Employee mentoring software. Goals, meetings, messages and surveys from your AI assistant.
Scored across 24 tools
Tools are grouped by resource (matches, members, cohorts, reports, skills, surveys, stats), and the few genuinely overlapping pairs (matches_manage vs cancel_match, members_manage vs remove_member, cohorts_manage vs delete_cohort, reports_manage vs delete_report_schedule) are explicitly disambiguated in their descriptions. The remaining friction is intra-tool action multiplexing rather than tool-to-tool confusion, plus a redundant 'admin_dashboard' alias inside reports_query.
A clear `<resource>_manage` / `<resource>_query` pattern holds for the large majority of the set, all snake_case. The handful of standalone verbs (cancel_match, delete_cohort, delete_report_schedule, remove_member, get_match_onboarding) break the pattern, though they are documented as deliberate exceptions.
24 tools for a broad mentoring platform is on the heavy side of the scale; several resource pairs (skills, surveys, reports, cohorts) could plausibly collapse further since each already multiplexes many actions behind an `action` parameter. It is defensible but feels bulky rather than tightly scoped.
Admin/analytics coverage is strong (announcements, cohorts, matches, reports, skills, surveys, stats), but several core lifecycle areas are read-only: goals have no create/update/complete, meetings have no scheduling or notes writes, and messaging has no send operation. These are notable gaps for a mentoring workflow, though some participant writes (submit_assessment, submit_response) exist.
Send an announcement to every active member of the organization. Requires title and body. Admin keys only. Delivered in-app and by web delivery to all members, plus a Slack channel post when one is configured.
Inputs: body (required), title (required).
List announcements this organization has sent, most recent first, with the recipient count captured at send time. Optional limit (1-50, default 20).
Inputs: limit.
Permanently end an ACTIVE or PAUSED match as CANCELLED; unlike pause_match this cannot be reversed with resume_match.
Inputs: matchId (required), reason.
Create or edit cohorts, or link/unlink matches to a cohort's cycle. Set action to "create" (requires name/startDate/endDate), "update" (requires cohortId), "assign_matches", or "remove_matches" (both require cohortId + matchIds). To delete a cohort, use delete_cohort instead — that stays a separate tool.
Inputs: action (required), name, endDate, cohortId, +3 more.
Read cohorts. Set action to "list" (optional phase filter) or "get_analytics" (requires cohortId).
Inputs: action (required), phase, cohortId.
Delete an unlaunched next-cohort preparation and revoke any invitations it created; cannot delete a launched or historical cohort.
Inputs: cohortId (required).
Permanently delete a recurring report schedule and stop its future runs from firing.
Inputs: scheduleId (required).
Get a match's onboarding progress — welcome-screen-viewed and goal-prompt-dismissed timestamps plus first-meeting and first-goal dates; participant keys only see their own match.
Inputs: matchId (required).
Read goals. Set action to "list" (optional ownerId/matchId/status filters), "get" (requires goalId), or "suggest_from_profile" (optional membershipId).
Inputs: action (required), goalId, status, matchId, +2 more.
Modify match state. Set action to "approve" (transition PENDING→ACTIVE), "pause" (transition ACTIVE→PAUSED), "resume" (transition PAUSED→ACTIVE), or "complete" (transition ACTIVE→COMPLETED). All require matchId. To cancel a match irreversibly, use cancel_match instead — that stays a separate tool.
Inputs: action (required), matchId.
Read matches. Set action to "list" (optional status/cohortId/format/take filters), "get" (requires matchId), "get_summary" (requires matchId), "search" (requires query), "get_suggested" (requires menteeId, optional limit), or "request_recommendations" (requires menteeId).
Inputs: action (required), take, limit, query, +5 more.
Read meetings and action items. Set action to "list" (optional matchId/status/take filters), "get" (requires meetingId), "list_action_items" (requires matchId, optional actionItemStatus), or "get_free_slots" (requires membershipId/fromDate/toDate, participant keys only).
Inputs: action (required), take, status, toDate, +5 more.
Invite, re-invite, revoke, deactivate, change the role of, or send a reminder to a member. Set action accordingly. To fully remove a member from the org, use remove_member instead — that stays a separate tool.
Inputs: action (required), role, email, accountType, +3 more.
Search active org members by name, email, role, or active status (action search), or list invitations, optionally only the pending ones that are not yet accepted (action list_invitations).
Inputs: action (required), role, query, status, +1 more.
Query messages. Set action to "list_conversations" (no fields required), "get_messages" (requires matchId; optional take/before), or "search" (requires query; optional matchId).
Inputs: action (required), take, query, before, +1 more.
Read profile and portfolio data. Set action to "get_profile" (optional membershipId — bio, department, seniority, skills, DEI demographics if enabled; admins can pass membershipId to view any member's) or "get_portfolio" (reflections, goal history, and badges for the calling participant only — membershipId is ignored, and admin keys are refused).
Inputs: action (required), membershipId.
Soft-delete a member — deactivates them, detaches them from the org (clears their org membership), and frees their seat, while retaining their data; refuses on the org's last admin. Use deactivate_member to keep them attached to the org instead.
Inputs: membershipId (required).
Create or modify reports and schedules. Set action to "generate" (kick off an on-demand report, requires format/sections/dateRangeStart/dateRangeEnd), "create_schedule" (recurring report, requires name/frequency/sections/recipients), "update_schedule" (modify an existing schedule, requires scheduleId), or "apply_program_template" (create a cohort from a template). To delete a schedule, use delete_report_schedule instead — that stays a separate tool.
Inputs: action (required), name, format, enabled, +10 more.
Read reports and dashboards. Set action to "dashboard_metrics" (basic counts available on every plan), "admin_dashboard" (alias for dashboard_metrics), "dei_metrics" (demographic breakdowns for paid plans), "report_data" (full content of a report, requires reportId), "report_status" (check generation status, requires reportId), "report_history" (list past reports, optional take limit), or "list_program_templates" (seeded templates).
Inputs: action (required), take, reportId.
Modify skills and submit assessments. Set action to "create" (requires name/category, admin keys only, requires the orgSpecificSkills plan feature), "update_status" (requires skillId/status, admin keys only), or "submit_assessment" (requires skillId/level, optional matchId, participant keys only).
Inputs: action (required), name, level, status, +4 more.
Read skills. Set action to "list" (optional category/status filters), "search" (requires query), "get_growth" (optional membershipId — participants always see their own), or "get_match_skills" (requires matchId).
Inputs: action (required), query, status, matchId, +2 more.
Read mentorship stats. Set action to "mentor_stats" (mentor participant role only, optional membershipId), "mentor_moments" (mentor participant role only, self-only — membershipId is not accepted; optional unseen), "mentee_stats" (mentee participant role only, optional membershipId), or "growth_report"/"journey_timeline" (always available, optional membershipId).
Inputs: action (required), unseen, membershipId.
Modify surveys and submit responses. Set action to "create" (requires name/type, admin keys only), "update" (requires surveyId, optional name/status, admin keys only), or "submit_response" (requires surveyId/questionId/answer, optional matchId).
Inputs: action (required), name, type, answer, +5 more.
Query surveys. Set action to "list" (optional type/status filters; participants only ever see ACTIVE surveys they are in the audience for, regardless of the status filter) or "get_results" (requires surveyId, optional matchId; participants see only their own responses; matchId filtering is rejected on anonymous surveys for non-participant callers).
Inputs: action (required), type, status, matchId, +1 more.
Recent tool additions, removals, and schema changes observed during successful MCP inspections.
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