128 deterministic tools for your AI: logs, tests, SQL, diagrams, SPARQL. Local, no network.
Free
4 servers across developer tools & repos, analytics & monitoring, security & testing and data science & ml. The largest is Jarroba Tools.
Developer Tools & Repos · Analytics & Monitoring · Security & Testing · Data Science & ML
4
servers published
4 categories
7k
downloads
counted by the registries
0
followers
told when a release lands
4 of 4
security-scanned
servers with a scan grade
4 MCP servers, most downloaded first. 4 of 4 are free to start.
Lets your AI read a CI log far too big for its context. 11 tools, takes a file path.
Free
Audits tests instead of writing them: what each one really asserts. 4 tools, local.
Free
Maths a model gets wrong: units with dimensional checking, equations, sheets. 5 tools, local.
Free
Authentication
0 of 4 use OAuth
The rest either hold an API key issued by the publisher or ask for nothing.
Support
Community publisher
Listed without a verification tick. Read the listing before installing.