The Index · By job · Software engineer

MCP servers for software engineer, ranked

tashan measures 517 capabilities against the work a software engineer actually does — application development, code review, test automation, software architecture, process automation, prds and specs — and ranks them on public evidence alone: upkeep, freshness and real adoption. How we measure ›

#CapabilitytashanEvidenceHealth
1
Ponytail server
Productivity
81
90k ★active
2
Mattpocock Skills server
Dev Tools & CI
81
191k ★active
3
Next AI Drawio server
Dev Tools & CI
81
34k ★active
4
Understand Anything server
Dev Tools & CI
81
76k ★active
5
Browser Harness server
Productivity
81
16k ★active
6
Playwright Pro server
Dev Tools & CI
80
23k ★active
7
Expo server solid
Dev Tools & CI
78
2k ★active
8
Nvidia Skills server solid
Dev Tools & CI
78
3k ★active
9
Whodb server solid
Database
78
5k ★active
10
Socraticode server thin
Dev Tools & CI
77
3k ★active
11
Swiftui Expert server solid
Dev Tools & CI
76
3k ★active
12
Claude Harness server solid
Productivity
76
3k ★active
13
Serve Sim server thin
Dev Tools & CI
75
3k ★active
14
AI Devkit server solid
Productivity
75
2k ★active
15
Cocoindex Code server deep
Dev Tools & CI
75
3k ★active
16
Safety Net server deep
Security
75
1k ★active
17
Brooks Lint server solid
Dev Tools & CI
74
1k ★active
18
Tdd Guard server thin
Dev Tools & CI
74
2k ★active
19
ClickHouse Best Practices server solid
Dev Tools & CI
74
498 ★active
20
Actionbook server thin
Browser & Web
74
2k ★active
21
Netsuite Suitecloud server thin
Dev Tools & CI
73
315 ★active
22
Nevermore Claude server thin
Productivity
73
605 ★active
23
Dart Flutter server solid
Dev Tools & CI
73
3k ★active
24
Outputai server solid
Dev Tools & CI
73
426 ★active
25
Godot Prompter server solid
Dev Tools & CI
72
485 ★active
26
Zapier server thin
Productivity
72
363 ★active
27
Pm Skills server thin
Dev Tools & CI
72
504 ★active
28
Codspeed server solid
Dev Tools & CI
72
235 ★active
29
Dataverse server ✓ Microsoft solid
Dev Tools & CI
72
184 ★active
30
Geosql server
Dev Tools & CI
72
558 ★active
31
Firecrawl · firecrawl server deep
Browser & Web
72
542 ★active
32
Unreal Engine Skills For Claude Code server
Design
71
157 ★active
33
Dotnet Skills server thin
Dev Tools & CI
71
1k ★active
34
Praxis Engineering server thin
Dev Tools & CI
71
413 ★active
35
Codeguard Security server thin
Security
71
276 ★active
36
Data Agent Kit Starter Pack server ✓ Google solid
Dev Tools & CI
71
151 ★active
37
MongoDB server thin
Dev Tools & CI
71
164 ★active
38
Apollo Skills server solid
Dev Tools & CI
70
100 ★active
39
Servicenow SDK server thin
Dev Tools & CI
70
104 ★active
40
Hermes Qq server thin
Productivity
70
700 ★active
41
Unicli server deep
Dev Tools & CI
70
248 ★active
42
Cppcheatsheet server
Dev Tools & CI
70
278 ★active
43
Comfyui Custom Nodes server thin
Dev Tools & CI
70
257 ★active
44
Coderabbit server solid
Dev Tools & CI
70
142 ★active
45
Agentforce Adlc server solid
Dev Tools & CI
70
93 ★active
46
Lean Kg server solid
Dev Tools & CI
70
213 ★active
47
GitHub Code Interpreter server
Dev Tools & CI
70
700 ★active
48
Mermaid server thin
Design
70
700 ★active
49
Neon server solid
Database
70
81 ★active
50
Amd Skills server thin
Dev Tools & CI
70
165 ★active
51
Alltuu Downloader server thin
Search
70
700 ★active
52
Photoplus Downloader server thin
Finance & Crypto
70
700 ★active
53
Quarkus Agent server solid
Dev Tools & CI
69
45 ★active
54
Medusa Dev server thin
Dev Tools & CI
69
202 ★active
55
Very Good AI Flutter Plugin server solid
Dev Tools & CI
69
146 ★active
56
Sonarqube server solid
Productivity
69
98 ★active
57
Evalview server solid
Dev Tools & CI
69
124 ★active
58
Agenticmail server thin
Productivity
69
180 ★active
59
Prd Ce server thin
Dev Tools & CI
69
205 ★active
60
Teamcity CLI server solid
Productivity
69
119 ★active
61
BigQuery Data Analytics server ✓ Google solid
Data & Analytics
68
47 ★active
62
Tavily · tavily-ai server solid
Search
68
433 ★active
63
Auth0 · auth0 server solid
Security
67
40 ★active
64
Mapbox server thin
Dev Tools & CI
67
70 ★active
65
Workos server solid
Dev Tools & CI
67
43 ★active
66
Qodo server solid
Dev Tools & CI
67
44 ★active
67
Codedna server deep
Dev Tools & CI
67
143 ★active
68
Opentrace Oss server
Dev Tools & CI
67
104 ★active
69
Nimble server solid
Dev Tools & CI
67
50 ★active
70
Postman · postman-devrel server solid
Dev Tools & CI
66
34 ★active
71
Sap Mdk server solid
Dev Tools & CI
66
33 ★active
72
Yapi Plugin server solid
Dev Tools & CI
66
167 ★active
73
Mergify server solid
Productivity
66
28 ★active
74
Codescene Codehealth server solid
Dev Tools & CI
66
58 ★active
75
Subtext server
Productivity
66
64 ★active
76
Crowdstrike Falcon Foundry server solid
Dev Tools & CI
65
22 ★active
77
Cloud SQL PostgreSQL server ✓ Google solid
Database
65
41 ★active
78
Firestore Native server ✓ Google thin
Database
65
30 ★active
79
Twilio Developer Kit server solid
Dev Tools & CI
64
26 ★active
80
Aldc Spec Tdd Development Framework For Al server thin
Dev Tools & CI
64
96 ★active
81
Piomin Spring Boot Template server thin
Dev Tools & CI
64
1k ★active
82
Tricorder server solid
Productivity
64
38 ★active
83
Adcp Client server deep
Security
64
18 ★active
84
Rk Skills server thin
Productivity
64
43 ★active
85
Gangsta server solid
Dev Tools & CI
64
67 ★active
86
Alloydb server ✓ Google solid
Database
64
22 ★active
87
Domscribe server solid
Dev Tools & CI
64
179 ★active
88
Zyte Web Data server solid
Productivity
64
27 ★active
89
Parallel server solid
Productivity
64
62 ★active
90
Insforge · insforge server solid
Dev Tools & CI
63
33 ★active
91
Pdca Framework server solid
Productivity
63
41 ★active
92
Openzeppelin Skills server thin
Dev Tools & CI
63
202 ★active
93
Postiz server deep
Data & Analytics
63
381 ★active
94
Airtable server thin
Communication
63
38 ★active
95
Revolut X server
Finance & Crypto
63
49 ★active
96
Android Remote Control server solid
Productivity
63
171 ★active
97
DuckDB Skills server deep
Dev Tools & CI
63
523 ★active
98
Spanner server ✓ Google thin
Dev Tools & CI
63
19 ★active
99
Delphi Dev server solid
Dev Tools & CI
62
71 ★active
100
Draft server solid
Dev Tools & CI
62
39 ★active
101
Lightrun server thin
Dev Tools & CI
62
27 ★active
102
Mercadopago server solid
Productivity
61
24 ★active
103
Harness Kit server solid
Dev Tools & CI
61
25 ★active
104
Helius server solid
Dev Tools & CI
61
24 ★active
105
Metro server solid
Dev Tools & CI
61
73 ★active
106
Temporal server thin
Dev Tools & CI
61
23 ★active
107
Openhop server solid
Design
61
40 ★active
108
Vibe Replay server solid
Dev Tools & CI
61
33 ★active
109
Oracledb server ✓ Google thin
Dev Tools & CI
61
10 ★active
110
Noosphere server deep
Dev Tools & CI
61
18 ★active
111
Aura Frog server thin
Productivity
60
24 ★active
112
Laravel API Tool Kit server solid
Dev Tools & CI
60
532 ★active
113
Launchdarkly server solid
Dev Tools & CI
60
20 ★active
114
Devflow server solid
Dev Tools & CI
60
17 ★active
115
Cypress server thin
Dev Tools & CI
60
37 ★active
116
Claude Ops server
Productivity
60
20 ★active
117
Join Meeting server solid
Productivity
60
127 ★active
118
Reolink CLI server deep
Productivity
60
61 ★active
119
Bigtable server ✓ Google thin
Database
60
20 ★active
120
Mirrord Agent Skills server solid
Dev Tools & CI
60
21 ★active
121
Growthbook server deep
Dev Tools & CI
59
18 ★active
122
Axint server solid
Dev Tools & CI
59
14 ★active
123
Scandit SDK server deep
Productivity
59
15 ★active
124
Pulp server solid
Dev Tools & CI
59
13 ★active
125
Flagos Skills server solid
Dev Tools & CI
59
19 ★active
126
Monocle server solid
Productivity
59
70 ★active
127
Imessage server deep
Productivity
59
24 ★active
128
Officecli server solid
Productivity
59
72 ★active
129
Cloud SQL MySQL server ✓ Google solid
Database
59
11 ★active
130
Tinyfish server thin
Productivity
59
14 ★active
131
Serpapi Claude Plugin server solid
Search
59
13 ★active
132
Thermite server thin
Dev Tools & CI
58
168 ★active
133
Suiper server deep
Dev Tools & CI
58
12 ★active
134
Claude Deep Review server deep
Dev Tools & CI
58
11 ★active
135
Product Discovery server solid
Productivity
58
13 ★active
136
Openweb server deep
Productivity
58
35 ★active
137
Aptos Agent Skills server solid
Dev Tools & CI
57
19 ★active
138
Chaingpt Developer Kit server solid
Dev Tools & CI
57
12 ★active
139
Slm Agent server solid
Productivity
57
14 ★active
140
Summer server deep
Dev Tools & CI
57
32 ★active
141
Super Claude For Sap server thin
Dev Tools & CI
57
46 ★active
142
AI Craftsman Superpowers server solid
Dev Tools & CI
57
35 ★active
143
Groundwork server solid
Dev Tools & CI
57
41 ★active
144
Testing server solid
Dev Tools & CI
57
12 ★active
145
Haytham server deep
Dev Tools & CI
57
13 ★active
146
Versori Skills server thin
Dev Tools & CI
57
12 ★active
147
Cloud SQL Sqlserver server ✓ Google solid
Dev Tools & CI
57
7 ★active
148
Sumup server thin
Dev Tools & CI
56
4 ★active
149
Confidence server solid
Dev Tools & CI
56
7 ★active
150
Valtown server thin
Dev Tools & CI
56
10 ★active
151
Decimal Scaled server solid
Dev Tools & CI
56
8 ★active
152
Evanflow server solid
Productivity
56
417 ★active
153
Specrails server deep
Dev Tools & CI
56
9 ★active
154
GitHub Autopilot server deep
Dev Tools & CI
56
22 ★active
155
Reqvire server solid
Dev Tools & CI
56
15 ★active
156
Composio server solid
Communication
56
7 ★active
157
Sdd server solid
Productivity
56
11 ★active
158
Specclaw server deep
Dev Tools & CI
56
10 ★active
159
Memex Checkout server thin
Productivity
56
29 ★active
160
ClickHouse server thin
Database
56
5 ★active
161
Superpowers Chrome server deep
Productivity
56
335 ★active
162
Firecrawl Workflows server thin
Productivity
56
101 ★active
163
Tray API server deep
Dev Tools & CI
55
13 ★active
164
Canvas server thin
Other
55
2k ★stable
165
Archy server deep
Dev Tools & CI
55
6 ★active
166
Roundtable server deep
Productivity
55
29 ★active
167
Ferrox Core server solid
Dev Tools & CI
55
20 ★active
168
Cockroachdb server deep
Database
55
3 ★active
169
AWS Dev Toolkit server solid
Dev Tools & CI
54
12 ★active
170
Supabase · supabase-community server thin
Database
54
9 ★active
171
Don Cheli Sdd Framework server solid
Dev Tools & CI
54
56 ★active
172
Descope Skills server solid
Dev Tools & CI
54
12 ★active
173
Bcc server solid
Productivity
54
20 ★active
174
Superpowers server solid
Dev Tools & CI
54
5 marketplacesactive
175
Dx Aem server
Productivity
54
6 ★active
176
Excalidraw Skill server deep
Dev Tools & CI
54
182 ★active
177
Itential Builder server solid
Dev Tools & CI
54
12 ★active
178
Alloydb Omni server ✓ Google solid
Security
54
4 ★active
179
Scylladb server thin
Dev Tools & CI
54
6 ★active
180
Gooseworks server deep
Communication
54
6 ★active
181
Azure SQL Developer server ✓ Microsoft thin
Dev Tools & CI
53
6 ★active
182
Convex server solid
Dev Tools & CI
53
5 ★active
183
Credyt server solid
Dev Tools & CI
53
53 ★active
184
Deepspace server thin
Cloud & Infra
53
5 ★active
185
Fk Gh Flow server thin
Productivity
53
4 ★active
186
Consensus Rnd server solid
Productivity
53
23 ★active
187
Nxtg Forge server thin
Dev Tools & CI
53
5 ★active
188
Supergraph server solid
Dev Tools & CI
53
22 ★active
189
Temper server deep
Dev Tools & CI
53
13 ★active
190
Fk Eng Agents server thin
Dev Tools & CI
53
4 ★active
191
Archcore server solid
Productivity
53
50 ★active
192
Adr Kit server solid
Dev Tools & CI
53
4 ★active
193
Conductor server solid
Dev Tools & CI
53
14 ★active
194
Guided AI Product Management server thin
Dev Tools & CI
53
5 ★active
195
Specops server solid
Dev Tools & CI
53
50 ★active
196
Jig server solid
Dev Tools & CI
53
4 ★active
197
Vsql Extension Builder server solid
Database
52
5 ★active
198
Pixeltable server solid
AI & Agents
52
5 ★active
199
Meta VR server
Dev Tools & CI
52
156 ★active
200
Paddle server
Dev Tools & CI
52
3 ★active
201
Drift Detect server solid
Productivity
52
4 ★active
202
Jobpilot server solid
Productivity
52
38 ★active
203
Outlook server
Productivity
52
10 ★active
204
Adversarial Spec server solid
Productivity
52
554 ★stable
205
Hyperflow server deep
Productivity
52
3 ★active
206
Planetscale server thin
Data & Analytics
52
4 ★active
207
Browser Act server thin
Dev Tools & CI
52
21 ★active
208
Claude Xcindex server
Dev Tools & CI
51
3 ★active
209
Nanostack server
Dev Tools & CI
51
204 ★active
210
Spec Driven Development server
Dev Tools & CI
51
3 ★active
211
Docs Index Keeper server
Dev Tools & CI
51
3 ★active
212
Jamdesk server
Dev Tools & CI
51
3 ★active
213
Sync Docs server
Dev Tools & CI
51
3 ★active
214
Living Manual server
Dev Tools & CI
51
2 ★active
215
Azure Cosmos DB Assistant server ✓ Microsoft
Dev Tools & CI
51
2 ★active
216
Kernel Vuln Analyzer server
Security
51
39 ★active
217
Codixing server
Dev Tools & CI
50
2 ★active
218
Idea To Deploy server
Dev Tools & CI
50
26 ★active
219
Shipyard · Acendas server
Dev Tools & CI
50
2 ★active
220
Praxis · ouonet server
Dev Tools & CI
50
6 ★active
221
Minecraft Java server
Dev Tools & CI
50
5 ★active
222
Pr Comments Resolver server
Productivity
50
2 ★active
223
Cubic server
Dev Tools & CI
50
2 ★active
224
42crunch API Security Testing server
Dev Tools & CI
50
1 ★active
225
Localstack · localstack server
Dev Tools & CI
50
12 ★active
226
Imessage · adelaidasofia server
Productivity
50
2 ★active
227
Nyann server
Dev Tools & CI
50
6 ★active
228
Mise server
Dev Tools & CI
50
2 ★active
229
Changelog Generator skill
Productivity
50
23k ★active
230
Html Skills server
Productivity
50
40 ★active
231
Realbrowser server
Productivity
50
57 ★active
232
Haunt API server
Productivity
50
2 ★active
233
Docuseal server
Productivity
49
7 ★active
234
Dominion Flow server
Productivity
49
77 ★active
235
Just Ship server
Dev Tools & CI
49
24 ★active
236
Salesforce Claude Code server
Communication
49
13 ★active
237
Ccf server
Productivity
49
8 ★active
238
Monban server
Dev Tools & CI
49
1 ★active
239
Conversiontools server
Productivity
49
5 ★active
240
Slack · adelaidasofia server
Communication
49
1 ★active
241
Superglue server
Dev Tools & CI
49
1 ★active
242
Mintlify server
Dev Tools & CI
49
5 ★active
243
Browser Use server
Dev Tools & CI
49
7 ★active
244
Vibesurfer server
Dev Tools & CI
49
15 ★active
245
Ui5 Modernization server
Dev Tools & CI
48
2 marketplacesactive
246
Ui5 TypeScript Conversion server
Dev Tools & CI
48
2 marketplacesactive
247
Launchpad server
Dev Tools & CI
48
1 ★active
248
Next Task server
Productivity
48
4 ★active
249
Ranger server
Dev Tools & CI
48
1 ★active
250
Tycono server
Dev Tools & CI
48
49 ★active
251
Uikit Max server
Dev Tools & CI
48
35 ★active
252
Viv server
Productivity
48
33 ★active
253
Swiftui server
Dev Tools & CI
48
1 ★active
254
Ggen Lsp server
Dev Tools & CI
48
3 ★active
255
Dreamforge Audit server
Dev Tools & CI
48
6 ★active
256
Karimo Harness Engineering Agent Orchestration server
Dev Tools & CI
48
267 ★active
257
Agentiqa server
Dev Tools & CI
48
1 ★active
258
Klarity server
Communication
48
1 ★active
259
Shippo server
Communication
48
1 ★active
260
Pm AI Partner Framework server
Productivity
48
5 ★active
261
Bleu server
Dev Tools & CI
48
3 ★active
262
Dev Lifecycle server
Dev Tools & CI
48
1 ★active
263
Buildable server
Design
48
52 ★active
264
Zoom Plugin server
Productivity
47
5 ★active
265
Defi Skills server
Dev Tools & CI
47
13 ★active
266
React Native Hifi server
Dev Tools & CI
47
27 ★active
267
Three Pillars server
Dev Tools & CI
47
4 ★active
268
Kognitos server
Dev Tools & CI
47
1 ★active
269
Super Ralph server
Dev Tools & CI
47
9 ★active
270
Audit Project server
Dev Tools & CI
47
3 ★active
271
Coordinator Claude server
Productivity
47
5 ★active
272
Deslop server
Productivity
47
3 ★active
273
Wu Whatsapp server
Communication
47
14 ★active
274
8 Habit AI Dev server
Dev Tools & CI
47
3 ★active
275
Belmont server
Productivity
47
4 ★active
276
Altimate Code server
Database
47
3 ★active
277
Circle Skills server
Finance & Crypto
46
2 marketplaces—
278
Resend server
Communication
46
2 marketplaces—
279
Slipstream server
Dev Tools & CI
46
5 ★active
280
Spec server
Dev Tools & CI
46
9 ★active
281
Sn server
Dev Tools & CI
46
3 ★active
282
Local CI server
Dev Tools & CI
46
3 ★active
283
Tailtest server
Dev Tools & CI
46
9 ★active
284
AWS Startup Advisor server
Dev Tools & CI
46
2 marketplaces—
285
Formal Agent Contracts server
Dev Tools & CI
46
1 ★active
286
Kroki Diagrams server
Dev Tools & CI
46
5 ★active
287
Socials server
Dev Tools & CI
46
22 ★active
288
Brightdata Plugin server
Browser & Web
46
2 marketplaces—
289
Ilo · danieljohnmorris server
Dev Tools & CI
45
4 ★active
290
Magician server
Productivity
45
11 ★active
291
Zsl Superpowers server
Productivity
45
1 ★active
292
Dart Helper Utils server
Dev Tools & CI
45
8 ★active
293
Cantrips server
Productivity
45
1 ★active
294
Codex Bridge server
Productivity
45
1 marketplacesactive
295
Nova Thesis server
Dev Tools & CI
45
12 ★active
296
Superpowers Beads server
Productivity
45
0 ★active
297
Sdlc Wizard server
Productivity
45
1 marketplacesactive
298
Sdlc Wizard Cowork server
Productivity
45
1 marketplacesactive
299
Hydra Swarm server
Productivity
45
2 ★active
300
Swagger Contract Testing server
Dev Tools & CI
45
1 marketplacesactive
301
Swagger Contract Testing Drift server
Dev Tools & CI
45
1 marketplacesactive
302
Swagger Contract Testing Openapi Parser server
Dev Tools & CI
45
1 marketplacesactive
303
Excalidrawer server
Dev Tools & CI
45
3 ★active
304
Flow Studio Power Automate server
Dev Tools & CI
45
26 ★active
305
Mindpowers server
Dev Tools & CI
45
3 ★active
306
Vibe Cartographer server
Productivity
45
1 ★active
307
Product Org OS server
Design
45
4 ★active
308
Vibe Doc server
Dev Tools & CI
45
1 ★active
309
Techne server
Productivity
45
0 ★active
310
Animated Sketch Diagram server
Dev Tools & CI
45
11 ★active
311
Perf server
Dev Tools & CI
45
2 ★active
312
Firefox DevTools server
Dev Tools & CI
45
1 marketplacesactive
313
Foxcode server
Productivity
45
0 ★active
314
Ever Browser server
Browser & Web
45
6 ★active
315
Luciq server
Dev Tools & CI
45
0 ★active
316
Indigo Claude Plugin server
Design
44
0 ★active
317
Ironflow server
Productivity
44
10 ★active
318
Quick Question server
Dev Tools & CI
44
10 ★active
319
Spec First server
Productivity
44
4 ★active
320
Dev Core server
Dev Tools & CI
44
1 marketplacesactive
321
Gitnexus server
Dev Tools & CI
44
1 marketplacesactive
322
Ts Ddd Controller server
Security
44
1 marketplacesactive
323
Ts Ddd Domain Service server
Cloud & Infra
44
1 marketplacesactive
324
Ts Ddd Dto server
Dev Tools & CI
44
1 marketplacesactive
325
Ts Ddd Entity server
Productivity
44
1 marketplacesactive
326
Ts Ddd Repository server
Productivity
44
1 marketplacesactive
327
Ts Ddd Use Case server
Dev Tools & CI
44
1 marketplacesactive
328
Ts Ddd Value Object server
Productivity
44
1 marketplacesactive
329
Ts Query Cqrs server
Communication
44
1 marketplacesactive
330
Ioc server
Dev Tools & CI
44
1 ★active
331
Versions server
Dev Tools & CI
44
1 ★active
332
Git Absorb server
Productivity
44
1 marketplacesactive
333
Optibot · Optimal-AI server
Dev Tools & CI
44
1 ★active
334
Multi Review server
Dev Tools & CI
44
1 marketplacesactive
335
Pr Desc Review server
Productivity
44
1 marketplacesactive
336
Review Pr Comments server
Productivity
44
1 marketplacesactive
337
Check Pr Comments server
Dev Tools & CI
44
1 marketplacesactive
338
Pr Review server
Productivity
44
1 ★active
339
Django Schema Design server
Database
44
1 marketplacesactive
340
Waterfall server
Dev Tools & CI
44
2 ★active
341
Tdoc server
Dev Tools & CI
44
1 marketplacesactive
342
Claude Mac Chrome server
Productivity
44
1 ★active
343
Jprofiler server
Dev Tools & CI
44
2 ★active
344
LinkedIn Apply server
Productivity
44
1 marketplacesactive
345
Idmp Plugin server
Dev Tools & CI
44
2 ★active
346
Cc Orchestrador Subagents server
Productivity
43
0 ★active
347
Clangd Lsp server
Dev Tools & CI
42
1 marketplaces—
348
Code Modernization server
Dev Tools & CI
42
1 marketplaces—
349
Code Simplifier server
Productivity
42
1 marketplaces—
350
Commit Commands server
Productivity
42
1 marketplaces—
351
Context7 · anthropics server
Dev Tools & CI
42
1 marketplaces—
352
Csharp Lsp server
Dev Tools & CI
42
1 marketplaces—
353
Feature Dev server
Dev Tools & CI
42
1 marketplaces—
354
Firebase server
Database
42
1 marketplaces—
355
Gopls Lsp server
Dev Tools & CI
42
1 marketplaces—
356
Greptile server
Dev Tools & CI
42
1 marketplaces—
357
Jdtls Lsp server
Dev Tools & CI
42
1 marketplaces—
358
Kotlin Lsp server
Dev Tools & CI
42
1 marketplaces—
359
Laravel Boost server
Dev Tools & CI
42
1 marketplaces—
360
Lua Lsp server
Dev Tools & CI
42
1 marketplaces—
361
Dev server
Dev Tools & CI
42
1 marketplaces—
362
Php Lsp server
Dev Tools & CI
42
1 marketplaces—
363
Firebase Development server
Dev Tools & CI
42
1 marketplaces—
364
Sap Superpowers server
AI & Agents
42
5 ★active
365
Coding Tutor server
Dev Tools & CI
42
1 marketplaces—
366
Sap Abap · AndreaFusar server
AI & Agents
42
1 marketplaces—
367
Sap Abap Cds server
AI & Agents
42
1 marketplaces—
368
Sap Btp Business Application Studio server
AI & Agents
42
1 marketplaces—
369
Sap Btp Cloud Platform server
AI & Agents
42
1 marketplaces—
370
Sap Btp Developer Guide server
AI & Agents
42
1 marketplaces—
371
Sap Cap Capire server
AI & Agents
42
1 marketplaces—
372
Sap Cloud SDK AI server
AI & Agents
42
1 marketplaces—
373
Code Review server
Productivity
42
1 marketplaces—
374
GitHub · anthropics server
Productivity
42
1 marketplaces—
375
GitLab server
Productivity
42
1 marketplaces—
376
Fresh Eyes Review server
Dev Tools & CI
42
1 marketplaces—
377
Galeharness CLI server
Dev Tools & CI
42
1 marketplaces—
378
Sapui5 Linter server
Dev Tools & CI
42
1 marketplaces—
379
Scenario Testing server
Dev Tools & CI
42
1 marketplaces—
380
Testdino server
Dev Tools & CI
42
1 marketplaces—
381
Building Multiagent Systems server
Dev Tools & CI
42
1 marketplaces—
382
Sap Btp Best Practices server
AI & Agents
42
1 marketplaces—
383
Sap Btp Cias server
AI & Agents
42
1 marketplaces—
384
Sap Btp Integration Suite server
AI & Agents
42
1 marketplaces—
385
Sap Btp Intelligent Situation Automation server
AI & Agents
42
1 marketplaces—
386
Sap Btp Job Scheduling server
AI & Agents
42
1 marketplaces—
387
Sap API Style server
AI & Agents
42
1 marketplaces—
388
Sap Sqlscript server
Dev Tools & CI
42
1 marketplaces—
389
Sap Hana CLI · AndreaFusar server
AI & Agents
42
1 marketplaces—
390
API Campaign Builder server
Productivity
40
1 marketplacesactive
391
Ecc server
Productivity
40
0 ★active
392
Ecc · MaTo8888 server
Productivity
40
0 ★active
393
Cadence server
Productivity
40
0 ★active
394
Rolepod Uiproof server
Productivity
40
2 ★active
395
Ab Testing server
Dev Tools & CI
40
1 marketplacesactive
396
Athena Dev Plugin server
Dev Tools & CI
40
0 ★active
397
Mimic server
Security
38
1 ★active
398
Playwright · claude-contrib server
Dev Tools & CI
36
1 marketplacesactive
399
Swift Patterns server
Dev Tools & CI
35
8 ★active
400
Godot Game Dev server
Dev Tools & CI
34
1 ★active
401
Newproject server
Dev Tools & CI
33
1 marketplacesactive
402
AI Review Arena server
Dev Tools & CI
33
1 ★active
403
Xhs Publisher server
Search
33
1 marketplacesactive
404
Autoresearch X server
Dev Tools & CI
33
2 ★active
405
Codex Reviewer server
Dev Tools & CI
31
0 ★active
406
Code Diligence server
Data & Analytics
29
0 ★active
407
Donatello server
Dev Tools & CI
28
1 marketplaces—
408
Raphael server
Dev Tools & CI
28
1 marketplaces—
409
Shredder server
Dev Tools & CI
28
1 marketplaces—
410
Leonardo server
Dev Tools & CI
28
1 marketplaces—
411
Vernon server
Dev Tools & CI
28
1 marketplaces—
412
New And Noteworthy server
Productivity
28
1 marketplaces—
413
Perforce server
Dev Tools & CI
27
8 ★active
414
Azure Devops Pr Review server
Dev Tools & CI
26
0 ★active
415
Aidlc For Claude server
Productivity
25
0 ★active
416
Ios Development server
Dev Tools & CI
24
1 ★active
417
AWS Arch Drawio server
Dev Tools & CI
24
0 ★active
·
Cardputer Buddy skill ✓ Anthropic
Productivity
not scored yet
33k ★active
·
Builder skill ✓ Anthropic
Dev Tools & CI
not scored yet
164k ★active
·
Executing Plans skill
Productivity
not scored yet
261k ★active
·
Finishing A Development Branch skill
Dev Tools & CI
not scored yet
261k ★active
·
Subagent Driven Development skill
Productivity
not scored yet
261k ★active
·
Using Git Worktrees skill
Productivity
not scored yet
261k ★active
·
Email Template Builder skill
Dev Tools & CI
not scored yet
23k ★active
·
Senior Backend skill
Dev Tools & CI
not scored yet
23k ★active
·
Senior Computer Vision skill
AI & Agents
not scored yet
23k ★active
·
Stripe Integration Expert skill
Dev Tools & CI
not scored yet
23k ★active
·
Feature Flags Architect skill
Dev Tools & CI
not scored yet
23k ★active
·
Karpathy Coder skill
Dev Tools & CI
not scored yet
23k ★active
·
Kubernetes Operator skill
Dev Tools & CI
not scored yet
23k ★active
·
Minimalist skill
Productivity
not scored yet
23k ★active
·
Builder · alirezarezvani skill
Dev Tools & CI
not scored yet
23k ★active
·
Zero Hallucination Coder skill
Productivity
not scored yet
23k ★active
·
Spec To Repo skill
Dev Tools & CI
not scored yet
23k ★active
·
Claude Security skill ✓ Anthropic
Productivity
not scored yet
33k ★active
·
Receiving Code Review skill
Productivity
not scored yet
261k ★active
·
Requesting Code Review skill
Dev Tools & CI
not scored yet
261k ★active
·
Review skill
Dev Tools & CI
not scored yet
23k ★active
·
Adversarial Reviewer skill
Dev Tools & CI
not scored yet
23k ★active
·
Named Persona Adversarial Review skill
Dev Tools & CI
not scored yet
23k ★active
·
API Design Reviewer skill
Dev Tools & CI
not scored yet
23k ★active
·
Pr Review Expert skill
Productivity
not scored yet
23k ★active
·
Ship Gate skill
Dev Tools & CI
not scored yet
23k ★active
·
Tech Debt Tracker skill
Dev Tools & CI
not scored yet
23k ★active
·
Webapp Testing skill ✓ Anthropic
Dev Tools & CI
not scored yet
164k ★active
·
Test Driven Development skill
Dev Tools & CI
not scored yet
261k ★active
·
Verification Before Completion skill
Productivity
not scored yet
261k ★active
·
Browserstack skill
Dev Tools & CI
not scored yet
23k ★active
·
Coverage skill
Dev Tools & CI
not scored yet
23k ★active
·
Fix skill
Productivity
not scored yet
23k ★active
·
Generate · alirezarezvani skill
Dev Tools & CI
not scored yet
23k ★active
·
Init skill
Dev Tools & CI
not scored yet
23k ★active
·
Migrate skill
Dev Tools & CI
not scored yet
23k ★active
·
Report skill
Productivity
not scored yet
23k ★active
·
Testrail skill
Dev Tools & CI
not scored yet
23k ★active
·
Senior QA skill
Dev Tools & CI
not scored yet
23k ★active
·
Tdd Guide skill
Dev Tools & CI
not scored yet
23k ★active
·
Chaos Engineering skill
Dev Tools & CI
not scored yet
23k ★active
·
API Test Suite Builder skill
Productivity
not scored yet
23k ★active
·
Skill Tester skill
Dev Tools & CI
not scored yet
23k ★active
·
Spec Driven Workflow skill
Productivity
not scored yet
23k ★active
·
Cto Review skill
Productivity
not scored yet
23k ★active
·
Cto Advisor skill
Productivity
not scored yet
23k ★active
·
AWS Solution Architect skill
Dev Tools & CI
not scored yet
23k ★active
·
Azure Cloud Architect skill
Dev Tools & CI
not scored yet
23k ★active
·
GCP Cloud Architect skill
Dev Tools & CI
not scored yet
23k ★active
·
Senior Architect skill
Dev Tools & CI
not scored yet
23k ★active
·
Tech Stack Evaluator skill
Dev Tools & CI
not scored yet
23k ★active
·
Agent Designer skill
Productivity
not scored yet
23k ★active
·
Database Designer skill
Database
not scored yet
23k ★active
·
Database Schema Designer skill
Database
not scored yet
23k ★active
·
Migration Architect skill
Dev Tools & CI
not scored yet
23k ★active
·
Monorepo Navigator skill
Dev Tools & CI
not scored yet
23k ★active
·
Process Mapper skill
Dev Tools & CI
not scored yet
23k ★active
·
Coo Advisor skill
Productivity
not scored yet
23k ★active
·
Google Workspace CLI skill
Dev Tools & CI
not scored yet
23k ★active
·
Loop skill
Dev Tools & CI
not scored yet
23k ★active
·
Resume 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
·
Anthropic Administrator Automation skill
Productivity
not scored yet
70k ★active
·
Google Admin Automation skill
Productivity
not scored yet
70k ★active
·
Doc Coauthoring skill ✓ Anthropic
Docs & Knowledge
not scored yet
164k ★active
·
Brainstorming skill
Dev Tools & CI
not scored yet
261k ★active
·
Writing Plans skill
Productivity
not scored yet
261k ★active
·
Grill Me skill
Dev Tools & CI
not scored yet
23k ★active
·
Grill With Docs skill
Dev Tools & CI
not scored yet
23k ★active
·
Agile Product Owner skill
Productivity
not scored yet
23k ★active
·
Code To Prd skill
Dev Tools & CI
not scored yet
23k ★active
·
Product Manager Toolkit skill
Dev Tools & CI
not scored yet
23k ★active
·
Docx · anthropics skill ✓ Anthropic
Productivity
not scored yet
164k ★active
·
PDF skill ✓ Anthropic
Productivity
not scored yet
164k ★active
·
Business Operations Skills skill
Productivity
not scored yet
23k ★active
·
Knowledge Ops skill
Dev Tools & CI
not scored yet
23k ★active
·
Code Tour skill
Dev Tools & CI
not scored yet
23k ★active
·
Codebase Onboarding skill
Dev Tools & CI
not scored yet
23k ★active
·
Runbook Generator skill
Other
not scored yet
23k ★active
·
Tc Tracker skill
Productivity
not scored yet
23k ★active
·
Roadmap Communicator skill
Productivity
not scored yet
23k ★active
·
Confluence Expert skill
Dev Tools & CI
not scored yet
23k ★active
·
Quality Documentation Manager skill
Productivity
not scored yet
23k ★active
·
Performance Profiler skill
Dev Tools & CI
not scored yet
23k ★active
·
SQL Database Assistant skill
Dev Tools & CI
not scored yet
23k ★active
·
Googlebigquery Automation skill
Productivity
not scored yet
70k ★active
·
Browser Automation skill
Browser & Web
not scored yet
23k ★active
·
Full Page Screenshot skill
Productivity
not scored yet
23k ★active
·
Notebooklm skill
Search
not scored yet
23k ★active
·
Browser Tool Automation skill
Browser & Web
not scored yet
70k ★active
·
Browserbase Tool Automation skill
Browser & Web
not scored yet
70k ★active
·
Systematic Debugging skill
Dev Tools & CI
not scored yet
261k ★active
·
Focused Fix skill
Dev Tools & CI
not scored yet
23k ★active
·
Universal Scraping Architect skill
Productivity
not scored yet
23k ★active
·
YouTube Full skill
Productivity
not scored yet
23k ★active
·
Apify Automation skill
Browser & Web
not scored yet
70k ★active
·
Firecrawl Automation skill
Productivity
not scored yet
70k ★active
·
Snowflake Development skill
Dev Tools & CI
not scored yet
23k ★active
·
Playground skill ✓ Anthropic
Productivity
not scored yet
33k ★active

189 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

Application developmentCode reviewTest automationSoftware architectureProcess automationPRDs and specsTechnical documentationQuery optimisationBrowser automationDebuggingWeb scrapingDatabase access

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