# What a operations should install

> Capabilities measured for the work a operations does.

Source: https://tashan.sh/role/ops.html
Ranked by fit for the task, then how well it documents itself, then the tashan score
  (upkeep and freshness, gated by real adoption). Public evidence only — nothing paid can
  change a rank. Method: https://tashan.sh/methodology.html

## The short answer

- **Knowledge management** — [Atlassian](https://tashan.sh/capability/pkg-mcp-atlassian.html) · tashan score 74
- **Browser automation** — [Chrome DevTools](https://tashan.sh/capability/pkg-chrome-devtools-mcp.html) · tashan score 92
- **Messaging and email** — [Agentmail](https://tashan.sh/capability/pkg-agentmail-mcp.html) · tashan score 76
- **Project management** — [Backlog](https://tashan.sh/capability/pkg-backlog-mcp-server.html) · tashan score 73
- **Document production** — [Gogcli MCP Slides](https://tashan.sh/capability/pkg-gogcli-mcp-slides.html) · tashan score 66
- **Web research** — [Exa](https://tashan.sh/capability/pkg-exa-mcp-server.html) · tashan score 83

## Ranked

| # | Capability | tashan score | Adoption evidence | Activity |
|---|---|---|---|---|
| 1 | [Chrome DevTools](https://tashan.sh/capability/pkg-chrome-devtools-mcp.html) | 92 | 3.3m/wk | active |
| 2 | [Exa](https://tashan.sh/capability/pkg-exa-mcp-server.html) | 83 | 20k/wk | active |
| 3 | [Trusty Squire](https://tashan.sh/capability/pkg-trusty-squire-mcp.html) | 76 | 3k/wk | active |
| 4 | [Atlassian](https://tashan.sh/capability/pkg-mcp-atlassian.html) | 74 | 2k/wk | active |
| 5 | [Backlog](https://tashan.sh/capability/pkg-backlog-mcp-server.html) | 73 | 8k/wk | active |
| 6 | [Minutes](https://tashan.sh/capability/plugin-silverstein-minutes-minutes.html) | 70 | 1k ★ | active |
| 7 | [Safety Net](https://tashan.sh/capability/plugin-kenryu42-claude-code-safety-net-safety-net.html) | 70 | 1k ★ | active |
| 8 | [Memorix](https://tashan.sh/capability/pkg-memorix.html) | 69 | 2k/wk | active |
| 9 | [Huly](https://tashan.sh/capability/pkg-firfi-huly-mcp.html) | 69 | 1k/wk | active |
| 10 | [Remember](https://tashan.sh/capability/plugin-digital-process-tools-claude-remember-remember.html) | 68 | 143 ★ | active |
| 11 | [Firecrawl · firecrawl](https://tashan.sh/capability/plugin-firecrawl-cli-firecrawl.html) | 68 | 542 ★ | active |
| 12 | [Reddit MCP Buddy](https://tashan.sh/capability/pkg-reddit-mcp-buddy.html) | 63 | 2k/wk | active |
| 13 | [Affine](https://tashan.sh/capability/pkg-affine-mcp-server.html) | 62 | 895/wk | active |
| 14 | [Notion · awkoy](https://tashan.sh/capability/pkg-notion-mcp-server.html) | 61 | 905/wk | active |
| 15 | [Reolink CLI](https://tashan.sh/capability/plugin-reolink-reolink-cli-reolink-cli.html) | 61 | 80 ★ | active |
| 16 | [Notebooklm](https://tashan.sh/capability/pkg-roomi-fields-notebooklm-mcp.html) | 60 | 367/wk | active |
| 17 | [Freightutils](https://tashan.sh/capability/pkg-freightutils-mcp.html) | 60 | 311/wk | active |
| 18 | [Vikunja Fastmcp](https://tashan.sh/capability/pkg-vikunja-fastmcp.html) | 59 | 306/wk | active |
| 19 | [Superpowers Chrome](https://tashan.sh/capability/plugin-obra-superpowers-chrome-superpowers-chrome.html) | 58 | 335 ★ | active |
| 20 | [Postiz](https://tashan.sh/capability/plugin-gitroomhq-postiz-agent-postiz.html) | 58 | 381 ★ | active |
| 21 | [Noosphere](https://tashan.sh/capability/plugin-jinning6-noosphere-noosphere.html) | 57 | 18 ★ | active |
| 22 | [Maister](https://tashan.sh/capability/plugin-skillpanel-maister-maister.html) | 57 | 191 ★ | active |
| 23 | [Redditapis](https://tashan.sh/capability/pkg-redditapis-mcp.html) | 57 | 228/wk | active |
| 24 | [Obsidian Visual Skills](https://tashan.sh/capability/plugin-axtonliu-axton-obsidian-visual-skills-obsidian-visual-skills.html) | 56 | 3k ★ | active |
| 25 | [Phdtaketaketake](https://tashan.sh/capability/plugin-powerofjinbo-phdtaketaketake-phdtaketaketake.html) | 53 | 32 ★ | active |
| 26 | [Imessage](https://tashan.sh/capability/plugin-linq-team-claude-code-imessage-channel-imessage.html) | 53 | 24 ★ | active |
| 27 | [Total Recall](https://tashan.sh/capability/plugin-strvmarv-total-recall-total-recall.html) | 52 | 11 ★ | active |
| 28 | [Notebooklm · PleasePrompto](https://tashan.sh/capability/pkg-notebooklm-mcp.html) | 51 | 5k/wk | active |
| 29 | [Fluf](https://tashan.sh/capability/pkg-fluf-mcp.html) | 51 | 154/wk | active |
| 30 | [Specclaw](https://tashan.sh/capability/plugin-chan4lk-specclaw-specclaw.html) | 50 | 10 ★ | active |
| 31 | [Bluesky](https://tashan.sh/capability/pkg-cyanheads-bluesky-mcp-server.html) | 50 | 121/wk | active |
| 32 | [Enzyme](https://tashan.sh/capability/plugin-jshph-enzyme-enzyme.html) | 49 | 51 ★ | active |
| 33 | [Ix Memory](https://tashan.sh/capability/plugin-ix-infrastructure-ix-claude-plugin-ix-memory.html) | 49 | 7 ★ | active |
| 34 | [Kindex](https://tashan.sh/capability/plugin-jmcentire-kindex-kindex.html) | 48 | 24 ★ | active |
| 35 | [Loredocs](https://tashan.sh/capability/plugin-labyrinth-analytics-loredocs-loredocs.html) | 47 | 4 ★ | active |
| 36 | [LLM Wiki Plugin](https://tashan.sh/capability/plugin-praneybehl-llm-wiki-plugin-llm-wiki-plugin.html) | 46 | 76 ★ | active |
| 37 | [Hyperflow](https://tashan.sh/capability/plugin-mohammed-abdelhady-hyperflow-hyperflow.html) | 46 | 3 ★ | active |
| 38 | [Artel](https://tashan.sh/capability/plugin-nicolasprimeau-artel-artel.html) | 45 | 7 ★ | active |
| 39 | [Longhand](https://tashan.sh/capability/plugin-wynelson94-longhand-longhand.html) | 45 | 12 ★ | active |
| 40 | [Local RAG · TheWinci](https://tashan.sh/capability/plugin-thewinci-local-rag-local-rag.html) | 44 | 28 ★ | active |

Showing the top 40 of 984. The full ranked shelf is at https://tashan.sh/role/ops.html.

## What these numbers are not

- The tashan score measures upkeep, freshness and adoption. It is **not** a security
  verdict and **not** a measure of whether the capability works well.
- `not scored` means too little public evidence to rank, never that something is bad.
- The security audit is separate and free per capability, on each page above.
