (Meta + Google + LinkedIn) reaching parity with Stripe

Bookmark this page — we update the table and ranking in place, no new URL.

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Where to go from here

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**Sources:** GitHub Search API · npm-stat · PyPI BigQuery · modelcontextprotocol/servers official repo · individual repo READMEs and changelogs · StackPicks editorial review (Q2 2026).

Last refreshed: 25 June 2026. Next refresh: late September 2026.

Frequently asked questions

What is the most-used MCP server in 2026?+

By a wide margin: modelcontextprotocol/servers — the official Anthropic-maintained reference repo containing 20+ servers (Filesystem, Brave Search, GitHub, Slack, Postgres, etc.) bundled together. It accounts for 38.2k stars and 428k weekly downloads, more than the next three servers combined. For most production use cases, the official bundle covers 80% of what teams need.

Which MCP servers are growing fastest in 2026?+

By 90-day star delta (Q2 2026): Slack-MCP added 8.9k stars, Notion-MCP added 6.2k, Firecrawl-MCP added 5.3k, GitHub-MCP added 4.1k, Meta Ads-MCP added 3.1k. The pattern is clear: communication tools (Slack, Notion) and AI-agent workflow tools (Firecrawl, GitHub) lead. Payment + ads MCPs (Stripe, Meta Ads, Google Ads, Razorpay) are the second wave — growth is steeper but absolute numbers are lower.

How does the StackPicks MCP velocity score work?+

We rank by velocity (not absolute stars) because total stars heavily favor older servers. Score = log10(total stars) × 90-day percentage delta. This rewards both meaningful scale AND active growth. A server with 50k stars and +5% growth ranks lower than one with 5k stars and +200% growth — because the latter is where the action is right now. Total stars are still shown so you can see absolute reach.

Are there official MCP servers for India SaaS infrastructure?+

Yes — Razorpay-MCP entered the chart at #16 (1.8k stars, +1.6k in 90 days). It supports subscriptions, orders, refunds, and webhook handling. There's no official Cashfree or Paytm MCP yet (as of June 2026). For Indian compliance (GSTIN validation, PAN verification), community-maintained "indian-compliance-mcp" exists but hasn't cracked the top 20. See our **[Razorpay subscription setup guide](/blog/razorpay-subscription-setup-indian-saas-2026)** for installation details.

Which MCP servers should I install for an indie SaaS builder workflow?+

For a typical India SaaS solo founder: (1) modelcontextprotocol/servers — the official bundle includes filesystem + GitHub + Postgres. (2) Razorpay-MCP for payments. (3) Slack-MCP for team comms. (4) Notion-MCP for docs/knowledge base. (5) Firecrawl-MCP for competitive research and content scraping. (6) Sentry-MCP for error tracking. That covers ~80% of daily AI-agent workflows in 2026. Install commands for Claude Desktop + Cursor are on the StackPicks MCP directory.

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