What you can plug into.
Marketplace + intake forms.
Help your team adopt AI well.
Champions run brown-bags, surface use cases, pair with teammates, and keep the AI Task Force connected to what's happening on the ground. Wave 2 nominations open in Q3. Manager sign-off required.
Become a Champion
Eight questions, ~5 minutes. Opens in Google Forms.
Stuck? Book 1:1 time.
Pair-programming, sanity check on an agent you're building, debugging something specific. Submit and we'll find time. For regional cadence (NA / EU / APAC), see the office-hours schedule on Resources.
Book 1:1 time
Six questions, ~2 minutes. Opens in Google Forms.
Bring training to your team.
Workshop, lunch & hack, async curriculum, or 1:1 series — pick the format that fits. See Training for what's already on the calendar before requesting custom.
Request team training
Eight questions, ~3 minutes. Opens in Google Forms.
Where you actually use Claude.
What's available, who can use it, and current status. Enterprise license covers everyone — Chat, Cowork, and Code are open to the company.
| Surface | What it is | Who | Status |
|---|---|---|---|
| Claude.ai (Chat) | Browser-based chat with Claude Opus / Sonnet / Haiku | Everyone | AVAILABLE |
| Claude.ai (Cowork) | Collaborative shared-context mode in Claude.ai | Everyone | AVAILABLE |
| Claude Code | CLI tool — Claude as a coding agent in your terminal | Everyone | AVAILABLE |
| Cursor | AI-native IDE — alternative or complement to Claude Code | Engineering | AVAILABLE |
| Connectors | Bridges that let Claude pull from internal Samba systems (Gong, Google Workspace, Salesforce, Looker, etc.) | By approval | BY APPROVAL |
| Custom Agents / Workflows | Bespoke agents built by AI Task Force for specific use cases | By request | REQUEST VIA FORM |
MCP servers, agents, and platforms shipped by the AI Task Force.
An honest table of what exists. Public repos open to anyone; private repos resolve to GitHub for Samba employees logged in to github.com/the-sid-dani or github.com/sambatv. Available by approval where access is gated — request through the Connector Request form below.
| Name | Type | What it does | Repo |
|---|---|---|---|
| google_workspace_mcp | MCP server | Gmail, Calendar, Docs, Sheets, Slides, Drive, Chat, Forms, Tasks via MCP. Backs the gws CLI. | GitHub → |
| databricks-mcp-server | MCP server | Databricks with Genie AI integration — natural language data analysis. | GitHub → |
| lever-mcp-server | MCP server | Recruiting workflows — pulls candidate context, requisitions, and pipeline state from Lever into Claude. | GitHub → |
| gong-mcp | MCP server | Gong call transcripts and deal context inside Claude. | Private · Samba → |
| salesforce-mcp-server | MCP server | Salesforce CRUD via MCP — Cloud Run deployment with JWT Bearer auth. | Private · Samba → |
| msci-mcp | MCP server | MSCI-team-specific connector — measurement science workflows. | Private · Samba → |
| atf-agent (formerly samba-slack-agent) | Agent | Agentic Slack bot — Claude + MCP tools + GKE sandbox execution + Langfuse observability. | Private · Samba → |
| samba-agentic-suite | Platform | Open-source AI chatbot platform built on Next.js 15 + TypeScript — Samba's enterprise agent surface. | Private · Samba → |
| samba-prompt-lib | Prompt library | Curated prompt library for Samba employees — categories, copy-paste, gallery. | GitHub → |
| samba-segments-cli | CLI · MCP server | Both a CLI and an MCP server for the Samba Segments REST API — segment management and lookups from the terminal or via Claude. | Private · Samba → |
How approval works: private/Samba-org repos and connectors that touch internal data go through a quick data review with the AI Task Force before access is granted. Request via the Connector Request form below — we'll route it to the right reviewer (data, legal, or eng) and confirm.
Need a system wired into Claude?
Tell us what you want connected. The AI Task Force triages weekly — high-leverage requests get prioritized for the next build sprint.
Connector Request
Five questions, ~2 minutes. Opens in Google Forms.
Got a painful task that AI could fix?
High-leverage requests become full agent projects. Smaller ones become reusable skills the whole company can run.
Agent / Workflow Suggestion
Six questions, ~3 minutes. Opens in Google Forms.
Both forms route to Google Forms.
Both forms above open in Google Forms — just answer and submit. Responses land directly with the AI Task Force; we triage Connector Requests weekly and Agent Suggestions on a rolling basis. Expect a Slack DM from Sid (or whoever the right reviewer is) within a week.