model-context-protocol — AI projects ranked by growth

211 tracked AI & agent projects in the model-context-protocol topic, ranked weekly by growth signals computed from daily GitHub, npm, and PyPI snapshots.

Data as of 2026-07-19 · scores for week of 2026-07-20 · updated weekly

All model-context-protocol projects, ranked

#	Project	Category	Signal	Score	Δ★ 7d	Total ★
1	Codebase Memory ↗	mcp-server	🔥 Trending	80	+5,331	32,808
2	iai-mcp ↗	ai-agent	🔥 Trending	80	+20	347
3	Funplay Unity MCP ↗	mcp-server	Stable	80	+15	183
4	io.github.artokun/comfyui-mcp ↗	mcp-server	🌱 Emerging	79	+48	406
5	bvisible/mcp-ssh-manager ↗	mcp-server	🔥 Trending	78	+22	365
6	UE-MCP ↗	mcp-server	Stable	78	+17	225
7	io.github.alisaitteke/photoshop-mcp ↗	mcp-server	Stable	74	+20	198
8	Semantic Notes Vault MCP ↗	mcp-server	Stable	74	+19	440
9	open_browser_use ↗	ai-agent	Stable	74	+12	204
10	Stealth Browser MCP ↗	mcp-server	🔥 Trending	70	+182	1,525
11	ClawdCursor ↗	mcp-server	Stable	68	+12	391
12	io.github.king-of-the-grackles/reddit-research-mcp ↗	mcp-server	Stable	68	+17	219
13	io.github.StuMason/coolify ↗	mcp-server	Stable	67	+15	502
14	second-brain-cloudflare ↗	mcp-server	🌱 Emerging	63	+72	609
15	Godot MCP ↗	mcp-server	Stable	63	+15	343
16	Unity MCP Server ↗	mcp-server	Stable	59	+411	12,644
17	HomeLab Monitor ↗	ai-agent	Stable	58	+9	159
18	pentest-ai ↗	mcp-server	🌱 Emerging	58	+114	1,377
19	Twitter X Automation ↗	ai-agent	Stable	56	+15	392
20	MCP Server for Excel ↗	mcp-server	Stable	55	+26	334
21	arc-kit ↗	ai-agent	Stable	55	+20	2,093
22	CAD-MCP Server ↗	mcp-server	Stable	55	+11	450
23	Firecrawl MCP Server ↗	mcp-server	Stable	54	+81	6,989
24	com.xcodebuildmcp/XcodeBuildMCP ↗	mcp-server	Stable	53	+38	6,090
25	Flyto Core ↗	ai-agent	🌱 Emerging	53	+37	477
26	ProxmoxMCP-Plus ↗	mcp-server	Stable	52	+17	338
27	jau123/MeiGen-AI-Design-MCP ↗	mcp-server	🌱 Emerging	52	+34	1,584
28	Unity MCP Server ↗	mcp-server	Stable	50	+12	333
29	CoderGamester/mcp-unity ↗	mcp-server	Stable	49	+13	1,832
30	Ghidra MCP Server ↗	mcp-server	Stable	48	+81	2,860
31	DebugMCP ↗	mcp-server	Stable	48	+10	429
32	Monolith ↗	mcp-server	Stable	48	+12	225
33	io.github.achiya-automation/safari-mcp ↗	mcp-server	Stable	47	+7	152
34	korean-law-mcp ↗	mcp-server	🌱 Emerging	47	+58	2,241
35	Google Maps MCP Server ↗	mcp-server	Stable	46	+10	394
36	io.github.IvanMurzak/Unity-MCP ↗	mcp-server	Stable	46	+89	3,597
37	boss-agent-cli ↗	ai-agent	🌱 Emerging	46	+35	1,399
38	sipyourdrink-ltd/bernstein ↗	ai-agent	Stable	45	+24	700
39	CVE MCP Server ↗	mcp-server	Stable	42	+13	1,088
40	Google Workspace MCP Server - Control Gmail, Calendar, Docs, Sheets, Slides, Chat, Forms & Drive ↗	mcp-server	Stable	41	+38	2,870
41	io.github.blazickjp/arxiv-mcp-server ↗	mcp-server	Stable	40	+23	2,969
42	utensils/mcp-nixos ↗	mcp-server	Stable	40	+17	766
43	youichi-uda/godot-mcp-pro ↗	mcp-server	Stable	37	+17	511
44	metatool-ai/metatool-app ↗	mcp-server	Stable	37	+24	2,533
45	anythingmcp ↗	mcp-server	Stable	37	+7	158
46	io.github.shinpr/mcp-image ↗	mcp-server	Stable	36	+4	138
47	mcp-after-effects ↗	mcp-server	Stable	36	+14	496
48	memorix ↗	mcp-server	Stable	33	+10	558
49	Godot MCP ↗	mcp-server	Stable	33	+5	126
50	PDF Reader MCP Server ↗	mcp-server	Stable	33	+9	829
51	duaraghav8/MCPJungle ↗	mcp-server	Stable	33	+13	1,161
52	Embody ↗	mcp-server	Stable	31	+5	140
53	io.github.HarimxChoi/google-surf-mcp ↗	mcp-server	Stable	31	+7	267
54	OMEGA Memory ↗	ai-agent	Stable	31	+6	188
55	Zabbix MCP Server ↗	mcp-server	Stable	30	+6	155
56	io.github.cyanheads/pubmed-mcp-server ↗	mcp-server	Stable	29	+3	124
57	Arkon ↗	mcp-server	Stable	29	+16	1,068
58	ai.exa/exa ↗	mcp-server	Stable	29	+33	4,742
59	io.github.Anandb71/arbor ↗	mcp-server	Stable	29	+5	150
60	io.github.gaopengbin/cesium-mcp-dev ↗	mcp-server	Stable	29	+2	119
61	Google Ads - AdLoop ↗	mcp-server	Stable	28	+7	218
62	OpenLore ↗	ai-agent	Stable	28	+6	199
63	io.github.HaD0Yun/gopeak ↗	mcp-server	Stable	28	+5	234
64	fradser/mcp-server-apple-reminders ↗	mcp-server	Stable	27	+6	168
65	io.github.dcostenco/prism-mcp ↗	mcp-server	Stable	26	+2	156
66	io.github.agenticmail/mcp ↗	mcp-server	Stable	26	+5	172
67	io.github.aplaceforallmystuff/mcp-arr ↗	mcp-server	Stable	26	+4	178
68	MCPProxy ↗	mcp-server	Stable	26	+8	293
69	io.github.jfarcand/iphone-mirroir-mcp ↗	mcp-server	Stable	25	+3	131
70	AFFiNE MCP Server ↗	mcp-server	Stable	25	+6	229
71	io.github.jeff-nasseri/mikrotik-mcp ↗	mcp-server	Stable	25	+4	231
72	io.github.varun29ankuS/shodh-memory ↗	ai-agent	Stable	25	+4	237
73	Short Video Maker MCP ↗	mcp-server	Stable	24	+12	1,241
74	io.github.stefanoamorelli/sec-edgar-mcp ↗	mcp-server	Stable	24	+4	334
75	Nextcloud MCP Server ↗	mcp-server	Stable	24	+7	304
76	io.github.karanb192/reddit-mcp-buddy ↗	mcp-server	Stable	24	+9	754
77	io.github.TickTockBent/charlotte ↗	mcp-server	Stable	24	+4	167
78	io.github.cyanheads/obsidian-mcp-server ↗	mcp-server	Stable	23	+9	633
79	YourMemory ↗	ai-agent	Stable	23	+3	257
80	GTM MCP Server ↗	mcp-server	Stable	22	+3	131
81	okx-trade-mcp ↗	ai-agent	Stable	22	+8	369
82	Computer Use ↗	mcp-server	Stable	21	+5	328
83	WinRemote MCP ↗	mcp-server	Stable	21	+3	158
84	GoPeak ↗	mcp-server	Stable	21	+5	234
85	juspay/neurolink ↗	mcp-server	Stable	21	+2	111
86	Plane MCP Server ↗	mcp-server	Stable	21	+5	267
87	Hex Graph ↗	mcp-server	Stable	20	+5	518
88	ClaudeR - RStudio MCP Server ↗	agent-framework	Stable	20	+6	295
89	JADX-MCP-SERVER ↗	mcp-server	Stable	19	+8	706
90	zcaceres/markdownify-mcp ↗	mcp-server	Stable	19	+28	2,884
91	MCP Server for Odoo ↗	mcp-server	Stable	19	+5	340
92	Prometheus MCP Server ↗	mcp-server	Stable	19	+8	501
93	Octocode MCP - AI Context Platform ↗	mcp-server	Stable	18	+6	895
94	Prism MCP ↗	ai-agent	Stable	17	+2	156
95	qveris-agent-toolkit ↗	ai-agent	Stable	17	+3	247
96	io.github.Dave-London/build ↗	mcp-server	Stable	17	+1	134
97	io.github.spences10/mcp-omnisearch ↗	mcp-server	Stable	17	+2	333
98	Argo CD MCP Server ↗	mcp-server	Stable	17	+9	536
99	ClawMem ↗	ai-infrastructure	Stable	16	+2	192
100	genomoncology/biomcp ↗	mcp-server	Stable	15	+5	550