PAIchart

pAIchart is an MCP hub for AI-native delivery management — POVs, tasks, and phases you drive in natural language — plus a registry of external MCP services you can discover, call, and orchestrate into multi-service workflows.

Anyone can self-register a service; agents and AI clients then reach all of them through a single Hub with trust-level authentication and per-user OAuth passthrough.

What pAIchart Does

Delivery management (the core)

• POVs → Phases → Tasks — run proof-of-value engagements as structured, AI-readable delivery plans
• Natural-language operation — ask "Which of my POVs are at risk?" or "show open tasks for BlackEye" — no UI required
• AI agents on your work — configure, assign, and execute agents against delivery tasks
• Portfolio analytics — health, insights, and execution metrics across your POVs

MCP service hub

• Free Service Registration — Comprehensive guides available via "/prompt list" or as MCP resources
• Service Discovery — AI agents find services by capability, not by name
• Multi-Service Workflows — Chain services sequentially, in parallel, or conditionally with variable passing
• Per-User Authentication — Each user's operations run as themselves via External OAuth (validated with Snowflake)
• Trust Level System — 6-tier security model controls token forwarding (INTERNAL → TRUSTED → OWNER → TEAM_MEMBER → SCOPED → ANONYMOUS)
• JWKS Token Validation — RS256 asymmetric cryptography, public-key verification, no shared secrets
• Per-Service Audience Scoping — Hub-minted access tokens carry a per-service audience (RFC 8707 resource indicators): each service receives a short-lived credential scoped to only itself, so a token leaked from one service can't be replayed against another. Services that validate it via JWKS can accept pAIchart-issued identity instead of static API keys in URLs.
• Trustworthy Error-Recovery Signals — When a service call fails, the Hub returns facts an AI client can act on — the honoured timeout, the service's recent success rate, and recovery guidance that never points at a blind health check — rather than unvalidated verdicts that can mislead. Built so the client recovers on its own; see the Error Recovery Signals case study.

Get Started

pAIchart is a hosted MCP hub — nothing to install. Point your AI client at the endpoint, authenticate, and start asking in natural language.

• Hub access: https://paichart.app/mcp
• Connect with: Claude Desktop (GitHub OAuth) or ChatGPT (Microsoft OAuth)
• First thing to say: "Help me get started with paichart" — or run /prompt list to see every guided workflow
• Privacy: PRIVACY-DEMO.md — what a demo account holds, what it can do, 30-day auto-deletion

Once you're connected, try:

• "Which of my POVs are at risk?" — delivery analytics, answered directly
• "Discover services" — browse the registry by capability
• "Run the prompt energy_operations_optimizer" — correlates weather forecasts with energy data into operational recommendations, a multi-service workflow across two live services

Under the Hood

Every request is either answered directly or composed into a workflow across services — and every external call runs as you, never as a shared platform account:

You (Claude Desktop / ChatGPT)
  → authenticate to the pAIchart Hub
  → ask in natural language, e.g.
      • "Which of my POVs are at risk?"            → project / analytics tools answer directly
      • "Texas energy mix + this week's weather"   → Hub composes a multi-service workflow
  → for external service calls:
      → Hub discovers services by capability, determines trust level, mints a per-service JWT
      → the external service validates it via JWKS — no shared API keys
  → operations execute as the authenticated user

Live Services

Service	Capability	Per-User Auth
Snowflake	Data warehouse queries	✅ External OAuth
EIA	U.S. energy data analytics	Service account
Weather	Real-time weather data	Service account
EODHD	Financial market data	Service account
Browser Automation	Web scraping, screenshots, PDFs	Service account
Notifications	Email, Slack, webhooks	Service account
Alpha Vantage	Financial data — 113 tools (equities, forex, crypto, indicators)	Service account
Token Validator	JWT/JWKS integration & trust-level debugging	✅ Per-user JWT

Register Your MCP Service

Any MCP service can register with the Hub in one command:

registry(action: "register", {
  name: "my-service",
  description: "What your service does",
  endpoint: "https://my-service.com/mcp",
  category: "data-services"
})

Services that support External OAuth (like Snowflake, Databricks) get per-user authentication automatically.

Learn

• MCP Tool Excellence — a 12-chapter tutorial series on building MCP tools AI clients can call without external documentation, extracted from pAIchart's own production audits: tutorials/README.md

Links

• Platform: paichart.app
• JWKS: https://paichart.app/api/auth/jwks
• Documentation: provided as an MCP resource (or run /prompt list) in your AI client
• Demo User Privacy: PRIVACY-DEMO.md — what a demo account holds, what it can do, 30-day auto-deletion

Keywords

mcp mcp-hub mcp-server mcp-orchestration model-context-protocol ai-native delivery-management proof-of-value pov task-management project-management ai-services service-discovery external-oauth jwks per-service-audience rfc8707 per-user-authentication workflow-orchestration error-recovery mcp-tutorials claude-desktop chatgpt snowflake context7