The Index · By job · Operations

MCP servers for operations, ranked

tashan measures 312 capabilities against the work a operations actually does — knowledge management, project management, process automation, browser automation, web research, messaging and email — and ranks them on public evidence alone: upkeep, freshness and real adoption. How we measure ›

#CapabilitytashanEvidenceHealth
1
Desktop Commander server
Files & Memory
81
9k ★active
2
Claude Mem server
Productivity
81
89k ★active
3
Mem0 server
Productivity
81
62k ★active
4
Mattpocock Skills server
Dev Tools & CI
81
191k ★active
5
Browser Harness server
Productivity
81
16k ★active
6
Playwright Pro server
Dev Tools & CI
80
23k ★active
7
Nvidia Skills server solid
Dev Tools & CI
78
3k ★active
8
Exa · exa-labs server solid
Search
77
5k ★active
9
Last30days server solid
Productivity
77
54k ★active
10
Claude Harness server solid
Productivity
76
3k ★active
11
Minutes server deep
Productivity
75
1k ★active
12
Atlassian · atlassian server thin
Productivity
75
911 ★active
13
AI Devkit server solid
Productivity
75
2k ★active
14
Safety Net server deep
Security
75
1k ★active
15
Deeplake Hivemind server thin
Productivity
74
2k ★active
16
Hivemind server solid
Productivity
74
2k ★active
17
Actionbook server thin
Browser & Web
74
2k ★active
18
Outputai server solid
Dev Tools & CI
73
426 ★active
19
Zapier server thin
Productivity
72
363 ★active
20
Firecrawl · firecrawl server deep
Browser & Web
72
542 ★active
21
Remember server deep
Productivity
71
143 ★active
22
Claude Self Reflect server solid
Productivity
70
219 ★active
23
Qoder Wiki server thin
Design
70
700 ★active
24
Claudian Installer server thin
Productivity
70
700 ★active
25
Servicenow SDK server thin
Dev Tools & CI
70
104 ★active
26
Slack server solid
Communication
69
86 ★active
27
Outline server solid
Productivity
69
154 ★active
28
Open Ontologies server solid
Dev Tools & CI
69
212 ★active
29
Prd Ce server thin
Dev Tools & CI
69
205 ★active
30
Agenticmail server thin
Productivity
69
180 ★active
31
Episodic Memory server solid
Productivity
68
452 ★active
32
Gsd Plugin server thin
Productivity
68
84 ★active
33
Linear Claude Skill server solid
Productivity
68
118 ★active
34
Tavily · tavily-ai server solid
Search
68
433 ★active
35
AI Team OS server thin
Dev Tools & CI
67
326 ★active
36
Nimble server solid
Dev Tools & CI
67
50 ★active
37
Brave Search Skills server thin
Search
67
161 ★active
38
Miro server solid
Design
66
142 ★active
39
Subtext server
Productivity
66
64 ★active
40
Jira server solid
Productivity
65
46 ★active
41
Session Orchestrator server solid
Productivity
65
48 ★active
42
LLM Wiki Compiler server solid
Dev Tools & CI
64
303 ★active
43
Obsidian Visual Skills server deep
Design
64
3k ★active
44
Maister server deep
Dev Tools & CI
64
191 ★active
45
Rk Skills server thin
Productivity
64
43 ★active
46
Parallel server solid
Productivity
64
62 ★active
47
Immich Photo Manager server solid
Productivity
63
33 ★active
48
Airtable server thin
Communication
63
38 ★active
49
Postiz server deep
Data & Analytics
63
381 ★active
50
Revolut X server
Finance & Crypto
63
49 ★active
51
Android Remote Control server solid
Productivity
63
171 ★active
52
Travel Search And Booking API And Skills server solid
Other
62
880 ★active
53
Noosphere server deep
Dev Tools & CI
61
18 ★active
54
Karma server solid
Productivity
61
27 ★active
55
Temporal server thin
Dev Tools & CI
61
23 ★active
56
AI Adoption Playbook server solid
Security
60
20 ★active
57
Claude Ops server
Productivity
60
20 ★active
58
Join Meeting server solid
Productivity
60
127 ★active
59
Reolink CLI server deep
Productivity
60
61 ★active
60
Cypress server thin
Dev Tools & CI
60
37 ★active
61
Origin server solid
Other
59
47 ★active
62
Mycelium server solid
Search
59
54 ★active
63
Private Journal server solid
Productivity
59
416 ★active
64
Imessage server deep
Productivity
59
24 ★active
65
Tinyfish server thin
Productivity
59
14 ★active
66
Serpapi Claude Plugin server solid
Search
59
13 ★active
67
Phdtaketaketake server deep
Dev Tools & CI
59
32 ★active
68
Antigravity server solid
Productivity
59
21 ★active
69
Loreconvo server solid
Productivity
57
10 ★active
70
Mem Forever server thin
Productivity
57
21 ★active
71
Versori Skills server thin
Dev Tools & CI
57
12 ★active
72
Box server solid
Docs & Knowledge
56
5 ★active
73
Kagura Memory server solid
Productivity
56
8 ★active
74
Specclaw server deep
Dev Tools & CI
56
10 ★active
75
Composio server solid
Communication
56
7 ★active
76
Superpowers Chrome server deep
Productivity
56
335 ★active
77
Enzyme server deep
Productivity
55
51 ★active
78
Ix Memory server deep
Dev Tools & CI
55
7 ★active
79
Kindex server deep
Productivity
55
24 ★active
80
Retrieve The Forgotten Memory server solid
Productivity
55
20 ★active
81
Total Recall server deep
Productivity
55
11 ★active
82
Unblocked Skills server thin
Productivity
55
10 ★active
83
Game Of Cards server solid
Productivity
55
6 ★active
84
Supply Chain Skills server thin
Security
55
51 ★active
85
Notion · makenotion server thin
Docs & Knowledge
54
454 ★stable
86
LLM Wiki Plugin server deep
Productivity
54
76 ★active
87
Oh My Obsidian server solid
Productivity
54
27 ★active
88
Private Journal · 2389-research server
Productivity
54
9 ★active
89
Scout server solid
Productivity
54
7 ★active
90
Itential Builder server solid
Dev Tools & CI
54
12 ★active
91
AI Coding Ok server solid
Productivity
53
15 ★active
92
Archcore server solid
Productivity
53
50 ★active
93
Loredocs server deep
Productivity
53
4 ★active
94
Mako AI server solid
Dev Tools & CI
53
51 ★active
95
Project With Reflect server solid
Productivity
53
13 ★active
96
The H AI K U Method server solid
Productivity
53
24 ★active
97
Sq server deep
Productivity
53
14 ★active
98
Conductor server solid
Dev Tools & CI
53
14 ★active
99
Phd Deepread server
Dev Tools & CI
52
56 ★active
100
Longhand server deep
Productivity
52
12 ★active
101
Mind server
Productivity
52
533 ★stable
102
Hyperflow server deep
Productivity
52
3 ★active
103
Jobpilot server solid
Productivity
52
38 ★active
104
Outlook server
Productivity
52
10 ★active
105
Browser Act server thin
Dev Tools & CI
52
21 ★active
106
Artel server
Productivity
51
7 ★active
107
Harness Designing Plugin server
Productivity
51
5 ★active
108
Local RAG server
Dev Tools & CI
51
28 ★active
109
Releases server
Productivity
51
3 ★active
110
Hipocampus server
Productivity
50
160 ★active
111
Session Recall server
Productivity
50
6 ★active
112
Agent Estimate server
Productivity
50
3 ★active
113
Shipyard · Acendas server
Dev Tools & CI
50
2 ★active
114
Imessage · adelaidasofia server
Productivity
50
2 ★active
115
Nyann server
Dev Tools & CI
50
6 ★active
116
Mise server
Dev Tools & CI
50
2 ★active
117
Realbrowser server
Productivity
50
57 ★active
118
Aria Knowledge server
Productivity
49
16 ★active
119
Bedrock server
Productivity
49
86 ★active
120
Knowledge Graph server
Productivity
49
4 ★active
121
Dominion Flow server
Productivity
49
77 ★active
122
Conversiontools server
Productivity
49
5 ★active
123
Slack · adelaidasofia server
Communication
49
1 ★active
124
Superglue server
Dev Tools & CI
49
1 ★active
125
Browser Use server
Dev Tools & CI
49
7 ★active
126
Vibesurfer server
Dev Tools & CI
49
15 ★active
127
Bleu server
Dev Tools & CI
48
3 ★active
128
Letter For Myself server
Productivity
48
4 ★active
129
Munin Memory server
Productivity
48
3 ★active
130
Recall · bledden server
Productivity
48
22 ★active
131
Harus Skills server
Productivity
48
5 ★active
132
Launchpad server
Dev Tools & CI
48
1 ★active
133
Next Task server
Productivity
48
4 ★active
134
Pm AI Partner Framework server
Productivity
48
5 ★active
135
Klarity server
Communication
48
1 ★active
136
Shippo server
Communication
48
1 ★active
137
Agentiqa server
Dev Tools & CI
48
1 ★active
138
Gnosis server
Database
47
25 ★active
139
Mindmap Markmap Viewer server
Productivity
47
67 ★active
140
8 Habit AI Dev server
Dev Tools & CI
47
3 ★active
141
Belmont server
Productivity
47
4 ★active
142
Coordinator Claude server
Productivity
47
5 ★active
143
Wu Whatsapp server
Communication
47
14 ★active
144
Kognitos server
Dev Tools & CI
47
1 ★active
145
Htmlify server
Productivity
47
13 ★active
146
Egnyte server
Dev Tools & CI
46
2 ★active
147
Graph Query server
Dev Tools & CI
46
2 ★active
148
Vault Pkm server
Productivity
46
13 ★active
149
Research · hec-ovi server
Dev Tools & CI
46
11 ★active
150
Sn server
Dev Tools & CI
46
3 ★active
151
Socials server
Dev Tools & CI
46
22 ★active
152
Brightdata Plugin server
Browser & Web
46
2 marketplaces—
153
Dropbox server
Files & Memory
45
2 ★active
154
Learn server
Search
45
2 ★active
155
Membase server
Productivity
45
3 ★active
156
Memex Bookmarking 2nd Brain server
Productivity
45
0 ★active
157
Memex server
Productivity
45
0 ★active
158
Vibe Cartographer server
Productivity
45
1 ★active
159
Astravue server
Productivity
45
12 ★active
160
Product In Acquisitions server
Dev Tools & CI
45
1 marketplacesactive
161
Superpowers Beads server
Productivity
45
0 ★active
162
Sdlc Wizard server
Productivity
45
1 marketplacesactive
163
Sdlc Wizard Cowork server
Productivity
45
1 marketplacesactive
164
Flow Studio Power Automate server
Dev Tools & CI
45
26 ★active
165
Foxcode server
Productivity
45
0 ★active
166
Firefox DevTools server
Dev Tools & CI
45
1 marketplacesactive
167
Ever Browser server
Browser & Web
45
6 ★active
168
Comparative Landscape Brief server
Productivity
45
1 marketplacesactive
169
Grep Research Skills server
Data & Analytics
45
1 ★active
170
Carbone Skill server
Productivity
45
4 ★active
171
Searching Apple Notes server
Productivity
44
1 ★active
172
Ultratech AI Memory server
Productivity
44
0 ★active
173
Asaki Memory server
Productivity
44
0 ★active
174
Logseq server
Productivity
44
1 marketplacesactive
175
Agent Memory Galaxy server
Productivity
44
1 ★active
176
Devflow · KlausFreiberufler server
Dev Tools & CI
44
1 ★active
177
1b1 server
Productivity
44
1 marketplacesactive
178
Pm Tasks Core server
Dev Tools & CI
44
1 marketplacesactive
179
Pm Tasks Trello server
Productivity
44
1 marketplacesactive
180
Pm Tasks Asana server
Productivity
44
1 marketplacesactive
181
Pm Tasks Jira server
Productivity
44
1 marketplacesactive
182
Pm Tasks Linear server
Productivity
44
1 marketplacesactive
183
Jira CLI server
Productivity
44
1 marketplacesactive
184
Claude Mac Chrome server
Productivity
44
1 ★active
185
Google Workspace server
Communication
44
1 ★active
186
Gws Connector server
Communication
44
1 ★active
187
Local · lanchuske server
Communication
44
1 ★active
188
Indian Banking Drafting server
Other
44
1 ★active
189
Indian Company Drafting server
Other
44
1 ★active
190
Indian Consumer Drafting server
Other
44
1 ★active
191
Indian Contracts Drafting server
Other
44
1 ★active
192
Claude Patterns server
Security
43
1 ★active
193
Md2word server
Productivity
43
13 ★active
194
Galeharness CLI server
Dev Tools & CI
42
1 marketplaces—
195
Asana server
Productivity
42
1 marketplaces—
196
GitHub · anthropics server
Productivity
42
1 marketplaces—
197
GitLab server
Productivity
42
1 marketplaces—
198
Linear server
Productivity
42
1 marketplaces—
199
Sap Btp Cias server
AI & Agents
42
1 marketplaces—
200
Sap Btp Integration Suite server
AI & Agents
42
1 marketplaces—
201
Sap Btp Intelligent Situation Automation server
AI & Agents
42
1 marketplaces—
202
Sap Btp Job Scheduling server
AI & Agents
42
1 marketplaces—
203
Context7 · anthropics server
Dev Tools & CI
42
1 marketplaces—
204
Discord server
Productivity
42
1 marketplaces—
205
Imessage · anthropics server
Productivity
42
1 marketplaces—
206
Private Atlassian server
Productivity
41
1 ★active
207
Thunderbird server
Productivity
41
0 ★active
208
Rolepod Uiproof server
Productivity
40
2 ★active
209
Ab Testing server
Dev Tools & CI
40
1 marketplacesactive
210
API Campaign Builder server
Productivity
40
1 marketplacesactive
211
Campaign Strategy server
Data & Analytics
40
1 marketplacesactive
212
Compliance Navigator server
Security
40
1 marketplacesactive
213
Email Analytics server
Data & Analytics
40
1 marketplacesactive
214
Email Copywriting server
Docs & Knowledge
40
1 marketplacesactive
215
Email Deliverability Expert server
Communication
40
1 marketplacesactive
216
Hardbounce Unlock server
Security
40
1 marketplacesactive
217
Malicious Behavior server
Security
40
1 marketplacesactive
218
Industry Playbooks server
Security
40
1 marketplacesactive
219
List Growth Engine server
Communication
40
1 marketplacesactive
220
Smart Segmentation server
Data & Analytics
40
1 marketplacesactive
221
Workflow Automation server
Dev Tools & CI
40
1 marketplacesactive
222
Agentchannels server
Dev Tools & CI
40
13 ★active
223
Meta Suite server
Productivity
38
0 ★active
224
Playwright · claude-contrib server
Dev Tools & CI
36
1 marketplacesactive
225
Learned Behavior server
Productivity
34
0 ★active
226
Xhs Publisher server
Search
33
1 marketplacesactive
227
T View Automation server
Productivity
30
0 ★active
228
Sapling server
Productivity
29
0 ★active
229
Compound Workflows server
Productivity
28
1 ★active
230
Construction Intelligence server
Dev Tools & CI
28
6 ★active
231
Splinter server
Dev Tools & CI
28
1 marketplaces—
232
Leonardo server
Dev Tools & CI
28
1 marketplaces—
233
Ios Development server
Dev Tools & CI
24
1 ★active
234
Backlog Skill server
Productivity
19
0 ★abandoned
·
Knowledge Ops skill
Dev Tools & CI
not scored yet
23k ★active
·
Decide skill
Productivity
not scored yet
23k ★active
·
Context Engine · alirezarezvani skill
Productivity
not scored yet
23k ★active
·
Cs Onboard skill
Productivity
not scored yet
23k ★active
·
Decision Logger skill
Productivity
not scored yet
23k ★active
·
Remember · alirezarezvani skill
Productivity
not scored yet
23k ★active
·
Self Improving Agent skill
Productivity
not scored yet
23k ★active
·
Handoff skill
Productivity
not scored yet
23k ★active
·
LLM Wiki skill
Productivity
not scored yet
23k ★active
·
Skillopt Sleep skill
Productivity
not scored yet
23k ★active
·
Capture skill
Productivity
not scored yet
23k ★active
·
Atlassian Admin skill
Productivity
not scored yet
23k ★active
·
Atlassian Templates skill
Productivity
not scored yet
23k ★active
·
Confluence Expert skill
Dev Tools & CI
not scored yet
23k ★active
·
Notebooklm skill
Search
not scored yet
23k ★active
·
Googledocs Automation skill
Productivity
not scored yet
70k ★active
·
Googledrive Automation skill
Productivity
not scored yet
70k ★active
·
Project Artifact skill ✓ Anthropic
Productivity
not scored yet
33k ★active
·
Executing Plans skill
Productivity
not scored yet
261k ★active
·
Writing Plans skill
Productivity
not scored yet
261k ★active
·
Business Operations Skills skill
Productivity
not scored yet
23k ★active
·
Capacity Planner skill
Productivity
not scored yet
23k ★active
·
Execute skill
Productivity
not scored yet
23k ★active
·
Vpe Review skill
Productivity
not scored yet
23k ★active
·
Postmortem skill
Dev Tools & CI
not scored yet
23k ★active
·
Change Management skill
Productivity
not scored yet
23k ★active
·
Company OS skill
Productivity
not scored yet
23k ★active
·
Coo Advisor skill
Productivity
not scored yet
23k ★active
·
Vpe Advisor skill
Dev Tools & CI
not scored yet
23k ★active
·
Tc Tracker skill
Productivity
not scored yet
23k ★active
·
Tech Debt Tracker skill
Dev Tools & CI
not scored yet
23k ★active
·
Agile Product Owner skill
Productivity
not scored yet
23k ★active
·
Deep Work skill
Productivity
not scored yet
23k ★active
·
Meetings skill
Productivity
not scored yet
23k ★active
·
Weekly Review skill
Productivity
not scored yet
23k ★active
·
Jira Expert skill
Productivity
not scored yet
23k ★active
·
Pm Skills · alirezarezvani skill
Productivity
not scored yet
23k ★active
·
Scrum Master skill
Productivity
not scored yet
23k ★active
·
Senior Pm skill
Productivity
not scored yet
23k ★active
·
Team Communications skill
Productivity
not scored yet
23k ★active
·
Clockify Automation skill
Productivity
not scored yet
70k ★active
·
Eventbrite Automation skill
Productivity
not scored yet
70k ★active
·
Freshbooks Automation skill
Productivity
not scored yet
70k ★active
·
Googlecalendar Automation skill
Productivity
not scored yet
70k ★active
·
Googlemeet Automation skill
Productivity
not scored yet
70k ★active
·
Googletasks Automation skill
Productivity
not scored yet
70k ★active
·
Harvest Automation skill
Productivity
not scored yet
70k ★active
·
Process Mapper skill
Dev Tools & CI
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
·
Webapp Testing skill ✓ Anthropic
Dev Tools & CI
not scored yet
164k ★active
·
Browser Automation skill
Browser & Web
not scored yet
23k ★active
·
Full Page Screenshot skill
Productivity
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
·
YouTube Full skill
Productivity
not scored yet
23k ★active
·
Research Summarizer skill
Docs & Knowledge
not scored yet
23k ★active
·
Deep Research skill
Productivity
not scored yet
23k ★active
·
Dossier · alirezarezvani skill
Productivity
not scored yet
23k ★active
·
Pulse skill
Search
not scored yet
23k ★active
·
Research · alirezarezvani skill
Search
not scored yet
23k ★active
·
Composio Search Automation skill
Productivity
not scored yet
70k ★active
·
Google Maps Automation skill
Productivity
not scored yet
70k ★active
·
Ms365 Tenant Manager skill
Productivity
not scored yet
23k ★active
·
Inbox Setup skill
Productivity
not scored yet
23k ★active
·
Inbox Triage skill
Productivity
not scored yet
23k ★active
·
Contract And Proposal Writer skill
Other
not scored yet
23k ★active
·
Board Deck Builder skill
Dev Tools & CI
not scored yet
23k ★active
·
Markdown Html Orchestrator skill
Productivity
not scored yet
23k ★active
·
Md Document skill
Productivity
not scored yet
23k ★active
·
Md Review skill
Productivity
not scored yet
23k ★active
·
Md Slides skill
Productivity
not scored yet
23k ★active
·
Procurement Optimizer skill
Productivity
not scored yet
23k ★active

92 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

Knowledge managementProject managementProcess automationBrowser automationWeb researchMessaging and emailDocument production

Other jobs

Agent operatorAI engineerCreator / videoData analystData engineerDesignerDevOps / SRESoftware engineerFinance / accountingHR / recruitingLegal / complianceMarketer / growthProduct managerResearcherSalesScientistSecurity engineerWeb / frontend developerWriter / content

Open this job on the Index ›