enablement-agent 1.8.3

Centralized Enablement Agent — the canonical knowledge hub for Partner Core enablement content.

Centralized Enablement Agent

The canonical knowledge hub for all enablement content across Partner Core.

What it does

This agent ingests, indexes, and serves enablement content — user guides, FAQs, demo scripts, training decks, playbooks, and more. Anyone in Partner Core can query it for answers, search for content, and monitor content freshness.

Architecture

┌─────────────────────────────────────────────────────────────────┐
│  Content IN                                                      │
│  ┌──────────────┐ ┌──────────────┐ ┌────────────┐ ┌──────────┐ │
│  │ Delivery     │ │ Manual       │ │ Wiki       │ │ Highspot │ │
│  │ Agent Push   │ │ Upload       │ │ Scraper    │ │ Scraper  │ │
│  └──────┬───────┘ └──────┬───────┘ └─────┬──────┘ └────┬─────┘ │
│         │                │               │              │       │
│         └────────────────┴───────────────┴──────────────┘       │
│                                  │                               │
│                          ┌───────▼───────┐                      │
│                          │  Orchestrator  │                      │
│                          └───────┬───────┘                      │
│                                  │                               │
│         ┌────────────────────────┼────────────────────┐         │
│         │                        │                    │         │
│  ┌──────▼──────┐  ┌─────────────▼────────┐  ┌───────▼───────┐ │
│  │ S3 Bucket   │  │ OpenSearch Serverless │  │ Content       │ │
│  │ (raw files) │  │ (vector embeddings)  │  │ Registry      │ │
│  └─────────────┘  └──────────────────────┘  └───────────────┘ │
│                                                                  │
│  Content OUT (MCP Tools via SSE)                                │
│  ┌──────────────────────────────────────────────────────────┐   │
│  │ query · search · upload · status · stale · refresh       │   │
│  │ check_permissions · request_access                       │   │
│  └──────────────────────────────────────────────────────────┘   │
└─────────────────────────────────────────────────────────────────┘

Quick Start (for users)

Install and configure in one step:

pip install enablement-agent
enablement-agent configure

Or if you use uvx (recommended):

uvx enablement-agent configure

This writes your ~/.kiro/settings/mcp.json with:

{
  "mcpServers": {
    "enablement-agent": {
      "command": "uvx",
      "args": ["enablement-agent", "serve"],
      "env": {
        "AWS_REGION": "us-east-1"
      },
      "disabled": false,
      "autoApprove": ["ask", "status"]
    }
  }
}

Or add it manually — that's the whole config.

Prerequisites: AWS credentials configured (midway or ~/.aws/config) with access to the shared S3 bucket, OpenSearch, and Bedrock.

Deployment

Two modes:

Local (stdio) — current default

Users install from PyPI and run locally. Shared backend (S3, OpenSearch, Bedrock) is accessed directly via AWS credentials.

Centralized (SSE) — future

Once a domain + HTTPS cert is provisioned, the server can run on ECS Fargate with SSE transport. Users would just add a URL to their mcp.json.

Backend Infrastructure (shared, required for both modes)

Deploy with CDK:

cd infra/
pip install aws-cdk-lib constructs
cdk deploy

Environment Variables

Variable	Description
OPENSEARCH_ENDPOINT	OpenSearch Serverless collection endpoint
S3_BUCKET	S3 bucket name for content storage
AWS_REGION	AWS region (default: us-east-1)
HIGHSPOT_API_KEY	Highspot API key (or loaded from Secrets Manager)
LOG_LEVEL	Logging level (default: INFO)

Development

# Install with dev dependencies
pip install -e ".[dev]"

# Run tests
pytest

# Lint
ruff check .

# Type check
mypy enablement_agent/

Modules

Module	Purpose
orchestrator.py	Central coordinator, request routing, background jobs
mcp_tools.py	FastMCP tool registration (9 tools)
search.py	Hybrid BM25 + vector + metadata search engine
vector_store.py	OpenSearch Serverless knn integration
query_handler.py	NL question answering with LLM synthesis
ingestion.py	4 ingestion pipelines
content_registry.py	Metadata store with CRUD and bulk queries
freshness_monitor.py	Staleness detection and auto-refresh
rls_guard.py	Unified RLS enforcement via Galaxi
permissions_cache.py	TTL cache for RLS permission lookups
wiki_scraper.py	Wiki page discovery and change detection
highspot_scraper.py	Highspot spot monitoring
config.py	All configuration constants and enums
cli.py	CLI entry point (serve, configure, health)

RLS (Row-Level Security)

Content containing customer data is automatically classified:

• NONE — General enablement, open to all ASP/SMGS
• TERRITORY — Contains territory-level customer data
• PARTNER — Contains partner-specific data (SPMS IDs)
• BROAD — Requires Geo+ level access (L8 approval)

Blocked content is always visible (title + lock icon) but redacted. Users get links to request access.

Freshness

Content is flagged stale after 4 months (120 days) without update. Wiki and Highspot sources auto-refresh when the source changes. Notifications go to the enablement-freshness-alerts channel.