What is the best MCP servers and plugin for career development?

By tashan's measured score: Cv · Roxabi, LinkedIn Apply, JobGPT - Job Search Automation & Auto Apply, Trackly, Jobo Job Search. the score combines upkeep and freshness, gated by real adoption — every input is public and linked to its source.

How is the ranking calculated?

From public signal only: npm download volume and publish cadence, GitHub push/release recency, contributor count, registry status, and how often a capability appears in real public agent configs. Nobody can pay to change a score, rank, or listing.

The Index · Career development

Career development

Q: Who does career development as part of their job?

This is a process step performed by Accountants and Auditors, Compensation, Benefits, and Job Analysis Specialists, Human Resources Specialists, Training and Development Specialists, per the O*NET 30.3 occupational database.

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. tashan measures 23 capabilities for this work. Ranked on upkeep, freshness and real adoption, every input public. How we measure ›

#	Capability	tashan	Evidence	Health
1	Cv · Roxabi primary plugin	39	1 marketplaces	active
2	LinkedIn Apply primary plugin	39	1 marketplaces	active
3	JobGPT - Job Search Automation & Auto Apply supporting npm deep	36	84/wk	active
4	Trackly supporting npm solid	67	638/wk	active
5	Jobo Job Search supporting npm solid	51	300/wk	active
6	JobYap Job Search supporting npm solid	47	167/wk	active
7	Vitex — AI Resume Generator supporting npm solid	42	43/wk	active
8	Indeed supporting npm	67	435/wk	active
9	Devcoach supporting npm	63	441/wk	active
10	Glassdoor supporting npm	61	109/wk	active
11	Delx supporting npm	59	420/wk	active
12	Ashby supporting npm	57	352/wk	active
13	Dreamworkhq supporting npm	56	84/wk	active
14	Matchcv supporting npm	55	257/wk	active
15	FoundRole — AI Job Search & Application Tracker MCP for Claude & ChatGPT supporting npm	55	94/wk	active
16	Career Compass supporting npm	51	165/wk	active
17	cv.json — open CV data supporting npm	51	77/wk	active
18	Resume Optimizer supporting npm	49	153/wk	active
19	Jobscout supporting npm	47	82/wk	active
20	Hh supporting npm	44	114/wk	active
21	Staff Resume supporting plugin	42	1 marketplaces	—
22	Cv Tailor supporting npm	41	21/wk	active
23	Mail Muncher supporting plugin	37	3 ★	active

Who does this work

O*NET records this as a core process step for 4 occupations, including Accountants and Auditors, Compensation, Benefits, and Job Analysis Specialists, Human Resources Specialists, Training and Development Specialists.

Recorded there as: "Evaluate effectiveness of personnel policies or practices". We publish it under the name practitioners use.

Recently changed in Career development

18 changes recorded here in the last 45 days, newest and most serious first.

2026-08-11 Cv Tailor — cv-tailor now reaches browser
2026-08-10 Vitex — AI Resume Generator — the tashan score for vitex fell to 46.0, from 53.0
2026-08-12 Delx — delx-mcp-server published 0.3.1, was 0.3.0
2026-08-13 Trackly — trackly published 0.14.1, was 0.13.3

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Other work

Agent configuration Agent development Animation and generated imagery Application development Attribution Audio production Audit Bookkeeping Browser automation CAD modelling Code review Content marketing Contract review Copy editing Copywriting Customer support Dashboards and reporting Data pipelines Data quality Database access Debugging Design critique Document production Exploratory data analysis Financial modelling Hardware design Incident response Infrastructure and deployment Knowledge management Literature review Logistics and fulfilment ML engineering Market analysis Messaging and email Model evaluation Observability PRDs and specs Performance optimisation Process automation Product strategy Project management Prompt engineering Query optimisation Recruiting and hiring Regulatory compliance Retrieval systems Risk assessment SEO Sales pipeline Scientific research Security review Software architecture Statistical modelling Technical documentation Test automation Training material User research Version control Video editing Visual design Web development Web research Web scraping

Occupational data from the O*NET 30.3 Database by the U.S. Department of Labor, Employment and Training Administration, used under CC BY 4.0. tashan consolidated its process steps into the terms practitioners use; O*NET does not endorse this site.

See the full Index ›

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18 changes across Career development in the last 45 days. A new advisory, an install script appearing, a maintainer leaving. All listed free above. Pro keeps the series behind each row, so a number today comes with a direction.

The whole series behind any row, back to the first day we measured it
The replacement, named — not just the news that something died
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