The Index · By job · Agent operator
MCP servers for agent operator, ranked
tashan measures 156 capabilities against the work a agent operator actually does — agent configuration — and ranks them on public evidence alone: upkeep, freshness and real adoption. How we measure ›
| # | Capability | tashan | Evidence | Health |
|---|---|---|---|---|
| 1 | Claude Hud server Productivity | 80 | 27k ★ | active |
| 2 | Productivity | 72 | 457 ★ | active |
| 3 | Productivity | 72 | 2k ★ | active |
| 4 | Dev Tools & CI | 71 | 367 ★ | active |
| 5 | Productivity | 70 | 216 ★ | active |
| 6 | Dev Tools & CI | 70 | 196 ★ | active |
| 7 | Productivity | 70 | 700 ★ | active |
| 8 | AI & Agents | 70 | 700 ★ | active |
| 9 | Productivity | 70 | 700 ★ | active |
| 10 | Skill Optimizer server Productivity | 70 | 700 ★ | active |
| 11 | Productivity | 70 | 700 ★ | active |
| 12 | Productivity | 70 | 700 ★ | active |
| 13 | AI & Agents | 70 | 700 ★ | active |
| 14 | Communication | 70 | 700 ★ | active |
| 15 | AI & Agents | 69 | 158 ★ | active |
| 16 | Productivity | 69 | 149 ★ | active |
| 17 | Security | 68 | 44 ★ | active |
| 18 | Productivity | 68 | 84 ★ | active |
| 19 | Dev Tools & CI | 68 | 95 ★ | active |
| 20 | Productivity | 68 | 235 ★ | active |
| 21 | Dev Tools & CI | 67 | 70 ★ | active |
| 22 | Productivity | 67 | 68 ★ | active |
| 23 | Productivity | 66 | 61 ★ | active |
| 24 | Productivity | 65 | 32 ★ | active |
| 25 | Productivity | 65 | 388 ★ | active |
| 26 | Productivity | 65 | 48 ★ | active |
| 27 | Productivity | 65 | 88 ★ | active |
| 28 | Productivity | 65 | 70 ★ | active |
| 29 | Productivity | 64 | 98 ★ | active |
| 30 | Dev Tools & CI | 64 | 191 ★ | active |
| 31 | Productivity | 64 | 40 ★ | active |
| 32 | Dev Tools & CI | 62 | 117 ★ | active |
| 33 | Security | 62 | 27 ★ | active |
| 34 | Productivity | 62 | 27 ★ | active |
| 35 | Productivity | 62 | 41 ★ | active |
| 36 | Dev Tools & CI | 61 | 19 ★ | active |
| 37 | Dev Tools & CI | 61 | 33 ★ | active |
| 38 | Productivity | 60 | 121 ★ | active |
| 39 | Productivity | 59 | 24 ★ | active |
| 40 | Dev Tools & CI | 59 | 14 ★ | active |
| 41 | Productivity | 58 | 13 ★ | active |
| 42 | Productivity | 58 | 18 ★ | active |
| 43 | Security | 58 | 11 ★ | active |
| 44 | Security | 58 | 11 ★ | active |
| 45 | Productivity | 58 | 13 ★ | active |
| 46 | Productivity | 57 | 10 ★ | active |
| 47 | Productivity | 57 | 163 ★ | active |
| 48 | Productivity | 56 | 4 ★ | active |
| 49 | Productivity | 56 | 8 ★ | active |
| 50 | Productivity | 56 | 22 ★ | active |
| 51 | Productivity | 56 | 128 ★ | active |
| 52 | Productivity | 56 | 29 ★ | active |
| 53 | Productivity | 55 | 97 ★ | active |
| 54 | Dev Tools & CI | 54 | 9 ★ | active |
| 55 | Productivity | 54 | 5 ★ | active |
| 56 | Productivity | 54 | 16 ★ | active |
| 57 | Dev Tools & CI | 54 | 25 ★ | active |
| 58 | Dev Tools & CI | 54 | 35 ★ | active |
| 59 | Security | 54 | 5 ★ | active |
| 60 | Productivity | 53 | 15 ★ | active |
| 61 | Productivity | 53 | 5 ★ | active |
| 62 | Dev Tools & CI | 53 | 5 ★ | active |
| 63 | Productivity | 53 | 24 ★ | active |
| 64 | Productivity | 53 | 79 ★ | active |
| 65 | Dev Tools & CI | 53 | 4 ★ | active |
| 66 | Dev Tools & CI | 53 | 4 ★ | active |
| 67 | Productivity | 52 | 5 ★ | active |
| 68 | Productivity | 52 | 364 ★ | active |
| 69 | Productivity | 52 | 11 ★ | active |
| 70 | Version Sentinel server Dev Tools & CI | 52 | 3 ★ | active |
| 71 | Cc Suite server Productivity | 51 | 29 ★ | active |
| 72 | Enhance server Security | 51 | 3 ★ | active |
| 73 | Harness Designing Plugin server Productivity | 51 | 5 ★ | active |
| 74 | Pulser server Dev Tools & CI | 51 | 18 ★ | active |
| 75 | Reflection Cc server Productivity | 51 | 9 ★ | active |
| 76 | AI Statusline server Productivity | 50 | 34 ★ | active |
| 77 | Claude Md Optimizer server Dev Tools & CI | 50 | 21 ★ | active |
| 78 | Mumei server Productivity | 50 | 2 ★ | active |
| 79 | Project Boundary server Dev Tools & CI | 50 | 86 ★ | active |
| 80 | Aport Guardrails server Security | 49 | 25 ★ | active |
| 81 | Claude Onboarding Agent server Dev Tools & CI | 49 | 6 ★ | active |
| 82 | LLM Transpile server Productivity | 49 | 5 ★ | active |
| 83 | Preserve Session server Productivity | 49 | 1 ★ | active |
| 84 | Fable Baton server Productivity | 49 | 21 ★ | active |
| 85 | Claude Telemetry server Productivity | 48 | 5 ★ | active |
| 86 | Parallax · clomia server Productivity | 48 | 13 ★ | active |
| 87 | Harus Skills server Productivity | 48 | 5 ★ | active |
| 88 | Claude Code Tab Title server Productivity | 46 | 3 ★ | active |
| 89 | Kaizen server Productivity | 46 | 6 ★ | active |
| 90 | Slipstream server Dev Tools & CI | 46 | 5 ★ | active |
| 91 | Claude Code Statusline server Productivity | 46 | 2 ★ | active |
| 92 | Claude Geeknews Spinner server Search | 46 | 2 ★ | active |
| 93 | Agent Runway server Dev Tools & CI | 45 | 3 ★ | active |
| 94 | Codex Bridge server Productivity | 45 | 1 marketplaces | active |
| 95 | Lark · IS908 server Communication | 45 | 7 ★ | active |
| 96 | Skill Provenance server Productivity | 45 | 7 ★ | active |
| 97 | Productivity | 45 | 1 marketplaces | active |
| 98 | Sheepdog server Productivity | 45 | 11 ★ | active |
| 99 | Telegram Tmux Channels server Productivity | 45 | 0 ★ | active |
| 100 | Bubble Shield server Security | 45 | 0 ★ | active |
| 101 | Aight server Dev Tools & CI | 44 | 1 ★ | active |
| 102 | Cc Usage server Dev Tools & CI | 44 | 1 ★ | active |
| 103 | Compounded server Productivity | 44 | 5 ★ | active |
| 104 | Devflow · KlausFreiberufler server Dev Tools & CI | 44 | 1 ★ | active |
| 105 | Keep Alive server Productivity | 44 | 1 ★ | active |
| 106 | Compress server Dev Tools & CI | 44 | 1 marketplaces | active |
| 107 | Ultratech AI Memory server Productivity | 44 | 0 ★ | active |
| 108 | Claude Cleanup server Productivity | 44 | 1 marketplaces | active |
| 109 | Skill Cso Review server Dev Tools & CI | 44 | 1 marketplaces | active |
| 110 | Mac Notifications server Productivity | 44 | 1 marketplaces | active |
| 111 | Claude Patterns server Security | 43 | 1 ★ | active |
| 112 | Claude Performance server Dev Tools & CI | 43 | 1 ★ | active |
| 113 | Keyward server Security | 43 | 1 ★ | active |
| 114 | Claude Code Setup server Productivity | 42 | 1 marketplaces | — |
| 115 | Claude Md Management server Productivity | 42 | 1 marketplaces | — |
| 116 | Explanatory Output Style server Dev Tools & CI | 42 | 1 marketplaces | — |
| 117 | Hookify server Productivity | 42 | 1 marketplaces | — |
| 118 | Learning Output Style server Productivity | 42 | 1 marketplaces | — |
| 119 | Tunnels server Dev Tools & CI | 42 | 1 marketplaces | — |
| 120 | Cowork Plugin Management server Productivity | 42 | 1 marketplaces | — |
| 121 | Terminal Title server Productivity | 42 | 1 marketplaces | — |
| · | Productivity | not scored yet | 33k ★ | active |
| · | Productivity | not scored yet | 33k ★ | active |
| · | Dev Tools & CI | not scored yet | 33k ★ | active |
| · | Dev Tools & CI | not scored yet | 33k ★ | active |
| · | Productivity | not scored yet | 33k ★ | active |
| · | Dev Tools & CI | not scored yet | 33k ★ | active |
| · | Dev Tools & CI | not scored yet | 33k ★ | active |
| · | Dev Tools & CI | not scored yet | 33k ★ | active |
| · | Productivity | not scored yet | 33k ★ | active |
| · | Dev Tools & CI | not scored yet | 33k ★ | active |
| · | Dev Tools & CI | not scored yet | 33k ★ | active |
| · | Productivity | not scored yet | 33k ★ | active |
| · | Using Superpowers skill Productivity | not scored yet | 261k ★ | active |
| · | Writing Skills skill Docs & Knowledge | not scored yet | 261k ★ | active |
| · | Onboard skill Productivity | not scored yet | 23k ★ | active |
| · | Productivity | not scored yet | 23k ★ | active |
| · | Cs Onboard skill Productivity | not scored yet | 23k ★ | active |
| · | Memory Review skill Productivity | not scored yet | 23k ★ | active |
| · | Memory Status skill Productivity | not scored yet | 23k ★ | active |
| · | Promote skill Productivity | not scored yet | 23k ★ | active |
| · | Productivity | not scored yet | 23k ★ | active |
| · | Self Improving Agent skill Productivity | not scored yet | 23k ★ | active |
| · | Caveman · alirezarezvani skill Productivity | not scored yet | 23k ★ | active |
| · | Collab Proof skill Productivity | not scored yet | 23k ★ | active |
| · | Handoff skill Productivity | not scored yet | 23k ★ | active |
| · | LLM Cost Optimizer skill Productivity | not scored yet | 23k ★ | active |
| · | Dev Tools & CI | not scored yet | 23k ★ | active |
| · | Skillopt Sleep skill Productivity | not scored yet | 23k ★ | active |
| · | Git Worktree Manager skill Productivity | not scored yet | 23k ★ | active |
| · | Skill Security Auditor skill Security | not scored yet | 23k ★ | active |
| · | Skill Tester skill Dev Tools & CI | not scored yet | 23k ★ | active |
| · | Strict API skill AI & Agents | not scored yet | 23k ★ | active |
| · | Write A Skill skill Dev Tools & CI | not scored yet | 23k ★ | active |
| · | Reflect skill Productivity | not scored yet | 23k ★ | active |
| · | Agent Decision Receipts skill Security | not scored yet | 23k ★ | active |
67 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.