Servers by @MukundaKatta

All 6 servers published to the MCP Registry under the io.github.MukundaKatta namespace.

6 servers

@MukundaKatta / Other & General

Snapshot tests for AI tool-call traces: diff, validate, and catch silent regressions.

@MukundaKatta / Communication & Email

Token-aware message truncation: fit a chat history into your model's context budget.

@MukundaKatta / AI Models & Agents

Network-egress firewall for agent tools: check URLs against a declarative policy.

@MukundaKatta / AI Models & Agents

Parse partial / truncated / messy JSON for LLM tool calls and structured outputs.

@MukundaKatta / AI Models & Agents

Validate tool-call args before execution. Returns LLM-friendly retry hints.

@MukundaKatta / AI Models & Agents

Structured-output enforcer: extract and validate JSON from messy LLM text.