The Index · AI & Agents

AI & Agents MCP servers, ranked

Reasoning, agents, model & LLM orchestration. tashan measures 155 capabilities here and ranks them by tashan score — a transparent composite of upkeep, freshness and real adoption. How we measure ›

#CapabilitytashanEvidenceHealth
1
Sequential Thinking server ✓ Anthropic
AI & Agents
93
149k/wkactive
2
Humanize Korean server deep
AI & Agents
77
4k ★active
3
Sap Fiori server thin
AI & Agents
71
153 ★active
4
DeepSeek server solid
AI & Agents
70
3k/wkactive
5
Openclaw Ops server thin
AI & Agents
70
700 ★active
6
Agent Optimizer server thin
AI & Agents
70
700 ★active
7
Context Engine server thin
AI & Agents
70
402 ★active
8
Cc10x Router Owned Harness server thin
AI & Agents
69
158 ★active
9
Kage server solid
AI & Agents
69
1k/wkactive
10
Correctover server
AI & Agents
68
2k/wkactive
11
Webhound server solid
AI & Agents
65
526/wkactive
12
Relay Client server wrapper
AI & Agents
64
314/wkactive
13
Claw Hwp server deep
AI & Agents
64
38 ★active
14
Inference Sh server
AI & Agents
64
660 ★active
15
Sap Abap server solid
AI & Agents
64
454/wkactive
16
Crew server solid
AI & Agents
63
137/wkactive
17
Argosvix server solid
AI & Agents
63
372/wkactive
18
Agentled server solid
AI & Agents
63
253/wkactive
19
Neuromcp server solid
AI & Agents
62
351/wkactive
20
1Claw Vault server solid
AI & Agents
62
311/wkactive
21
Funplay Cocos server wrapper
AI & Agents
61
361/wkactive
22
Tensorfeed server solid
AI & Agents
61
134/wkactive
23
Mafdet server
AI & Agents
60
551/wkactive
24
Zerodrop server solid
AI & Agents
59
497/wkactive
25
Spekoai server wrapper
AI & Agents
59
50/wkactive
26
Council server solid
AI & Agents
58
183/wkactive
27
Lithtrix — Identity, Memory & Trust for AI Agents server
AI & Agents
58
162/wkactive
28
Soma Rmcp server deep
AI & Agents
57
125/wkactive
29
Proxyllm server thin
AI & Agents
56
305/wkactive
30
Verlon AI server solid
AI & Agents
56
238/wkactive
31
AgentUtility Agentops server
AI & Agents
56
220/wkactive
32
AgentUtility Model Router server
AI & Agents
56
193/wkactive
33
Hypertool server solid
AI & Agents
54
622/wkstable
34
Xiangguangyu Mcp Skills server
AI & Agents
54
113/wkactive
35
Slac server solid
AI & Agents
53
178/wkactive
36
GlianaAI server solid
AI & Agents
53
92/wkactive
37
Otskit server solid
AI & Agents
53
88/wkactive
38
Wontopos server
AI & Agents
53
68/wkactive
39
Pixeltable server solid
AI & Agents
52
5 ★active
40
Qmd Ja server
AI & Agents
51
3 ★active
41
Memory · arjunkumargiri server
AI & Agents
50
74/wkactive
42
Unorouter server
AI & Agents
49
62/wkactive
43
Zilliz server
AI & Agents
47
3 ★active
44
Touchstone server
AI & Agents
47
46/wkactive
45
Routara LLM Gateway server
AI & Agents
46
59/wkactive
46
Logic server
AI & Agents
46
52/wkactive
47
Flatland server
AI & Agents
46
27/wkactive
48
Kodiak server
AI & Agents
45
39/wkactive
49
Promptibus server
AI & Agents
44
82/wkactive
50
Forge · voxell server
AI & Agents
44
63/wkactive
51
Ariel Memory server
AI & Agents
44
45/wkactive
52
RAG Architect skill
AI & Agents
43
11k ★active
53
Orcarouter server
AI & Agents
43
70/wkactive
54
Gru953 Crew server
AI & Agents
43
44/wkactive
55
Agentiscript server
AI & Agents
43
31/wkactive
56
Togetherai Skills server
AI & Agents
42
1 marketplaces—
57
Sap Superpowers server
AI & Agents
42
5 ★active
58
Sap Abap · AndreaFusar server
AI & Agents
42
1 marketplaces—
59
Sap Abap Cds server
AI & Agents
42
1 marketplaces—
60
Sap AI Core server
AI & Agents
42
1 marketplaces—
61
Sap API Style server
AI & Agents
42
1 marketplaces—
62
Sap Btp Best Practices server
AI & Agents
42
1 marketplaces—
63
Sap Btp Build Work Zone Advanced server
AI & Agents
42
1 marketplaces—
64
Sap Btp Business Application Studio server
AI & Agents
42
1 marketplaces—
65
Sap Btp Cias server
AI & Agents
42
1 marketplaces—
66
Sap Btp Cloud Logging server
AI & Agents
42
1 marketplaces—
67
Sap Btp Cloud Platform server
AI & Agents
42
1 marketplaces—
68
Sap Btp Cloud Transport Management server
AI & Agents
42
1 marketplaces—
69
Sap Btp Connectivity server
AI & Agents
42
1 marketplaces—
70
Sap Btp Developer Guide server
AI & Agents
42
1 marketplaces—
71
Sap Btp Integration Suite server
AI & Agents
42
1 marketplaces—
72
Sap Btp Intelligent Situation Automation server
AI & Agents
42
1 marketplaces—
73
Sap Btp Job Scheduling server
AI & Agents
42
1 marketplaces—
74
Sap Btp Master Data Integration server
AI & Agents
42
1 marketplaces—
75
Sap Btp Service Manager server
AI & Agents
42
1 marketplaces—
76
Sap Cap Capire server
AI & Agents
42
1 marketplaces—
77
Sap Cloud SDK AI server
AI & Agents
42
1 marketplaces—
78
Sap Datasphere server
AI & Agents
42
1 marketplaces—
79
Sap Fiori Tools server
AI & Agents
42
1 marketplaces—
80
Sap Hana CLI · AndreaFusar server
AI & Agents
42
1 marketplaces—
81
Sap Hana Cloud Data Intelligence server
AI & Agents
42
1 marketplaces—
82
Sap Hana Ml server
AI & Agents
42
1 marketplaces—
83
Sap Sac Planning server
AI & Agents
42
1 marketplaces—
84
Sapui5 server
AI & Agents
42
1 marketplaces—
85
Sapui5 CLI server
AI & Agents
42
1 marketplaces—
86
Ottasia server
AI & Agents
42
64/wkactive
87
Gate server
AI & Agents
42
46/wkactive
88
Argo server
AI & Agents
41
56/wkactive
89
Oh My Gx server
AI & Agents
40
0 ★active
90
Frontier Math Prover server
AI & Agents
40
0 ★active
91
URL Alive Check server
AI & Agents
40
26/wkactive
92
Systems Thinking Plugin server
AI & Agents
39
3 ★active
93
Neurohive server
AI & Agents
39
52/wkactive
94
Grok Build server
AI & Agents
38
0 ★active
95
Moorcheh server
AI & Agents
37
0 ★active
96
Drafted Learn server
AI & Agents
36
1 ★active
97
Thinking server
AI & Agents
36
1 marketplacesactive
98
Ember Memory server
AI & Agents
35
2 ★active
99
Mumo server
AI & Agents
35
0 ★active
100
Flowcontent server
AI & Agents
35
82/wkabandoned
101
Woocommerce server
AI & Agents
35
75/wkactive
102
Docqa server
AI & Agents
35
49/wkactive
103
Gemini As Tool server
AI & Agents
34
1 ★active
104
Fakoli Claw server
AI & Agents
34
0 ★active
105
Threadmap server
AI & Agents
34
35/wkactive
106
Synap Memory server
AI & Agents
34
48 ★active
107
AI Reasoning Commons server
AI & Agents
34
0 ★active
108
Evals server
AI & Agents
34
1 ★active
109
Qdrant server
AI & Agents
33
1 marketplacesactive
110
Twiceshy server
AI & Agents
33
0 ★active
111
MAXential Thinking MCP server
AI & Agents
32
64/wkactive
112
Touchdesigner · michaelslain server
AI & Agents
31
0 ★active
113
Wiplash server
AI & Agents
31
0 ★active
114
Local Voice server
AI & Agents
30
68/wkabandoned
115
Consensus server
AI & Agents
29
0 ★active
116
Foodblock server
AI & Agents
29
24/wkactive
117
Sequential Thinking · dolphinsue319 server
AI & Agents
28
1 marketplaces—
118
Aistudio server
AI & Agents
27
93/wkabandoned
119
Decision Council server
AI & Agents
27
0 ★active
120
Media · bernakilljos server
AI & Agents
27
1 marketplacesactive
121
AI RAG server
AI & Agents
27
1 marketplacesactive
122
OpenAI Tools server
AI & Agents
27
8 ★active
123
Mnema server
AI & Agents
27
0 ★active
124
Agenttune server
AI & Agents
27
0 ★active
125
Plan First server
AI & Agents
26
0 ★active
126
Awesome Thinking server
AI & Agents
26
0 ★active
127
Liminality server
AI & Agents
26
0 ★active
128
TTS server
AI & Agents
26
0 ★active
129
Chinese LLM Models server
AI & Agents
25
0 ★active
130
HAL server
AI & Agents
25
96/wkabandoned
131
Engram · tstockham96 server
AI & Agents
24
0 ★active
132
Bareun — Korean NLP & Spell/Grammar Checking server
AI & Agents
24
0 ★active
133
Threadminder server
AI & Agents
24
0 ★active
134
Amber server
AI & Agents
24
0 ★active
135
Artin0123 Gemini Image server
AI & Agents
23
2 ★stable
136
Agentmemorymcp server
AI & Agents
23
0 ★active
137
Byterovermemory server
AI & Agents
23
0 ★active
138
Evalscopebench server
AI & Agents
23
0 ★active
139
Futureagievals server
AI & Agents
23
0 ★active
140
Rtkcontext server
AI & Agents
23
0 ★active
141
Visual Memory Context server
AI & Agents
22
75/wkabandoned
142
Nexustoken SDK server
AI & Agents
22
1 ★active
143
Leghis Smart Thinking server
AI & Agents
22
33 ★active
144
Geminiupgradeqa server
AI & Agents
22
0 ★active
145
Veocreditwaste server
AI & Agents
22
0 ★active
146
Balance Sheet Analyzer server
AI & Agents
21
0 ★active
147
Contexta server
AI & Agents
20
0 ★active
148
Stompy – AI Memory for Claude & MCP Agents server
AI & Agents
18
0 ★active
149
Agent Marketplace server
AI & Agents
17
0 ★active
·
Algorithmic Art skill ✓ Anthropic
AI & Agents
not scored yet
164k ★active
·
Senior Computer Vision skill
AI & Agents
not scored yet
23k ★active
·
Strict API skill
AI & Agents
not scored yet
23k ★active
·
AI Ml API Automation skill
AI & Agents
not scored yet
70k ★active
·
ElevenLabs Automation skill
AI & Agents
not scored yet
70k ★active
·
Fine Tuning Expert skill
AI & Agents
not scored yet
11k ★active

30 of these have been expertise-graded against their documentation; the rest carry adoption and upkeep signal only. We publish what is measured and say plainly what isn't.

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