Systems & Data MappingInventory: SIS (e.g., Banner, PeopleSoft, Colleague), LMS (Canvas, Blackboard, Brightspace, Moodle), CRM (Salesforce, Slate), ERP/HR (Workday, Oracle), Identity (Entra/Okta/Google), Storage (SharePoint/OneDrive/S3/GCS). Schemas & Contracts: enrollment, rosters, outcomes, accommodations, deadlines, advising notes, policies, course materials metadata. Policy & Governance: FERPA fields, role scopes, retention rules, redaction maps, consent flows.
MCP Server DevelopmentWe build production-grade MCP servers for every campus system in your stack. Each server exposes typed tools and resources following the MCP specification, with built-in schema validation, error handling, rate limiting, and observability. Servers are containerized and deployed via Terraform or Kubernetes manifests you own.
Memory Layer EngineeringMCP-based Connectors: secure adapters that normalize read/write paths across systems. Per-Learner Memory Graph: knowledge graph + vector index for contextual retrieval (course content, outcomes, deadlines, interventions). Guardrails Engine: RBAC, field-level permissions, PII masking, consent receipts, audit trails. Sync & Freshness: event bus/CDC, backfills, idempotent jobs, conflict resolution, replay.
Agent Enablement (Optional)Student Tutor: citable Q&A grounded in course content, deadlines, and policies via MCP. Teaching Assistant: study guides, FAQ triage, formative feedback, discussion support. Digital Assistant (Admin): policy lookups, enrollment snapshots, risk roll-ups, "what's changed?" digests. Model Hub: OpenAI, Gemini, Anthropic, Llama, or local/NPU — hot-swappable per policy/cost.
Workflow Automation (Partner Institutions)Proactive nudges (risk, deadlines), case routing, degree milestones. Content pipelines (ingest → chunk → cite), assessment item generation with human review. Approval gates for academic control (human-in-the-loop).