# What to use for career development

> Levelling, promotion readiness, performance reviews, job search. Three capabilities were left empty for want of it, which R3 explicitly calls a taxonomy bug rather than an honest refusal.

Source: https://tashan.sh/task/career-development.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

## Ranked

| # | Capability | tashan score | Adoption evidence | Activity |
|---|---|---|---|---|
| 1 | [Cv · Roxabi](https://tashan.sh/capability/plugin-roxabi-roxabi-plugins-cv.html) | 39 | 1 marketplaces | active |
| 2 | [LinkedIn Apply](https://tashan.sh/capability/plugin-roxabi-roxabi-plugins-linkedin-apply.html) | 39 | 1 marketplaces | active |
| 3 | [JobGPT - Job Search Automation & Auto Apply](https://tashan.sh/capability/pkg-jobgpt-mcp-server.html) | 36 | 84/wk | active |
| 4 | [Trackly](https://tashan.sh/capability/pkg-trackly-cli.html) | 67 | 638/wk | active |
| 5 | [Jobo Job Search](https://tashan.sh/capability/pkg-jobo-job-search-mcp.html) | 51 | 300/wk | active |
| 6 | [JobYap Job Search](https://tashan.sh/capability/pkg-jobyap-mcp.html) | 47 | 167/wk | active |
| 7 | [Vitex — AI Resume Generator](https://tashan.sh/capability/pkg-vitex-cli.html) | 42 | 43/wk | active |
| 8 | [Indeed](https://tashan.sh/capability/pkg-hasdata-indeed-mcp.html) | 67 | 435/wk | active |
| 9 | [Devcoach](https://tashan.sh/capability/pkg-devcoach.html) | 63 | 441/wk | active |
| 10 | [Glassdoor](https://tashan.sh/capability/pkg-hasdata-glassdoor-mcp.html) | 61 | 109/wk | active |
| 11 | [Delx](https://tashan.sh/capability/pkg-delx-mcp-server.html) | 59 | 420/wk | active |
| 12 | [Ashby](https://tashan.sh/capability/pkg-mcp-ashby.html) | 57 | 352/wk | active |
| 13 | [Dreamworkhq](https://tashan.sh/capability/pkg-dreamworkhq-mcp.html) | 56 | 84/wk | active |
| 14 | [Matchcv](https://tashan.sh/capability/pkg-matchcv-mcp.html) | 55 | 257/wk | active |
| 15 | [FoundRole — AI Job Search & Application Tracker MCP for Claude & ChatGPT](https://tashan.sh/capability/pkg-foundrole-ai-job-search-mcp.html) | 55 | 94/wk | active |
| 16 | [Career Compass](https://tashan.sh/capability/pkg-career-compass-mcp.html) | 51 | 165/wk | active |
| 17 | [cv.json — open CV data](https://tashan.sh/capability/pkg-cvjson-mcp.html) | 51 | 77/wk | active |
| 18 | [Resume Optimizer](https://tashan.sh/capability/pkg-resume-optimizer.html) | 49 | 153/wk | active |
| 19 | [Jobscout](https://tashan.sh/capability/pkg-sarutobi-sasuke-jobscout-mcp.html) | 47 | 82/wk | active |
| 20 | [Hh](https://tashan.sh/capability/pkg-theyahia-hh-mcp.html) | 44 | 114/wk | active |
| 21 | [Staff Resume](https://tashan.sh/capability/plugin-smykla-skalski-sai-staff-resume.html) | 42 | 1 marketplaces | — |
| 22 | [Cv Tailor](https://tashan.sh/capability/pkg-cv-tailor.html) | 41 | 21/wk | active |
| 23 | [Mail Muncher](https://tashan.sh/capability/plugin-craigjmidwinter-mail-muncher-mail-muncher.html) | 37 | 3 ★ | active |

## 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.