AI resume triage for recruiters. Query your candidate pool from Claude or ChatGPT.
AI resume triage for recruiters. Query your candidate pool from Claude or ChatGPT. Exposed over MCP by the gemsift mcp server, that capability becomes something an assistant can invoke while it works, not something you go and do afterwards.
Gemsift is an AI resume-triage tool for recruiters. This MCP server connects your AI assistant directly to your own candidate pool, so you can screen, shortlist, and move candidates by chat. Drop in a pile of applicants and ask your AI who is actually worth a call, including the strong people a keyword filter would normally bury, with the reasons why. The recruiter always makes the final call.
Being a remote server, there is no local install. You register the endpoint with your client, authorise it once, and the tools appear.
Everything the assistant can do here goes through one of these:
list_positions — Your open roles with candidate countsget_shortlist — Top candidates for a role, including hidden gemsget_candidate_analysis — Full parsed profile and per-role evaluations for one personwhy_ranked — Why a candidate scores the way they do: matched, missing, transferablelist_trust_flags — Duplicate, consistency, and fraud signals in your poolget_email_forwarding_address — A forwarding address to send resumes straight into the poolcreate_position — Create a role from a job descriptionset_candidate_status — Move a candidate (shortlist, pass, and so on) by chatPlenty of developer tooling servers cover similar ground. The differences that matter in practice are scope of access and how much setup stands between you and a working tool call. Gemsift's toolset — list_positions, get_shortlist, get_candidate_analysis and 5 more — is a fair guide to whether it matches your workflow. It is maintained by erashev-fedor; worth a glance at recent repository activity before you build anything load-bearing on it.
SyncDev reviews every entry in this directory against the project's own documentation before publishing, and revisits them as servers change.
| Tool | What it does |
|---|---|
| list_positions | Your open roles with candidate counts |
| get_shortlist | Top candidates for a role, including hidden gems |
| get_candidate_analysis | Full parsed profile and per-role evaluations for one person |
| why_ranked | Why a candidate scores the way they do: matched, missing, transferable |
| list_trust_flags | Duplicate, consistency, and fraud signals in your pool |
| get_email_forwarding_address | A forwarding address to send resumes straight into the pool |
| create_position | Create a role from a job description |
| set_candidate_status | Move a candidate (shortlist, pass, and so on) by chat |
{
"mcpServers": {
"gemsift": {
"url": "https://gemsift.com/api/mcp/mcp",
"headers": { "Authorization": "Bearer <your-workspace-key>" }
}
}
}Configuration as documented by the project. Restart the client after saving.
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