LABSCO SUMMARY
'The server never guesses team attribution' is a small sentence about a large problem in engineering metrics.
DORA numbers go wrong when a tool infers who owns what and quietly attributes work to the wrong team. Coderbuds says it does not guess, which is the right posture even though it means someone has to configure the mapping. The per-person token rule follows from the same principle: metrics read through a shared token stop meaning anything about a person.
What it is
Coderbuds' insights endpoint. Rather than a published tool list, their documentation describes the data surface: what is waiting for review, what is deployed, how the team ships, and the metrics over it.
What you get
- The review queue and current deploy state
- Shipping norms for the team
- DORA and SPACE metrics, and monthly rollups
Requirements
OAuth 2.1 sign-in, or a bearer token for headless use. Tokens are per person and the documentation states they must not be committed or shared.
Setup effort
Paste a URL, then authorize — add the endpoint to your client, then approve the OAuth consent screen
USE CASES
01
Seeing what is blocking the team
Read the review queue and deploy state without opening another dashboard.
02
Answering a delivery question with numbers
Pull DORA and SPACE metrics and the monthly rollup rather than estimating.
03
Keeping attribution honest
Use your own token — shared credentials make per-person metrics meaningless.
BEFORE YOU INSTALL
What to know first
Requires
- an MCP client that can reach a remote endpoint
- OAuth 2.1 sign-in, or a bearer token for headless use
INSTALLATION
Connect your client
Add the endpoint to your client, then approve the OAuth consent screen.
Server setup
ENDPOINT URL
https://coderbuds.com/mcp/insightsRequirements
- OAuth 2.1 sign-in, or a bearer token for headless use