AI for Product & Engineering

Customer signal, right next to your code.

The Halo MCP brings Ask AI directly into Cursor and Claude Code. Find UX issues from real user signal, prioritize features by what customers actually want, and keep docs in sync, without leaving your editor.

Cursorsrc/onboarding/connect-step.tsx
halo-agents
Where are users getting stuck in onboarding this month?
halo-agentsAsk AI · tickets, session logs, LinearDone

The biggest drop-off is on Step 3: Connect a Tool. 37 users hit it in the last 30 days, 22 filed tickets, and 9 mentioned not finding the API key location.

Suggested fix

Add an inline pointer to the API key page in Step 3, or auto-detect the key when present in the workspace.

SourcesTicketsLinearStripe

The Halo MCP

Ask AI in your editor, grounded in your real data

Most AI in your IDE only knows your code. Halo knows your customers too. Tickets, calls, billing, and usage are all queryable through one MCP connection.

Claude Code~/acme-app
halo-agents
Which customers hit the webhook timeout this week?
halo-agents14 tickets, 3 callsDone

4 accounts, $186K ARR affected:

TF

TechFlow

Enterprise · 6 tickets

Escalated
NW

Northwind

Growth · 4 tickets

Open
DW

Datawise

Growth · 3 tickets

Open
BL

Brightline

Starter · 1 ticket

Waiting
SourcesHubSpotZoomStripe

Drop-in MCP server

One config line in Cursor or Claude Code and your editor has access to every signal Halo has, scoped by your auth and your data.

Ask AI
Dashboard
Which customers hit the webhook timeout this week?

4 accounts, $186K ARR affected: TechFlow, Northwind, Datawise, Brightline.

Same brain as Ask AI

The MCP is powered by the same engine as Ask AI in the Halo dashboard. The answers in your IDE match the answers your CS team gets in chat.

Queryable sources
6 connected

Tickets

HubSpot · 12,847

Synced

Calls

Zoom, Fathom · 1,203

Synced

Issues

Linear · 486 open

Synced

Grounded in your real stack

Tickets, calls, CRM, billing, product usage, and Linear are all queryable. No hallucinated context, every answer cites the source.

lib/webhooks/deliver.ts
+2 -1
41await deliver(event, {
42- timeoutMs: 5_000,
42+ timeoutMs: 30_000,
43+ retries: 3,
44});

Action without leaving the editor

Find the issue, write the fix, ship the change. Halo points you at the right place in the codebase and at the right doc to update.

Use cases

Build the right things, fix the real things

Find UX issues from real user signal

Connect the Halo MCP to Cursor or Claude Code and ask where users are getting stuck. Halo answers from real tickets, call transcripts, session logs, and product usage. Then you fix it in the same window.

Also try asking

  • What error message has been showing up most in support tickets?
  • Which page has the most rage clicks based on session data?
Where are users dropping off during onboarding this month?
Claude Code~/acme-app
halo-agents
halo-agentsAsk AI · session logs, ticketsDone
1. Create workspace94%
2. Invite teammates81%
3. Connect a tool46%
4. First AI answer41%
Step 3 loses 35% · 22 tickets mention “API key”

Prioritize features by what customers actually say

No more guessing. Ask Halo what your customers are asking for, ranked by frequency, revenue impact, and account tier. Build the things that move retention and expansion.

Also try asking

  • Which feature gaps are mentioned most in lost-deal call transcripts?
  • Rank the open feature requests by total ARR of accounts asking.
What are the top 10 feature requests from enterprise customers?
Feature requests · Enterprise
By ARR
RequestAccountsARR
Salesforce sync18$742KPlanned
SAML SSO + SCIM12$515KIn progress
Audit log export9$298KBacklog
Custom roles7$204KBacklog
SourcesHubSpotLinearCalls

Update docs from real conversations

When the product changes or a doc is wrong, Halo flags it. Use the MCP to ask which articles need updates and let your IDE help you write them. Docs stay accurate without a quarterly audit.

Also try asking

  • Draft a doc update for the new webhook setup flow.
  • Where do users still get stuck even after reading a doc?
Which help articles are outdated based on recent product changes?
Help center health
342 articles

Setting up webhooks

Changed in v4.2 · 31 tickets since

Outdated

Connecting Salesforce

Steps 4–6 confuse users · 12 tickets

Needs edit

Managing API keys

Confidence 96%

Up to date

Inviting your team

Confidence 92%

Up to date

Triage incidents with full context

When a bug spikes, Halo already knows. Ask the MCP for affected customers, error patterns, and similar past incidents, all without leaving your editor.

Also try asking

  • Has this exact error pattern happened before? What was the fix?
  • Summarize the support tickets filed in the last hour.
Which customers are affected by the API timeout issue right now?
API timeout · /v2/events
23 tickets · 1h
AR

Acme Robotics

Enterprise · $240K ARR

Escalated
TF

TechFlow

Enterprise · $96K ARR

Open
NW

Northwind

Growth · $48K ARR

Open

Similar: ENG-1184 · Mar 12

Fixed by raising the gateway timeout

Open

Works with

Any MCP-aware editor or agent

Point Cursor, Claude Code, or any other MCP client at Halo and sign in once. Every answer is scoped to your workspace.

MCP clients
halo-agents

Cursor

Settings › MCP › Add new MCP server

Connected

Claude Code

HTTP server · app.haloagents.ai/api/mcp

Connected

Other MCP clients

Any client that speaks MCP over HTTP

Add

Built for the whole team

Engineering, product, and docs

For Engineering

Stop sifting through tickets and Slack threads to figure out what to fix. The MCP turns your IDE into a place where customer signal lives, with citations.

  • Bug triage with affected user lists in seconds
  • Real-world repro context next to your code
  • Doc updates queued from real customer questions

For Product

Roadmap meetings get easier when the answers are sitting next to the code. Ask Halo what to build and why, then walk into the next standup with receipts.

  • Feature prioritization from real customer voice
  • ARR-weighted requests, not loudest-customer requests
  • Lost-deal feedback baked into the roadmap

For Docs and DX

Your help center stays correct because Halo flags drift the moment a product change makes a doc wrong. The MCP makes it easy to fix in your editor.

  • Outdated doc detection from real product changes
  • Auto-generated drafts from resolved tickets
  • Confidence scores on every article

How it works

One config line, infinite leverage

Add Halo as an MCP server in Cursor.
Cursor · MCP server
Connected
Namehalo-agents
TypeHTTP
URLapp.haloagents.ai/api/mcp

Add the Halo MCP to your editor Drop the MCP config into Cursor or Claude Code. Authenticate with your Halo workspace. Done.

What feature gaps cost us deals last quarter?
Claude Code~/acme-app
halo-agents
Top feature gaps from lost deals?
halo-agentsAsk AI · 41 callsDone
  1. Salesforce sync · 11 deals
  2. SAML SSO · 7 deals

Ask anything about your customers From bug triage to feature prioritization to doc updates, every answer is grounded in the same data Halo uses for Ask AI.

Fix the Step 3 drop-off and update the docs.
Shipped this week
4 PRs

API key pointer in Step 3

#2214 · closes 22 tickets

Merged

Webhook timeout to 30s

#2209 · ENG-1201

Merged

Docs: Webhook setup

Help center · v4.2

Published

Ship better software, faster Build what customers actually need, fix the things that actually break, and keep docs in sync without manual audits.

Bring customer signal into your editor

Start free, or request a demo and we'll wire the Halo MCP into your editor against a sample of your data so you can see what your IDE feels like with full customer context.