Systems & Data MappingInventory: SIS (e.g., PowerSchool, Infinite Campus, Skyward), LMS (Google Classroom, Canvas, Schoology), Rostering (Clever, ClassLink, OneRoster), Assessments (NWEA MAP, Renaissance Star, iReady), Identity (Google Workspace/Microsoft 365/Clever SSO), Storage (Google Drive/OneDrive/S3). Schemas & Contracts: enrollment, rosters, grades, IEP/504 plans, attendance, assessment scores, curriculum metadata. Policy & Governance: COPPA/CIPA/FERPA fields, parental consent, role scopes, retention rules, redaction maps.
MCP Server DevelopmentWe build production-grade MCP servers for every district 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-Student Memory Graph: knowledge graph + vector index for contextual retrieval (curriculum content, assessment data, accommodations, interventions). Guardrails Engine: RBAC, field-level permissions, PII masking, parental consent receipts, audit trails. Sync & Freshness: event bus/CDC, backfills, idempotent jobs, conflict resolution, replay.
Agent Enablement (Optional)Student Tutor: age-appropriate Q&A grounded in curriculum content, standards, and accommodations via MCP. Teacher Assistant: lesson support, differentiation ideas, formative assessment hints, progress report drafts. Admin Assistant: attendance patterns, intervention tracking, compliance roll-ups, "what's changed?" digests. Model Hub: OpenAI, Gemini, Anthropic, Llama, or local/NPU — hot-swappable per policy/cost.
Workflow Automation (Partner Districts)Proactive nudges (attendance alerts, grade drops), intervention routing, parent communication drafts. Content pipelines (ingest → chunk → cite), formative assessment generation with teacher review. Approval gates for instructional control (human-in-the-loop).