mcp server

workorai

WorkorAI talent marketplace MCP: candidate job search and employer hiring with explainable matching

Description as published by the maintainer. Source

• version 0.4.3
• active
• retrieval

active — Registry entry last updated 2026-07-02. Dashed tags are derived by ZBS Index from the published description, not stated by the maintainer.

What this server can do

29 functions, named and described by the server itself. Parameter names are shown because they say more about what a function does than its name usually does.

candidate.accept_invitation(jobId, apiKey)

Accept an employer's invitation to a job (INVITED -> APPLIED). Idempotent — accepting an already-accepted invite succeeds. Returns NOT_INVITED when there is no open invitation (e.g. already withdrawn/declined), and NOT_FOUND when the job/invite is not found or the job is no longer public. Required: jobId.

candidate.apply_to_job(jobId, apiKey)

Apply the candidate to a PUBLISHED job, reusing their evaluated profile interview as evidence. Idempotent (re-applying succeeds; `reused` is true when an application row already existed). Requires a completed + evaluated interview — otherwise returns GATE_LOCKED / GATE_EVALUATING / GATE_FAILED. A missing or non-public job returns NOT_FOUND. Required: jobId.

candidate.decline_invitation(jobId, apiKey)

Decline an employer's invitation to a job (INVITED -> DECLINED). TERMINAL — a declined invite blocks any re-invite from the employer, so only decline when the candidate is sure. Idempotent (declining again succeeds). Returns NOT_INVITED when there is no open invitation, NOT_FOUND when the job/invite is not found. Required: jobId.

candidate.get_applications(apiKey)

List the candidate's own job applications (newest first) with status, dates, the originating interview score, and a job summary. Returns only the caller's applications — no jobId input, so it is not an enumeration surface.

candidate.get_job(jobId, apiKey)

Fetch a single published job by id. Required: jobId.

candidate.get_saved_jobs(apiKey)

List the candidate's saved (bookmarked) jobs, newest first. Only currently PUBLISHED jobs are returned — a job saved earlier then closed/archived is omitted.

candidate.search_jobs(q, tier, limit, apiKey, offset, jobType, seniority, workModel)

Semantically rank published jobs against the authenticated candidate profile (embedding-based fit). Optional tier (best|good|weak) narrows to a match-quality band — start with tier:'best' for the strongest fits and cascade only if needed; omit for the full ranked list (read tierCounts for the band sizes). Each scored row carries matchExplanation (the white-box 'why': fit score, the candidate's skills that match the job's required set, and a rationale). A free-text `q`, or a candidate who has not completed an interview yet, instead browses published jobs by recency — those rows carry NO fit score (`matchScore` is `null`, no bands); treat them as a browse list, not a ranking.

candidate.set_saved_job(jobId, saved, apiKey)

Set whether a PUBLISHED job is in the candidate's saved list (idempotent desired-state, NOT a toggle — pass saved:true to bookmark, saved:false to remove). Returns NOT_FOUND for a missing or non-public job. Required: jobId, saved.

candidate.withdraw_application(jobId, apiKey)

Withdraw the candidate's active application to a job (APPLIED -> WITHDRAWN). Idempotent (withdrawing again succeeds). Returns NOT_APPLIED when there is no active application (e.g. only an open invitation, or already declined), and NOT_FOUND when no application exists for the job. Required: jobId.

employer.archive_job(jobId, apiKey)

Transition a CLOSED job to ARCHIVED. Returns NOT_FOUND for missing or non-owner jobs and CONFLICT when the job is not in CLOSED. Required: jobId.

employer.cancel_invitation(jobId, apiKey, candidateUserId)

Cancel a pending invitation sent to a candidate. The invitation record is deleted; the employer can re-invite the same candidate later. Required: jobId, candidateUserId.

employer.close_job(jobId, apiKey)

Transition a PUBLISHED job to CLOSED. Returns NOT_FOUND for missing or non-owner jobs and CONFLICT when the job is not in PUBLISHED. Required: jobId.

employer.create_job(apiKey, rawText)

Parse raw text via Gemini AI and create a DRAFT job under the current employer. Synchronous: latency 5-30s. The agent can then call employer.update_job to refine fields and employer.publish_job to make it live. Required: rawText.

employer.delete_job(jobId, apiKey)

Permanently delete a DRAFT job that was never published. Returns NOT_FOUND for missing or non-owner jobs and CONFLICT when the job is not in DRAFT. Required: jobId.

employer.get_applicant_detail(apiKey, applicationId)

Full applicant bundle: resume, interview light slice (overallScore + summary + facts), GitHub analysis, LinkedIn analysis. The verbatim transcript is delivered by employer.get_applicant_transcript; the resume's contact fields are blanked unless the application is SHORTLISTED or HIRED. Required: applicationId.

employer.get_applicant_transcript(apiKey, applicationId)

Verbatim interview transcript for one applicant. Ownership-only gate (same as the UI Download button — no SHORTLISTED/HIRED requirement). Returns an empty array when the source interview never produced turns. Required: applicationId.

employer.get_candidate(apiKey, userId)

Fetch a discoverable candidate by user id. Returns search-entry shape plus a light interview slice (overallScore + summary + completedAt + evaluatedAt) and `existingApplications`: every JobApplication this candidate has on any of the employer's jobs (all 4 statuses, all 4 job statuses) so the agent can decide whether re-inviting will succeed. Heavy artefacts (transcript, facts, resume, github, linkedin) live behind employer.get_applicant_detail and require an application. Required: userId.

employer.get_candidate_evidence(jobId, apiKey, userId)

Fetch the interview EVIDENCE (facts proven in the interview + their Q&A, the interview summary, the résumé summary, and GitHub/LinkedIn signals) for ONE candidate AGAINST one of your published jobs — the white-box basis to explain WHY a candidate ranks where they do. Use it AFTER search_candidates_for_job: shortlist with the scorecard, then read the evidence here for the few you care about and write your own comparative review. Returns NOT_FOUND if the job is missing / not yours / not published, or the candidate is not in that job's searchable pool. Required: jobId, userId.

employer.get_job(jobId, apiKey)

Fetch a single employer job record by id. Returns NOT_FOUND for missing jobs and for jobs owned by another employer (no existence leak). Required: jobId.

employer.invite_candidate(jobId, apiKey, candidateUserId)

Invite a discoverable candidate to one of the employer's PUBLISHED jobs. Creates a JobApplication with status=INVITED. If a prior WITHDRAWN row exists for this (candidate, job) pair, the row is UPDATEd back to INVITED (re-invite is allowed after the candidate withdrew on their own). INVITED, APPLIED, and DECLINED rows still block with INVITE_BLOCKED: INVITE_NOT_ALLOWED. Inspect `existingApplications` on employer.get_candidate before calling to know which case applies. Returns INVITE_BLOCKED with one of several sub-reasons (JOB_NOT_FOUND, JOB_NOT_PUBLISHED, CANDIDATE_NOT_FOUND, NOT_DISCOVERABLE, INVITE_NOT_ALLOWED) when the invite cannot be created. A missing vacancy and a vacancy owned by another employer both return JOB_NOT_FOUND (you cannot tell them apart — anti-enumeration). Required: jobId, candidateUserId.

employer.list_applicants(jobId, apiKey)

List the live (APPLIED) applicants on one of the employer's jobs. The candidate showcase + interview overallScore/summary are always returned; contact fields are only included when the application is SHORTLISTED or HIRED. Required: jobId.

employer.list_invitations(jobId, apiKey)

List the pending (INVITED) candidates on one of the employer's jobs — candidates who have been invited but have not yet accepted or declined. Required: jobId.

employer.list_jobs(limit, apiKey, offset, status)

List jobs owned by the current employer account.

employer.publish_job(jobId, apiKey)

Transition a DRAFT job to PUBLISHED. Returns NOT_FOUND for missing or non-owner jobs and CONFLICT when the job is not in DRAFT. Required: jobId.

employer.search_candidates_by_query(page, query, apiKey, pageSize)

Free-form semantic search across discoverable (interviewed) candidates with no job context. The query is embedded and candidates are ranked by semantic similarity — a preliminary search with no per-vacancy fit score (there is no vacancy to fit). For a scored ranking, use employer.search_candidates_for_job with a job id. Required: query.

employer.search_candidates_for_job(page, sort, tier, jobId, apiKey, pageSize)

Semantically rank discoverable (interviewed) candidates against one of the employer's own jobs, with a per-candidate fit score AND a white-box explanation. WORKFLOW for finding the best hire: 1) call with tier:'best' to get the strongest candidates (cover the required skills + proven in interview), cascade to tier:'good' then tier:'weak' only if you need more (read tierCounts to decide; paginate within a band via page.hasMore, not page.total); 2) each row carries matchExplanation — the white-box 'why' (the fit score, the skills the candidate PROVED in their interview, what they're missing, and a plain-English rationale) — use it to explain your shortlist on OUR data, not a black box; 3) for the few you shortlist, call employer.get_candidate_evidence(jobId, userId) for the interview facts + Q&A to write a deeper comparative review. Omit tier for the full ranked pool (back-compat). Returns NOT_FOUND when the job is missing / owned by another employer (no existence leak), or NOT_INDEXED / NO_CATEGORIES when the job is not indexed for semantic search yet (re-save / republish, then retry). Required: jobId.

employer.set_review_status(apiKey, reviewStatus, applicationId)

Update the employer review state on an application (NEW / REVIEWING / SHORTLISTED / REJECTED / HIRED). SHORTLISTED and HIRED unlock the candidate's direct contact in subsequent list_applicants / get_applicant_detail calls. WITHDRAWN applications surface as CONFLICT. Required: applicationId, reviewStatus.

employer.update_job(jobId, apiKey, fields)

Update the fields of an existing employer job. Accepts a partial whitelist; rawInput and dataSource are not editable (the wrapper auto-flips dataSource to USER_EDITED on every agent update). Non-owner reads return NOT_FOUND. Required: jobId, fields.

request_access(role)

Use when someone wants to find work/jobs (candidate) or hire/find candidates (employer) but the authenticated role tools are not usable yet. Explains role-specific onboarding (candidate profile interview, employer key generation), MCP key location, and next steps for both surfaces.

Last successful function declaration observed on 2026-08-13. Source: https://workorai.com/mcp. We list what the server declared; we do not call any of these functions.

Endpoint status observed on 2026-08-13. Source: https://workorai.com/mcp.

Signals

These are separate measurements of different things. They are deliberately not combined into one score, because a popularity number that mixes website traffic with saves and stars cannot be checked or acted on.

Where to get it

• Repository — https://github.com/work0r-ai/agent-kit
• Remote endpoint (streamable-http) — https://workorai.com/mcp