mcp-server — AI projects ranked by growth

466 tracked AI & agent projects in the mcp-server 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 mcp-server projects, ranked

#	Project	Category	Signal	Score	Δ★ 7d	Total ★
1	Code Context Engine ↗	agent-framework	🔥 Trending	86	+37	365
2	Codebase Memory ↗	mcp-server	🔥 Trending	80	+5,331	32,808
3	Memclaw ↗	agent-framework	🔥 Trending	80	+49	335
4	iai-mcp ↗	ai-agent	🔥 Trending	80	+20	347
5	Funplay Unity MCP ↗	mcp-server	Stable	80	+15	183
6	knowledge-rag ↗	ai-infrastructure	🔥 Trending	79	+37	234
7	memtrace ↗	ai-agent	🔥 Trending	79	+58	435
8	io.github.artokun/comfyui-mcp ↗	mcp-server	🌱 Emerging	79	+48	406
9	AI Team OS ↗	agent-framework	🔥 Trending	78	+31	320
10	bvisible/mcp-ssh-manager ↗	mcp-server	🔥 Trending	78	+22	365
11	UE-MCP ↗	mcp-server	Stable	78	+17	225
12	AnySearch ↗	mcp-server	🔥 Trending	77	+84	1,552
13	SearXNG Search ↗	mcp-server	Stable	77	+31	1,053
14	opentabs-dev/opentabs ↗	mcp-server	🔥 Trending	76	+38	859
15	Godot-MCP ↗	mcp-server	Stable	74	+8	175
16	Chrome DevTools MCP ↗	mcp-server	🔥 Trending	73	+702	47,166
17	io.github.mnemox-ai/tradememory-protocol ↗	mcp-server	🔥 Trending	73	+40	1,397
18	wmux ↗	ai-agent	Stable	73	+20	256
19	Scrapling MCP Server ↗	ai-infrastructure	🔥 Trending	71	+1,339	70,075
20	freema/firefox-devtools-mcp ↗	mcp-server	Stable	71	+17	305
21	Stealth Browser MCP ↗	mcp-server	🔥 Trending	70	+182	1,525
22	Apktool MCP Server ↗	mcp-server	Stable	70	+25	594
23	Markmap MCP Server ↗	mcp-server	Stable	69	+13	271
24	ai-trader ↗	ai-agent	Stable	68	+42	888
25	ClawdCursor ↗	mcp-server	Stable	68	+12	391
26	io.github.8beeeaaat/touchdesigner-mcp-server ↗	mcp-server	Stable	68	+14	438
27	12306-mcp ↗	mcp-server	Stable	68	+38	1,106
28	io.github.saurabhsharma2u/search-console-mcp ↗	mcp-server	Stable	64	+10	221
29	Gortex ↗	mcp-server	🌱 Emerging	64	+56	888
30	Godot MCP ↗	mcp-server	Stable	63	+15	343
31	ai.smithery/ChiR24-unreal_mcp ↗	mcp-server	Stable	63	+17	790
32	samuelgursky/davinci-resolve-mcp ↗	mcp-server	Stable	63	+88	1,699
33	UniFi Access MCP ↗	mcp-server	Stable	62	+20	533
34	io.github.robotmcp/ros-mcp-server ↗	mcp-server	Stable	60	+13	1,346
35	io.github.jkawamoto/mcp-youtube-transcript ↗	mcp-server	Stable	60	+10	458
36	Zapier MCP ↗	mcp-server	Stable	60	+12	355
37	io.github.ruvnet/claude-flow ↗	agent-framework	Stable	59	+1,135	65,102
38	HomeLab Monitor ↗	ai-agent	Stable	58	+9	159
39	CrowdStrike Falcon MCP Server ↗	mcp-server	Stable	58	+8	223
40	Twitter X Automation ↗	ai-agent	Stable	56	+15	392
41	storybloq ↗	mcp-server	Stable	56	+11	669
42	MCP Server for Excel ↗	mcp-server	Stable	55	+26	334
43	Heym ↗	ai-agent	🌱 Emerging	55	+35	757
44	Firecrawl MCP Server ↗	mcp-server	Stable	54	+81	6,989
45	com.xcodebuildmcp/XcodeBuildMCP ↗	mcp-server	Stable	53	+38	6,090
46	Flyto Core ↗	ai-agent	🌱 Emerging	53	+37	477
47	Apify MCP Server ↗	mcp-server	Stable	53	+130	2,042
48	jau123/MeiGen-AI-Design-MCP ↗	mcp-server	🌱 Emerging	52	+34	1,584
49	Unity MCP Server ↗	mcp-server	Stable	50	+12	333
50	tradingview-mcp ↗	mcp-server	Stable	50	+92	3,575
51	Google Search Console MCP ↗	mcp-server	Stable	50	+38	1,192
52	mcphub ↗	mcp-server	Stable	49	+14	2,230
53	CRW Web Scraper ↗	ai-agent	🌱 Emerging	49	+49	431
54	Hevy MCP ↗	mcp-server	Stable	49	+13	336
55	Ghidra MCP Server ↗	mcp-server	Stable	48	+81	2,860
56	Serena MCP: the IDE for your agent ↗	ai-agent	Stable	48	+249	26,579
57	Reversecore_MCP ↗	mcp-server	Stable	48	+5	182
58	io.github.achiya-automation/safari-mcp ↗	mcp-server	Stable	47	+7	152
59	io.github.getsentry/sentry-mcp ↗	mcp-server	Stable	47	+10	781
60	Blockbench MCP ↗	mcp-server	Stable	47	+12	287
61	Context Mode ↗	mcp-server	Stable	47	+311	19,075
62	korean-law-mcp ↗	mcp-server	🌱 Emerging	47	+58	2,241
63	Google Maps MCP Server ↗	mcp-server	Stable	46	+10	394
64	io.github.IvanMurzak/Unity-MCP ↗	mcp-server	Stable	46	+89	3,597
65	sipyourdrink-ltd/bernstein ↗	ai-agent	Stable	45	+24	700
66	mcp-fiscal-brasil ↗	mcp-server	Stable	43	+3	127
67	datalayer/jupyter-mcp-server ↗	mcp-server	Stable	43	+12	1,216
68	Context7 ↗	mcp-server	Stable	42	+411	59,397
69	OpenMetadata ↗	mcp-server	Stable	42	+62	14,500
70	PaperBanana ↗	mcp-server	Stable	41	+29	2,129
71	Google Workspace MCP Server - Control Gmail, Calendar, Docs, Sheets, Slides, Chat, Forms & Drive ↗	mcp-server	Stable	41	+38	2,870
72	io.github.blazickjp/arxiv-mcp-server ↗	mcp-server	Stable	40	+23	2,969
73	n8n-MCP ↗	mcp-server	Stable	40	+115	22,340
74	fli ↗	mcp-server	Stable	39	+24	3,025
75	Cloudflare MCP Server ↗	mcp-server	Stable	39	+20	649
76	Xquik MCP Server ↗	mcp-server	Stable	39	+8	156
77	io.github.antvis/mcp-server-chart ↗	mcp-server	Stable	37	+17	4,243
78	metatool-ai/metatool-app ↗	mcp-server	Stable	37	+24	2,533
79	GPT Researcher ↗	ai-agent	Stable	37	+147	28,428
80	MCP Server for WinDbg Crash Analysis ↗	mcp-server	Stable	36	+18	1,442
81	Voice Mode ↗	mcp-server	Stable	36	+12	1,280
82	saseq/discord-mcp ↗	mcp-server	Stable	36	+11	411
83	Facebook Ads Library MCP Server ↗	mcp-server	Stable	36	+7	268
84	io.github.shinpr/mcp-image ↗	mcp-server	Stable	36	+4	138
85	GoldenMatch ↗	mcp-server	Stable	36	+3	123
86	GitHub MCP Server ↗	mcp-server	Stable	36	+178	31,546
87	awslabs/mcp ↗	mcp-server	Stable	36	+41	9,467
88	korotovsky/slack-mcp-server ↗	mcp-server	Stable	35	+14	1,735
89	MetaTrader 5 MCP Server ↗	mcp-server	Stable	35	+9	197
90	Android MCP ↗	mcp-server	Stable	35	+14	746
91	Word MCP Live ↗	mcp-server	Stable	35	+7	162
92	open-ontologies ↗	mcp-server	Stable	34	+9	197
93	code-graph-rag ↗	ai-infrastructure	Stable	34	+15	2,324
94	io.github.shashankswe2020-ux/whoop ↗	mcp-server	Stable	34	+4	132
95	alpaca-mcp-server ↗	mcp-server	Stable	34	+10	878
96	memorix ↗	mcp-server	Stable	33	+10	558
97	Godot MCP ↗	mcp-server	Stable	33	+5	126
98	duaraghav8/MCPJungle ↗	mcp-server	Stable	33	+13	1,161
99	com.postman/postman-mcp-server ↗	mcp-server	Stable	33	+5	285
100	io.github.varun369/superlocalmemory ↗	mcp-server	Stable	33	+4	197