Pensero MCP

Engineering intelligence, now queryable.

Engineering intelligence, now queryable.

Engineering intelligence, now queryable.

Query your live Pensero data straight from Claude, ChatGPT or any MCP-compatible assistant. Ask about delivery, quality, AI adoption or benchmarks in plain language.

Pensero MCPconnected
Claude

Works with the assistants your team already uses

Ask it the way you’d ask your best analyst

Plain questions in, answers grounded in your own data out — then keep pulling the thread with follow-ups.

How did engineering perform this quarter?

Where is AI creating measurable impact?

Which teams are improving fastest?

What should I highlight in my board update?

How do we compare against benchmark companies?

Which engineering investments are delivering the highest ROI?

Why Pensero MCP

Four things that separate an answer from Pensero MCP from an answer a general-purpose assistant guesses at.

01 — Source of truth

Built on your engineering source of truth

Every answer is generated from your live Pensero data — the same unified model behind your dashboards. No exports, no stale spreadsheets, no numbers that disagree with the ones your team already reviewed.

Live data

One unified model

No exports

Total delivery
Points delivered
3.3kpts
10%
Weekly delivery
Per active contributor
62.5pts
2%
AI LOC %
Merged code, AI-assisted
98%
15%
Cost per point
AI spend per point
$0.94
12%
Defect rate
Delivery spent on bugs
10%
70%
Scope of work
Aligned to roadmap
20%
104%
Review ratio
Reviewing vs creating
17%
7%
Cycle time (P90)
Assignment to merge
212.0hrs
41%
Total delivery
Points delivered
3.3kpts
10%
Weekly delivery
Per active contributor
62.5pts
2%
AI LOC %
Merged code, AI-assisted
98%
15%
Cost per point
AI spend per point
$0.94
12%
Defect rate
Delivery spent on bugs
10%
70%
Scope of work
Aligned to roadmap
20%
104%
Review ratio
Reviewing vs creating
17%
7%
Cycle time (P90)
Assignment to merge
212.0hrs
41%
Pensero MCP
Live connection to Claude
connected
Total delivery
Points delivered
3.3kpts
10%
Weekly delivery
Per active contributor
62.5pts
2%
AI LOC %
Merged code, AI-assisted
98%
15%
Cost per point
AI spend per point
$0.94
12%
Defect rate
Delivery spent on bugs
10%
70%
Scope of work
Aligned to roadmap
20%
104%
Review ratio
Reviewing vs creating
17%
7%
Cycle time (P90)
Assignment to merge
212.0hrs
41%
Total delivery
Points delivered
3.3kpts
10%
Weekly delivery
Per active contributor
62.5pts
2%
AI LOC %
Merged code, AI-assisted
98%
15%
Cost per point
AI spend per point
$0.94
12%
Defect rate
Delivery spent on bugs
10%
70%
Scope of work
Aligned to roadmap
20%
104%
Review ratio
Reviewing vs creating
17%
7%
Cycle time (P90)
Assignment to merge
212.0hrs
41%
Pensero MCP
Live connection to Claude
connected
Show me our delivery distribution, how has it shifted?
Building the distribution
The whole curve moved right and spread barely changed — so this isn't a few people pulling the team up.
Jan – Feb · mean 244Jun – Jul · mean 312
0200400600
Delivery points per person, monthly
Mean244 → 312
Change+28%
Spreadflat
Who moved the most?
Ranking by delta
Biggest movers since January
Ava ChenL3
+112 pts
Sam TorresL2
+94 pts
Jamie NakamuraL2
+71 pts
Show me our delivery distribution, how has it shifted?
Building the distribution
The whole curve moved right and spread barely changed — so this isn't a few people pulling the team up.
Jan – Feb · mean 244Jun – Jul · mean 312
0200400600
Delivery points per person, monthly
Mean244 → 312
Change+28%
Spreadflat
Who moved the most?
Ranking by delta
Biggest movers since January
Ava ChenL3
+112 pts
Sam TorresL2
+94 pts
Jamie NakamuraL2
+71 pts

02 — Conversation

Natural conversations, not report requests

Start broad, then drill in. Ask why a number moved, which team it came from and what changed since last month — without leaving the assistant you already have open.

Follow-up questions

Anomaly investigation

Trend exploration

03 — Compatibility

Works with the tools you already run

Pensero exposes a standard MCP server, so it connects to Claude, ChatGPT and any MCP-enabled assistant. Nothing new for your team to learn, no extra tab to keep open.

Claude

ChatGPT

Any MCP client

04 — Security

Enterprise-ready by default

MCP uses your existing Pensero authentication and permissions. Every request is scoped to the person asking, so nobody can reach data they couldn’t already see in Pensero.

Existing authentication

Permission-scoped

No new access surface

Questions teams ask about MCP

How do we get Pensero MCP enabled?

Which assistants does it work with?

Who can see what?

Is the data live?

Available on request

Available on request

Stop pulling reports.
Just ask.

Stop pulling reports.
Just ask.

Stop pulling reports.
Just ask.

Pensero MCP is enabled per organization.
Talk to us and we’ll set it up with your team.

Pensero MCP is enabled per organization. Talk to us and we’ll set it up with your team.