cyberneticlibrary

The library

Everything we index — ranked by what works, never by stars.

WORKS 55
Architect hiring decisions from role to offerskillHRL1
hiring · Early-stage founders ($0-$5M) who want to stop hiring on gut feeling and need a framework to define roles tightly, interview efficiently, and avoid the costly mistakes of 'at least we tried hiring'.
WORKS 52
Decide when to hire vs use AIskillOpsHRL1
hiring · Solo founders deciding whether to invest in hiring before scaling to a team, when the line between AI-capable and human-necessary work is blurry.
WORKS 58
Run phased context interview workflowsskillHRL2
src · Quarterly context maintenance where Phase 1 (MISSION, GOALS, PROBLEMS) gets review-and-refine even if nothing seems outdated—prevents context drift.
WORKS 58
Track hiring velocity and bottlenecksskillHRL2
hiring-pipeline-report · Executive visibility into hiring velocity, bottlenecks, and stale candidates without manual Excel updates.
WORKS 56
Structure effective one-on-ones that scale trustskillOpsHRL1
one-on-ones · Founder-managers (especially first-time) who want to stop feeling reactive to team issues and build the one habit that scales: consistent 1:1s that surface problems before they're crises.
WORKS 55
Produce employee onboarding plansskillHRL1
hr-onboarding · Structured employee onboarding where a visual, milestone-based plan accelerates clarity on expectations and first-week activities.
WORKS 55
Search and rank qualified job candidatesworkflowHRL2
job-pipeline · workflow automation in specialized problem domain; check artifact name and description.
WORKS 55
Performance review workflowworkflowHRL2
perf-review · Orchestrating multi-stage parallel reviews with schema-enforced output and iterative refinement.
WORKS 59
Find and shortlist recruiting firmsskillHRL2
find-recruiting-firm · Business procuring an external recruiting or staffing firm (RPO, executive search, contingent staffing) to handle hiring.
WORKS 53
Prepare candidate interview folders and templatescommandHRL2
recruiting-prep-interview · Recruiting coordinators onboarding new candidates into an existing hiring pipeline who need consistent folder structure and template for resume and interview notes.
WORKS 53
Score and rank PM candidates systematicallycommandHRL1
recruiting-process-interview · Systematically evaluating multiple PM candidates against the same opening using a consistent 4-dimension scoring model that produces comparable rankings.
WORKS 58
Build structured interview processskillHRL1
interview-kit · Scaling teams that need a repeatable, bias-reducing interview loop.
WORKS 56
Create inclusive job descriptionskillHRL1
job-description · Hiring for a new role and wanting transparent, inclusive copy.
WORKS 52
Design incentive-aligned compensation plansskillHRFinanceL1
gtm-compensation · When you need compensation that sends the right behavioral signals because simplicity wins and incentives must match stage (hunters vs efficiency vs retention).
WORKS 52
Coach management consulting case interviewsskillHRL1
04-consulting-career · Candidates with 2-4 weeks before consulting recruiting interviews who want structured practice with real-time feedback on case structure, math, and communication.
WORKS 55
Review freelancer contracts for fair termsskillLegalHRL1
legal-freelancer · Best for legal-freelancer tasks requiring domain expertise.
WORKS 48
Structure VP onboarding as diagnostic processskillOpsHRL1
executive-onboarding-playbook · New VPs/CPOs avoiding destructive first moves and orgs hiring execs who want to ground decisions in evidence rather than gut instinct.
WORKS 48
Coach startup-track career decisionsskillHRL1
ent-career-coach · When applying ent-career-coach patterns to specialized interface challenges.
WORKS 48
Draft winning cold outreach messagesskillSalesHRL1
ent-cold-email · When applying ent-cold-email patterns to specialized interface challenges.
WORKS 48
Prepare deep-dive 1:1 briefings for managersskillHRL2
one-on-one-prep · When you need deep context on a direct report before their 1:1 meeting.
WORKS 48
Gather performance review evidenceskillHRL2
performance-cycle · When gathering evidence for fair and comprehensive performance reviews.
WORKS 48
Check team health, engagement, and growthskillHRL2
team-health · When you want to spot patterns across your team: who needs growth, who needs support.
WORKS 48
Generate onboarding guides for new team membersskillHRL1
understand-onboard · Mapping large codebases when architecture documentation is stale or nonexistent.
WORKS 48
Manage Atlassian products and access controlsskillOpsHRL2
atlassian-admin · When onboarding/offboarding users and managing org-wide Atlassian governance and access control.
WORKS 48
Build hiring and compensation strategyskillHRL1
chro-advisor · People leadership for scaling companies.
WORKS 48
Draft internal change communicationsskillHRL1
internal-comms · Structuring large disruptive changes (RIFs, re-orgs) with staged touchpoints.
WORKS 48
Build internal runbooks and SOPsskillOpsHRL1
knowledge-ops · When you need production-grade knowledge ops at scale.
WORKS 48
Analyze meetings for communication patternsskillHRProductivityL1
meeting-analyzer · Analyzing behavioral patterns and communication anti-patterns from meeting transcripts.
WORKS 48
Interview founders to build company contextskillOpsHRL1
onboard · High-volume onboarding where checklist automation prevents forgotten steps and approval backlogs.
WORKS 57
Analyze and coach agile teamsskillOpsHRL2
scrum-master · When forecasting sprint capacity with confidence intervals or diagnosing team health across 6 weighted dimensions.
WORKS 53
Enrich people and org data via ApolloskillSalesHRL2
apollo · B2B founder sourcing and recruiter workflows where free alternatives lack enrichment depth.
WORKS 48
Update employee role assignmentsskillHRL2
assign-role · When updating an employee role and tracking the change with approval workflows.
WORKS 48
Improve listening in conversationsskillHROpsL1
active-listening · Improving understanding in any conversation where communication failures are costly (mediation, therapy, leadership, conflict)
WORKS 48
Resolve workplace conflictsskillHROpsL1
conflict-resolution · Resolving workplace, team, or interpersonal conflict when you need the relationship to survive
WORKS 48
Master one-on-one communicationskillHROpsL1
interpersonal-communication · Improving one-on-one relationships through deeper listening and strategic sharing
WORKS 48
Teach healthy eating to childrenskillHRL1
feeding-pedagogy · When guiding children to develop healthy eating habits and positive food relationships.
WORKS 48
Design coaching practices and skill developmentskillHROpsL1
coaching-and-teaching · Designing deliberate practice with high-quality feedback (6-second information bits, M+M modeling).
WORKS 48
Onboard new team members systematicallyskillHRL2
team-onboarding · Accelerating new developer ramp-up through structured context transfer, pair programming, and guided codebase tours.
WORKS 48
Map child and adult development stagesskillHRL1
developmental-psychology · Designing age-appropriate experiences, understanding delays, or intervening during critical periods.
WORKS 48
Understand influence and group behaviorskillSalesHRL1
social-psychology · Diagnosing why teams conform to poor decisions or explaining how organizational pressure shapes individual behavior beyond rational choice.
WORKS 48
Screen for psychological distress quicklyskillHRL1
distress-screening · screening for nonspecific psychological distress or tracking symptom burden over time
WORKS 48
Organize personnel documentsskillHRLegalL1
aktenstruktur-und-dokumentenintake · When organizing German legal personnel files and identifying missing documentation in administrative disputes.
WORKS 48
Teach skilled trades effectivelyskillHROpsL1
apprenticeship-pedagogy · When using apprenticeship-pedagogy is more effective than generic alternatives.
WORKS 48
Guide transitions to VP or CPO rolesskillHRProductivityL1
vp-cpo-readiness-advisor · When transitioning to executive product roles and you need guidance across preparation and recalibration.
WORKS 48
Automate BambooHR employee workflowsskillHRL2
bamboohr-automation · Syncing employee and payroll data bidirectionally without accessing BambooHR UI when you need HRIS integration
WORKS 48
Generate tailored resumes from job descriptionsskillHRL1
tailored-resume-generator · When applying to multiple roles that emphasize different aspects of the same background without losing authenticity
WORKS 48
Find open-source contributors by keywordskillEngineeringHRL2
github-project-contributor-finder-api-skill · When identifying key maintainers or measuring repository health at scale.
WORKS 48
Search and extract LinkedIn job listingsskillHRL2
linkedin-jobs-search · Best for high-volume job research with advanced filters (remote/hybrid, contract type, salary range).
WORKS 48
Analyze coding patterns and skill gapsskillEngineeringHRL2
developer-growth-analysis · Tracking developer learning curves and identifying skill gaps for team growth planning
WORKS 48
Track hiring patterns and team expansionmcp_serverHRSalesL2
talnexis · Unable to determine - artifact body truncated at 6000 chars.
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