Claude
Example conversationCustomer
Find a hotel near SFO with a free airport shuttle.
I can help you find a hotel. Connect a booking service to explore your options.
Connectors that could help
DirectBookerFind and book hotels
For Claude Connector Teams
Become the connector
Claude chooses.
Turn your Claude Connector into a growth channel for your product. Track connector recommendations, compare competitors and review MCP changes that help Claude find and choose your product.
Will agents recommend your product?
Claude suggests a connectorMCP Discoverability Score
How often do agents surface your product for relevant requests?
Example scoreExpediaClaude Connector
Free to check. No account required.
Customer story
Helping DirectBooker get chosen in Claude.
“Working together we’ve gained insights into how this new frontier values, ranks, and ultimately recommends tools.”
Sanjay Vakil, PhD.CEO and Cofounder, DirectBookerThe platform
See how Claude finds your connector.
Improve it. Measure the results.
Our agents monitor how Claude discovers your connector and prepare MCP improvements for your team to review.
See when agents organically surface your connector or plugin versus your competitors.
Illustrative data
DirectBookerHotel bookingClaude Discoverability Score
80/ 100Winning
#2 of 5 · picked in connector recommendations- Recommendations
- 200
- Picked
- 160 / 200
- Avg. position
- 2.6
Organic discovery
Last 28 daysRecommendation trend
DirectBooker
Booking.com
Expedia
Super.com
TripadvisorPicked ÷ connector recommendations × 100. Each point is a rolling sample.
Your competitive set
Latest sampleStandings
| Brand | Score | Position |
|---|---|---|
| 1Booking.com | 91 / 100 | 1.6 |
| 2DirectBookerYou | 80 / 100 | 2.6 |
| 3Expedia | 70 / 100 | 4.0 |
| 4Super.com | 56 / 100 | 4.0 |
| 5Tripadvisor | 53 / 100 | 3.6 |
One recommendation can include multiple brands. Position is average shortlist rank; lower is better.
Organic recommendations
Know when Claude suggests your connector.
See which customer requests lead Claude to list your connector under “Connectors that could help”, and which competitors make the shortlist instead.
Example conversation
Product visibility
Mentions and connector suggestions, in one place.
Track when Claude mentions your product, lists your connector under “Connectors that could help” and which competitors share the shortlist, for the prompts you care about.
ClaudeExample conversation
Find a hotel near SFO with a free airport shuttle.
1Brand mention
DirectBooker can find hotels near SFO with a free airport shuttle and book directly with the hotel.
2Connector recommendation
Connectors that could help
DirectBookerFind and book hotels
ExpediaPlan trips, flights and hotels
3Competitor
Connect
Agent Discoverability · VisibilityYour dashboard
ClaudeThis response| Signal | Brand | Result |
|---|---|---|
1Brand mention |  DirectBooker | Mentioned |
2Connector recommendation | DirectBooker | Recommended · #1 |
3Competitor connector | Expedia | Also listed · #2 |
Persona-based discovery
See how different Claude users discover your connector.
Run general discovery tests or create personas with memory in Claude. Compare when each persona finds your connector or a competitor’s.
Same category. Different context.Personas with memory
Business traveller
Memory contextDirect ratesloyaltyflexibility
Find a hotel near my meetings.
Group organiser
Memory contextSeveral roomsbudgetavailability
Where can I book rooms for our team?
Compare general discovery with persona context.
Competitor intelligence
See when a competitor’s connector is suggested instead.
Compare your connector with competitors across prompts and personas. Follow changes to their MCP descriptions and tools.
Example tracking
monday.com- Actively Tracking
HubSpot 
Asana
Competitor updateNew
HubSpot added a tool
Compare the description and capabilities.
Email
Slack
SlackOpportunities and improvements
Keep improving your connector’s MCP.
Our agents draft improvements to your connector listing, tool names and descriptions. Review each change, approve what ships and measure the results in Claude.
Example drafts
- Long description update
- Tool name alignment
- Tool ordering
Short description updateDraft ready
Make project and task management explicit
Update the connector description with the project, task and status language agents use in relevant requests.
Suggested description
Manage projects, track tasks and share status updates.
- Finding
- Project & task language
- Review focus
- Existing capabilities
From discovery to improvement
How it works
Customer intentsCompetitors
Your MCPPersonas + memoryMCP logs
Connect and set your priorities
Connect your product’s MCP and choose the customer needs and competitors to track.
Missed recommendationCompetitor chosenMissing capability
Find discovery gaps
See when agents overlook your product or choose a competitor.
Discovery AgentCompetitor AgentMCP Improvement Agent
03 / IMPROVEOur agents prepare improvements
Our agents investigate missed recommendations and draft improvements to your product’s MCP.
Draft readyClarify when to use this tool
Update the tool description to match relevant customer requests.
Related discovery findingsReview draftReview Release Retest
Review drafted improvements
Review each change, approve what ships and see how your product’s discovery results change.
↶ Every result feeds the next improvement.Sign up
FAQs
Questions from Claude Connector Teams
Everything you need to know before you get started.
Read the methodologyWhat does Agent Discoverability do for connector teams?
It monitors how Claude discovers your product through its connector. Our agents identify missed opportunities, prepare MCP improvements for your team to review and track discovery results after release.
Can I see where my connector ranks on the shortlist?
Yes. For each tracked prompt, see whether your connector made Claude’s shortlist, its position and which competitors appeared alongside it.
Can I test general discovery and personas with memory?
Yes. Run general discovery tests in Claude or create personas with memory reflecting your target customers. Compare how your connector is discovered in different customer contexts.
What can it improve in my connector?
MCP descriptions, tool descriptions and parameter guidance, plus new MCP tools that expose capabilities your product already supports. Each proposed change comes with supporting evidence and discovery tests to check its effect.
Does it publish changes automatically?
No. Changes go through your team’s review and release workflow. You control what is approved and shipped.
What does the Discoverability Score mean?
It measures how often your connector makes the shortlist in eligible Claude test conversations. It’s specific to the platform and prompts being measured. See the methodology for the full definition.
For Claude Connector Teams