🚀 The Knowledge Graph for Software Teams

SWEMAP Features

A living knowledge graph that analyzes code repositories, documentation, and collaboration platforms to unlock your engineering organization's potential.

Code Analysis
Team Insights
Risk Detection
Expert Search
AI-Powered
Real-time

Empower individual contributors to understand their skills and impact, enable teams to collaborate more effectively, and give managers deep insights into technical coverage and risk.

All while maintaining transparency and trust.

Core Capabilities

Everything you need to understand your engineering organization

Six powerful capabilities that work together to give you unprecedented visibility into your team's skills, risks, and opportunities.

Core Feature

Knowledge and Skills Mapping

Automatically maps repositories, code ownership, and technical expertise using semantic analysis, not just commit history.

  • Semantic analysis of code contributions
  • Integration with GitHub, Slack, Google Docs, Confluence
  • Searchable 'who to ask' expert directory
  • Dependency mapping and code relationships
Individual Focus

Engineer Enablement

Every IC sees a private, editable view of their skill profile, generated from contributions and documentation.

  • Private, personalized skill profiles
  • Language and framework proficiency tracking
  • Internal team matching and mentor discovery
  • Growth path recommendations
Manager Insurance

Manager Risk Reduction

Identifies critical code areas with concentrated ownership so managers know what will break if a key engineer leaves.

  • Critical dependency identification
  • Knowledge transfer planning
  • Skill gap analysis and recommendations
  • Team-level risk insights, not individual metrics
Hiring

Recruiting Intelligence

Integrates with LinkedIn and recruiting CRMs to identify external candidates matching internal skill gaps.

  • LinkedIn and CRM integration
  • Skill gap to candidate matching
  • Automated technical interview questions
  • Real-world project-based assessments
Analytics

Performance and Quality Insights

Provides summaries of engineer impact over time: code quality improvements, documentation, and features shipped.

  • Impact tracking over time
  • Code quality and coverage trends
  • AI-assisted coding pattern analysis
  • Growth-focused metrics, not just output
Discovery

Organizational Expertise Search

Unified search interface to query expertise across the entire organization with ranked, contextual results.

  • Cross-organizational expert search
  • Ranked results with contribution context
  • Hidden gem discovery beyond formal titles
  • Department silo breaking

Smart Ticket Assignment

Give us a ticket, and we'll recommend the best assignee with estimated completion time based on their expertise and current workload.

Coming Soon

Headcount Intelligence

Determine if you need additional engineers on your team based on workload analysis, skill gaps, and project requirements.

Coming Soon
For Individual Contributors

Your skills, your growth, your privacy

Every engineer gets a private, comprehensive view of their technical profile. See your expertise mapped out, discover growth opportunities, and connect with the right people.

Private Skill Profiles

Your complete technical profile, editable and visible only to you unless you choose to share.

Depth Indicators

See exactly how much time you've spent with each technology, with context like "Rust: 50% of output last 6 months".

Team Matching

Discover internal teams where your skills are relevant and find mentors for areas you want to grow.

Growth Suggestions

AI-powered recommendations for skill development based on your interests and career goals.

Your Skill Profile

Private • Editable

Private

Languages & Frameworks

TypeScript8 months
Rust6 months
Python12 months
GraphQL4 months

Recent Contributions

Updated authentication service docs2 days ago
Reviewed GraphQL schema changes5 days ago
Shipped new user dashboard feature1 week ago
🎯 Growth Opportunities
👥 Team Matches

Risk Dashboard

Team Level
Authentication Service
High Risk

Single Point of Failure

Knowledge transfer to 2 additional engineers

Payment Processing
Medium Risk

Limited Documentation

Improve documentation and add backup reviewer

Data Pipeline
Low Risk

Well Distributed

Continue current practices

Knowledge Transfer Plan

Document core authentication flows

Sarah M.

completed

Pair programming sessions (3 weeks)

Mike R. + Sarah M.

in-progress

Shadow on-call rotation

Mike R.

pending

Independent feature implementation

Mike R.

pending
Manager Insurance

Reduce risk, not people. Empower your team.

Get deep insights into technical coverage and risk without creating a surveillance culture. Focus on team-level insights that help you make better decisions.

Critical Dependency Detection

Identify code areas with concentrated ownership before they become problems. Know what will break if key engineers leave.

Knowledge Transfer Planning

Automated recommendations for pairing, documentation, and training based on skill gaps and project needs.

Team-Level Insights

Risk analysis presented at team level, not as punitive individual metrics. Build trust while maintaining visibility.

Proactive Risk Management

Move from reactive fire-fighting to proactive risk management with early warning systems.

Organizational Discovery

Find expertise across your entire organization

Break down silos with unified expertise search. Discover both official SMEs and "hidden gems" with deep practical knowledge across all departments.

Intelligent Search

Query "Who knows Kafka?" or "GraphQL experts?" and get ranked results with rich context about their experience.

Hidden Gem Discovery

Find engineers with deep practical knowledge who lack formal titles but have solved real problems.

Cross-Department Connections

Bridge frontend ↔ infrastructure, data ↔ security. Connect teams that should be working together.

Availability Context

See who's available to help and when, with workload and calendar integration.

3 experts found

Ranked by expertise
SC

Sarah Chen

Senior Backend Engineer • Platform

4.9
Kafka Expert

Built the event streaming architecture, authored 15+ Kafka docs

127 commits, 8 docs
Available
AR

Alex Rodriguez

Staff Engineer • Data

4.8
Kafka Specialist

Led Kafka cluster migration, mentored 6 engineers on streaming

89 commits, 12 reviews
Busy until Friday
JK

Jordan Kim

Backend Engineer • Messaging

4.7
Hidden Gem

Deep practical knowledge from debugging production issues

156 commits, 23 issues resolved
Available

Filter by Department

Frontend (12)Backend (18)Data (8)Infrastructure (6)Security (4)