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MCP servers for ai engineer, ranked

tashan measures 169 capabilities against the work a ai engineer actually does — agent development, prompt engineering, model evaluation, retrieval systems, ml engineering — and ranks them on public evidence alone: upkeep, freshness and real adoption. How we measure ›

#CapabilitytashanEvidenceHealth
1
Caveman server
Productivity
83
93k ★active
2
Mem0 server
Productivity
81
62k ★active
3
Context Mode server
Dev Tools & CI
81
19k ★active
4
HuggingFace Skills server
Data & Analytics
81
11k ★active
5
Deepeval server
Data & Analytics
81
17k ★active
6
Promptfoo Evals server
Dev Tools & CI
81
24k ★active
7
Atomic Agents server
Dev Tools & CI
79
6k ★active
8
Harness server solid
Dev Tools & CI
78
9k ★active
9
Cocoindex Code server deep
Dev Tools & CI
75
3k ★active
10
Outputai server solid
Dev Tools & CI
73
426 ★active
11
Langfuse server thin
Data & Analytics
72
218 ★active
12
Motus server solid
Dev Tools & CI
71
482 ★active
13
Agentforce Adlc server solid
Dev Tools & CI
70
93 ★active
14
Skill Optimizer server
Productivity
70
700 ★active
15
Agent Optimizer server thin
AI & Agents
70
700 ★active
16
Hermes Qq server thin
Productivity
70
700 ★active
17
Genshijin server deep
Dev Tools & CI
70
287 ★active
18
Prompt Engineering Skills server thin
Dev Tools & CI
70
700 ★active
19
Opendataloader PDF server thin
Productivity
70
700 ★active
20
Context Engine server thin
AI & Agents
70
402 ★active
21
Agenticmail server thin
Productivity
69
180 ★active
22
Cc10x Router Owned Harness server thin
AI & Agents
69
158 ★active
23
Reprompter server deep
Productivity
69
111 ★active
24
Prompt Engineering Skills · treylom server thin
Productivity
69
168 ★active
25
Evalview server solid
Dev Tools & CI
69
124 ★active
26
Pinecone server solid
Dev Tools & CI
68
68 ★active
27
Episodic Memory server solid
Productivity
68
452 ★active
28
Youdotcom Agent Skills server
Dev Tools & CI
67
50 ★active
29
AI Team OS server thin
Dev Tools & CI
67
326 ★active
30
Claude Code Hermit server solid
Productivity
67
68 ★active
31
Fiftyone server solid
Dev Tools & CI
67
37 ★active
32
Opentrace Oss server
Dev Tools & CI
67
104 ★active
33
Clawcode server solid
Productivity
66
61 ★active
34
Network AI server solid
Productivity
65
70 ★active
35
Datarobot Agent Skills server solid
Dev Tools & CI
65
23 ★active
36
Mlflow server solid
Dev Tools & CI
65
61 ★active
37
Adcp Client server deep
Security
64
18 ★active
38
Gangsta server solid
Dev Tools & CI
64
67 ★active
39
Equilateral Agents Open Core server solid
Dev Tools & CI
64
59 ★active
40
Darkroom server solid
Productivity
64
40 ★active
41
Prompt Improver server solid
Productivity
64
2k ★active
42
Probabl Skills server solid
Dev Tools & CI
64
74 ★active
43
Inkbox server deep
Dev Tools & CI
63
33 ★active
44
Cxpak server deep
Dev Tools & CI
61
19 ★active
45
Statsclaw server deep
Dev Tools & CI
60
87 ★active
46
Forge server solid
Dev Tools & CI
60
149 ★active
47
Token Saver server solid
Productivity
60
121 ★active
48
Nexus Agents server thin
Productivity
59
16 ★active
49
Supertool server solid
Dev Tools & CI
59
14 ★active
50
Laconic server solid
Productivity
58
18 ★active
51
Claude Relay server deep
Productivity
57
62 ★active
52
LLM Gateway server solid
Productivity
57
10 ★active
53
Slm Agent server solid
Productivity
57
14 ★active
54
Writ server deep
Productivity
57
163 ★active
55
Composio server solid
Communication
56
7 ★active
56
Claude Session Driver server
Productivity
56
101 ★active
57
Atelier Pipeline server solid
Dev Tools & CI
55
23 ★active
58
Agent Social server solid
Search
55
14 ★active
59
Twining server deep
Productivity
55
7 ★active
60
Ferrox Core server solid
Dev Tools & CI
55
20 ★active
61
Ix Memory server deep
Dev Tools & CI
55
7 ★active
62
Retrieve The Forgotten Memory server solid
Productivity
55
20 ★active
63
Agent Eval Harness server thin
Dev Tools & CI
54
5 ★active
64
Praxis server deep
Productivity
54
27 ★active
65
Co Dialectic server thin
Dev Tools & CI
54
9 ★active
66
Project With Reflect server solid
Productivity
53
13 ★active
67
Mako AI server solid
Dev Tools & CI
53
51 ★active
68
Concordia Protocol server solid
Dev Tools & CI
52
3 ★active
69
Claudelance Worker server
Dev Tools & CI
52
4 ★active
70
Pixeltable server solid
AI & Agents
52
5 ★active
71
Longhand server deep
Productivity
52
12 ★active
72
Skill Creator skill ✓ Anthropic
Dev Tools & CI
51
164k ★active
73
Artel server
Productivity
51
7 ★active
74
Jetty server
Dev Tools & CI
51
3 ★active
75
Sema server
Dev Tools & CI
51
9 ★active
76
Triflux server
Productivity
51
7 ★active
77
Enhance server
Security
51
3 ★active
78
Iris server
Productivity
51
8 ★active
79
Local RAG server
Dev Tools & CI
51
28 ★active
80
Qmd Ja server
AI & Agents
51
3 ★active
81
Guild server
Productivity
50
6 ★active
82
Mnemopay server
Dev Tools & CI
50
6 ★active
83
Sanctuary Framework server
Dev Tools & CI
50
6 ★active
84
Tap server
Productivity
50
23 ★active
85
Claude Md Optimizer server
Dev Tools & CI
50
21 ★active
86
Gpt Image 2 Prompts server
Design
50
6 ★active
87
Gyoshu server
Productivity
50
240 ★active
88
Mistral server
Productivity
49
14 ★active
89
Sym Mesh Channel server
Productivity
49
1 ★active
90
Fable Baton server
Productivity
49
21 ★active
91
LLM Transpile server
Productivity
49
5 ★active
92
Twelvelabs server
Dev Tools & CI
49
20 ★active
93
Apps server ✓ Anthropic
Dev Tools & CI
48
2 marketplacesactive
94
Karimo Harness Engineering Agent Orchestration server
Dev Tools & CI
48
267 ★active
95
Tycono server
Dev Tools & CI
48
49 ★active
96
Fianu Skills server
Security
48
1 ★active
97
Nnsight server
Data & Analytics
48
9 ★active
98
Spiceai Skills server
Finance & Crypto
48
3 ★active
99
Superpipelines server
Productivity
47
4 ★active
100
Zilliz server
AI & Agents
47
3 ★active
101
Gnosis server
Database
47
25 ★active
102
AWS Agents server
Dev Tools & CI
46
2 marketplaces—
103
Pydantic AI server
Dev Tools & CI
46
2 marketplaces—
104
Formal Agent Contracts server
Dev Tools & CI
46
1 ★active
105
Swarmwage server
Dev Tools & CI
46
3 ★active
106
Autoresearch AI Plugin server
Dev Tools & CI
46
12 ★active
107
Apps Plugin server ✓ Anthropic
Dev Tools & CI
45
1 marketplacesactive
108
Wmux Orchestrator server
Productivity
45
9 ★active
109
Hydra Swarm server
Productivity
45
2 ★active
110
Agent Runway server
Dev Tools & CI
45
3 ★active
111
Everdict server
Dev Tools & CI
45
1 ★active
112
Acp Find server
Dev Tools & CI
44
1 ★active
113
Waterfall server
Dev Tools & CI
44
2 ★active
114
Roost server
Productivity
44
1 ★active
115
Agent Memory Galaxy server
Productivity
44
1 ★active
116
Compress server
Dev Tools & CI
44
1 marketplacesactive
117
Image Prompt Generator server
Productivity
44
1 marketplacesactive
118
Bitfab server
Dev Tools & CI
44
1 ★active
119
Cc Orchestrador Subagents server
Productivity
43
0 ★active
120
Claude Performance server
Dev Tools & CI
43
1 ★active
121
Agent SDK Dev server
Dev Tools & CI
42
1 marketplaces—
122
Dev server
Dev Tools & CI
42
1 marketplaces—
123
Building Multiagent Systems server
Dev Tools & CI
42
1 marketplaces—
124
Sap Cloud SDK AI server
AI & Agents
42
1 marketplaces—
125
Sap AI Core server
AI & Agents
42
1 marketplaces—
126
Baime server
Productivity
41
6 ★active
127
Ecc server
Productivity
40
0 ★active
128
Ecc · MaTo8888 server
Productivity
40
0 ★active
129
Athena Dev Plugin server
Dev Tools & CI
40
0 ★active
130
Agent Callable server
Dev Tools & CI
36
5 ★active
131
Claude Swarm server
Productivity
34
0 ★active
132
Harness · kamilseghrouchni server
Dev Tools & CI
31
0 ★active
133
Sapling server
Productivity
29
0 ★active
134
Splinter server
Dev Tools & CI
28
1 marketplaces—
·
Build Mcp App skill ✓ Anthropic
Dev Tools & CI
not scored yet
33k ★active
·
Build · anthropics skill ✓ Anthropic
Dev Tools & CI
not scored yet
33k ★active
·
Build Mcpb skill ✓ Anthropic
Dev Tools & CI
not scored yet
33k ★active
·
Agent Development skill ✓ Anthropic
Dev Tools & CI
not scored yet
33k ★active
·
Claude API skill ✓ Anthropic
Productivity
not scored yet
164k ★active
·
Builder skill ✓ Anthropic
Dev Tools & CI
not scored yet
164k ★active
·
Dispatching Parallel Agents skill
Productivity
not scored yet
261k ★active
·
Subagent Driven Development skill
Productivity
not scored yet
261k ★active
·
Agent Protocol skill
Productivity
not scored yet
23k ★active
·
Extract skill
Productivity
not scored yet
23k ★active
·
Agent Harness skill
Productivity
not scored yet
23k ★active
·
Agenthub skill
Dev Tools & CI
not scored yet
23k ★active
·
Board skill
Productivity
not scored yet
23k ★active
·
Merge skill
Productivity
not scored yet
23k ★active
·
Spawn skill
Productivity
not scored yet
23k ★active
·
Status skill
Productivity
not scored yet
23k ★active
·
Autoresearch Agent skill
Dev Tools & CI
not scored yet
23k ★active
·
Agent Designer skill
Productivity
not scored yet
23k ★active
·
Agent Workflow Designer skill
Dev Tools & CI
not scored yet
23k ★active
·
Builder · alirezarezvani skill
Dev Tools & CI
not scored yet
23k ★active
·
Workflow Builder skill
Dev Tools & CI
not scored yet
23k ★active
·
Loop Library skill
Productivity
not scored yet
23k ★active
·
Composio Automation skill
Productivity
not scored yet
70k ★active
·
Senior Prompt Engineer skill
Productivity
not scored yet
23k ★active
·
Behuman skill
Productivity
not scored yet
23k ★active
·
LLM Cost Optimizer skill
Productivity
not scored yet
23k ★active
·
Prompt Governance skill
Productivity
not scored yet
23k ★active
·
Prompt Engineer Toolkit skill
Dev Tools & CI
not scored yet
23k ★active
·
Fable Goal skill
Productivity
not scored yet
23k ★active
·
Caio Review skill
Dev Tools & CI
not scored yet
23k ★active
·
Chief AI Officer Advisor skill
Security
not scored yet
23k ★active
·
Eval skill
Dev Tools & CI
not scored yet
23k ★active
·
Setup skill
Dev Tools & CI
not scored yet
23k ★active
·
Self Eval skill
Productivity
not scored yet
23k ★active
·
Senior Ml Engineer skill
Dev Tools & CI
not scored yet
23k ★active

59 of these have been expertise-graded against their own documentation; the rest carry adoption and upkeep signal only. We publish what is measured and say plainly what is not.

The work behind this job

Agent developmentPrompt engineeringModel evaluationRetrieval systems

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