Koalr

Server Details

Connect engineering metrics, DORA performance, and deploy risk scoring to any AI assistant. Score PRs for deployment risk using a 36-signal model, query team health, incidents, coverage, and more.

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Status: Unhealthy
Uptime: 0.7% over 46 days
Last Tested: 2026-10-02 21:48
Transport: Streamable HTTP
URL

TDQS

A4.1/5.0

Scored 2026-07-31 09:10 across 20 tools

Disambiguation4/5

Most tools have clear, distinct purposes, but there is some overlap: get_at_risk_prs and get_open_prs both list PRs, and get_org_health overlaps with get_dora_summary and get_coverage_summary. Descriptions do a good job of differentiating, so this is only a minor issue.

Naming Consistency5/5

All tools follow a consistent verb_noun pattern: get_ for singletons and summaries, list_ for collections, plus score_ for a specific action and search for discovery. This is predictable and easy to navigate.

Tool Count4/5

The 20 tools are on the higher end for a server, but the domain of engineering analytics is broad and each tool addresses a specific area (AI adoption, DORA, PRs, coverage, well-being, incidents, teams, repositories). The count is slightly heavy but not excessive.

Completeness5/5

The tool set provides comprehensive coverage of the engineering health domain: DORA metrics, PR flow, test coverage, developer/team analytics, incidents, well-being, AI adoption, and search. It includes both summaries and trends, and the search tool helps locate entities. No obvious gaps.

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

38 tool updatesJul 9, 2026
- Removedai.summary
- Removedai.trend
- Removedcoverage.summary
- Removeddevelopers.get
- Removeddevelopers.top
- Removeddora.summary
- Removeddora.trend
- Addedget_ai_adoption_summary
- Addedget_ai_adoption_trend
- Addedget_at_risk_prs
- Addedget_coverage_summary
- Addedget_developer
- Addedget_dora_summary
- Addedget_dora_trend
- Addedget_open_prs
- Addedget_org_health
- Addedget_pr_summary
- Addedget_repository
- Addedget_team
- Addedget_well_being_summary
- Removedincidents.list
- Addedlist_recent_incidents
- Addedlist_repositories
- Addedlist_team_members
- Addedlist_teams
- Addedlist_top_contributors
- Removedorg.health
- Removedorg.wellbeing
- Removedpr.at_risk
- Removedpr.open
- Removedpr.summary
- Removedrepos.get
- Removedrepos.list
- Removedrisk.score
- Addedscore_pr_for_deploy_risk
- Removedteams.get
- Removedteams.list
- Removedteams.members
38 tool updatesApr 9, 2026
- Addedai.summary
- Addedai.trend
- Addedcoverage.summary
- Addeddevelopers.get
- Addeddevelopers.top
- Addeddora.summary
- Addeddora.trend
- Removedget_ai_adoption_summary
- Removedget_ai_adoption_trend
- Removedget_at_risk_prs
- Removedget_coverage_summary
- Removedget_developer
- Removedget_dora_summary
- Removedget_dora_trend
- Removedget_open_prs
- Removedget_org_health
- Removedget_pr_summary
- Removedget_repository
- Removedget_team
- Removedget_well_being_summary
- Addedincidents.list
- Removedlist_recent_incidents
- Removedlist_repositories
- Removedlist_team_members
- Removedlist_teams
- Removedlist_top_contributors
- Addedorg.health
- Addedorg.wellbeing
- Addedpr.at_risk
- Addedpr.open
- Addedpr.summary
- Addedrepos.get
- Addedrepos.list
- Addedrisk.score
- Removedscore_pr_for_deploy_risk
- Addedteams.get
- Addedteams.list
- Addedteams.members
20 tool updatesMar 31, 2026
- First observedget_ai_adoption_summary
- First observedget_ai_adoption_trend
- First observedget_at_risk_prs
- First observedget_coverage_summary
- First observedget_developer
- First observedget_dora_summary
- First observedget_dora_trend
- First observedget_open_prs
- First observedget_org_health
- First observedget_pr_summary
- First observedget_repository
- First observedget_team
- First observedget_well_being_summary
- First observedlist_recent_incidents
- First observedlist_repositories
- First observedlist_team_members
- First observedlist_teams
- First observedlist_top_contributors
- First observedscore_pr_for_deploy_risk
- First observedsearch

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