Emerging AI agents & MCP servers
Data as of 2026-06-13 · first weekly scoring run pending · updated weekly
Early-launch ranking: ordered by real stars gained over our first 4 days of daily tracking. The full acceleration model described below activates automatically as the dataset matures — nothing here is ranked by total popularity.
A project is emerging when it is young (first tracked within ~6 months), still small (under 5,000 stars), and already gaining 30+ stars a week. These are the projects building real momentum before most people have heard of them. Projects that merely continue a deprecated predecessor are excluded — that's continuation, not emergence.
| # | Project | Category | Δ★ 7d | Total ★ |
|---|---|---|---|---|
| 1 | io.github.butterbase-ai/mcp ↗ | mcp-server | +211 | 2,019 |
| 2 | Codebase Memory ↗ | mcp-server | +295 | 3,404 |
| 3 | TokenSave ↗ | mcp-server | +16 | 197 |
| 4 | yutu ↗ | mcp-server | +32 | 505 |
| 5 | io.github.BetterDB-inc/monitor ↗ | mcp-server | +75 | 1,218 |
| 6 | OpenAccountants ↗ | mcp-server | +10 | 184 |
| 7 | OpenOSINT ↗ | mcp-server | +32 | 629 |
| 8 | io.github.mnemox-ai/tradememory-protocol ↗ | mcp-server | +37 | 1,213 |
| 9 | TypeUI ↗ | mcp-server | +29 | 1,134 |
| 10 | jau123/MeiGen-AI-Design-MCP ↗ | mcp-server | +31 | 1,425 |
| 11 | agent-device ↗ | mcp-server | +50 | 2,714 |
| 12 | io.github.vkhanhqui/figma-mcp-go ↗ | mcp-server | +19 | 1,094 |
| 13 | ai.smithery/ChiR24-unreal_mcp ↗ | mcp-server | +12 | 708 |
| 14 | samuelgursky/davinci-resolve-mcp ↗ | mcp-server | +20 | 1,227 |
| 15 | Power BI Modeling MCP Server ↗ | mcp-server | +13 | 856 |
| 16 | Repowise ↗ | mcp-server | +34 | 2,285 |
| 17 | Figma MCP Server ↗ | mcp-server | +22 | 1,601 |
| 18 | SearXNG Search ↗ | mcp-server | +12 | 894 |
| 19 | io.github.basicmachines-co/basic-memory ↗ | mcp-server | +42 | 3,222 |
| 20 | Coding-Solo/godot-mcp ↗ | mcp-server | +53 | 4,149 |
Methodology
- Age window
- First release or tracking start within roughly the last 6 months.
- Size ceiling
- Under 5,000 stars — past that, a project is established, not emerging.
- Momentum floor
- At least 30 stars gained in the last 7 days, so dormant new repos don't qualify.
- Succession filter
- A project that officially succeeds a deprecated predecessor is excluded — its growth is migration, not discovery.
All signals are computed from daily snapshots of stars, forks, releases, and npm/PyPI downloads, aggregated weekly. Every number above is traceable to a snapshot date — nothing is editorial, and rankings cannot be bought. Full details on the methodology page.