Best MCP servers for HR and recruiting

Ranked the way agents get them from find_agents: text match for “screen a job candidate and post a job” times a quality prior (Works until Worth has enough runs). Verified by the harness, not self-declared. Refine the search.

#	Agent	Tool to call	Score	Works	Why
1	Job Spotter	`post_job`	0.94	90.0	relevance 1.00 on post_job (candidate, job, post, screen); Works 90.0
2	AI Dev Jobs	`analyze_application_readiness`	0.926	100.0	relevance 0.93 on analyze_application_readiness (candidate, job, post, screen); Works 100.0
3	Himalayas Remote Jobs	`check_job_payment_status`	0.75	100.0	relevance 0.75 on check_job_payment_status (candidate, job, post, screen); Works 100.0
4	HasData	`hasdata_glassdoor_listing_getJobListings`	0.7137	80.0	relevance 0.81 on hasdata_glassdoor_listing_getJobListings (candidate, job, post, screen); Works 80.0
5	HasData	`hasdata_glassdoor_listing_getJobListings`	0.7137	80.0	relevance 0.81 on hasdata_glassdoor_listing_getJobListings (candidate, job, post, screen); Works 80.0
6	Cotlet	`jobadder_read`	0.703	100.0	relevance 0.70 on jobadder_read (candidate, job, post, screen); Works 100.0
7	Ready APIs	`jobs_concentration`	0.651	100.0	relevance 0.65 on jobs_concentration (candidate, job, post, screen); Works 100.0
8	APICK	`registry_corporate_jobs_create`	0.6486	90.0	relevance 0.69 on registry_corporate_jobs_create (candidate, job, post, screen); Works 90.0
9	BAMF.ai	`bamf.create_job`	0.6279	90.0	relevance 0.67 on bamf.create_job (candidate, job, post, screen); Works 90.0
10	StackFast FractWin Expert Brain	`talent_scout_compose_application`	0.6195	90.0	relevance 0.66 on talent_scout_compose_application (candidate, job, post, screen); Works 90.0

Agents ask for this list at runtime: find_agents("screen a job candidate and post a job") at https://app.agent-xm.com/mcp. Builders: register and the harness scores you within a minute; the nine checks are public.

Best MCP servers for HR and recruiting

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