Phase 1 — Core Platform Foundation

Weeks 1-5
Delivered
  • Data Contract Management — 7-stage lifecycle, schema validation, quality rules, versioning
  • Data Product & Dataset CRUD — Full entity management with environments and asset types
  • Domain & Organization Hierarchy — Nested domains, catalogs, schemas, teams, dual ownership
  • Governance Rules Engine — Visual graph builder, change requests, multi-level approvals
  • Full-Text Search — PostgreSQL GIN/GIST indexes, cross-entity search with ranking
  • OIDC/SAML Authentication — Multi-SSO, role mapping, auto-provisioning, session management
  • Kafka Event Streaming — 11+ topics, async workers, audit logging, notification pipeline
  • WebSocket Real-Time Hub — Entity subscriptions, live broadcasts, presence tracking

Phase 2 — Discovery & Collaboration

Weeks 6-7
Delivered
  • Documentation Wiki — TipTap WYSIWYG, Yjs collab, versioning, templates, Shiki syntax
  • Data Lineage Graph — Force-directed visualization, impact analysis, domain clustering
  • Data Product Marketplace — Browse, reviews, ratings, sample data, SLAs, certification tiers
  • Access Request System — 7-stage lifecycle, 6 access levels, auto-expiration, reviewer queue
  • Customizable Dashboards — 15 widgets, drag-and-drop, role-based templates, layout persistence
  • White-Label Theming — Custom branding, colors, dark mode, CSS injection, live preview

Phase 3 — AI Agent Platform

6-phase AI build
Delivered
  • 73-Tool AI Agent — Entity CRUD, governance, access, analytics, docs, notifications, search, interactive
  • Multi-Turn Agentic Loop — 25 iterations/turn, tool execution, streaming, context management
  • 4 Operating Modes — Normal (confirm), Plan (review-first), Auto-Accept (autonomous), Discover (read-only)
  • 7 AI Provider Backends — Claude, GPT-4, Azure OpenAI, Ollama, Mistral, Bedrock, Vertex
  • Undo & Risk Indicators — Stack-based undo, risk-level badges, confirmation prompts
  • Conversation Management — Named conversations, pinning, history, export, slash commands

Phase 4 — Platform Unification & Quality

Latest release
Delivered
  • Unified Conversation System — Merged AI Chat + Agent into single conversation model
  • 7-Agent Quality Audit — 10 bugs fixed across full codebase sweep
  • 35+ Backend Test Suites — Model, middleware, handler, service, and agent test coverage
  • 16 E2E Test Specs — Playwright tests covering all routes and views
  • Catalog Connector Framework — Databricks Unity Catalog production, Collibra/Purview/Atlan framework
  • Developer Portal — API docs, tool reference, interactive playground, MCP API keys

Phase 4.5 — Observability & Real-Time

New
Delivered
  • Prometheus & Grafana Stack — Full metrics pipeline with 6 pre-built dashboards for API, DB, Kafka, and WebSocket
  • Loki Log Aggregation — Structured JSON log collection with Promtail shipper and query support
  • Redis Presence Layer — Distributed user presence, typing indicators, and session awareness
  • File Format Support — DOCX, PDF, and XLSX import and analysis in the AI agent
  • Discover Mode — Read-only AI operating mode with limited tool access for safe exploration
  • User Activity Tracking — Activity events, timeline view, and user behavior analytics
  • Proactive Token Refresh — Automatic OIDC token renewal to prevent session drops and improve UX

Phase 5 — Extended Integrations

Q3 2026
In Progress
  • Snowflake Connector — Native sync with Snowflake databases, schemas, and tables
  • BigQuery Connector — Google BigQuery dataset and table metadata sync
  • dbt Integration — Import dbt models, sources, and tests as data contracts
  • Webhook Notifications — HTTP webhooks for external system integration on entity events

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Phase 6 — Advanced Governance

Q4 2026
Planned
  • Policy-as-Code (OPA/Rego) — Programmable governance for teams that prefer code over UI
  • Data Quality Monitoring — Automated freshness, completeness, and anomaly detection
  • Great Expectations Integration — Import GX validation suites as contract quality rules
  • Data Contract CLI — CI/CD-friendly command-line tool for contract validation
  • Slack & Teams Notifications — Push governance alerts to team chat channels

Phase 7 — Enterprise Scale

2027
Future
  • Federated Multi-Region — Multiple Meshport instances with central governance coordination
  • Terraform Provider — Infrastructure-as-code for Meshport configuration and policies
  • GraphQL API — Flexible query API alongside REST for complex frontend needs
  • Mobile Companion — Approve requests and check governance health on the go
  • API Gateway for Data Products — Rate-limited, authenticated API access to published data products
  • ML Model Registry — Extend data products to include ML models with lineage to training data

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