MCP servers by MukundaKatta

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

★ 1updated 2 months ago

io.github.MukundaKatta/agentfit

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

io.github.MukundaKatta/agentguard

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

io.github.MukundaKatta/agentvet

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

Mcpcheck

Correctness checks for MCP servers — prompt-injection lint, contract drift, over-broad tools, dishonest annotations. Never calls a tool.

io.github.MukundaKatta/streamparse

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

io.github.MukundaKatta/agentsnap

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

io.github.MukundaKatta/citecite-mcp

Inject, parse, and strip [N] citation markers in RAG outputs.

Agent Stack

Curated registry of 50+ infrastructure tools purpose-built for production AI agents — evals, memory, orchestration, communication, observability.

★ 6updated 4 months ago

Tool Server Template

A small, dependency-free Python template for building Model Context Protocol (MCP) servers.

Claude Workspace

🧠 Production-ready Claude Code workspace — 13 skills, 8 agents, 11 slash commands & 10 hooks for React/TypeScript frontend teams. One-command install.

Agenttrace

Cost and latency tracking for AI agent runs. Wraps your LLM call, returns a per-step + per-run breakdown.

★ 1updated 2 months ago

AI Problem Packages

Ten zero-dependency npm packages for recurring AI engineering problems

Pulse

A small, dependency-free Node.js CLI that watches a fleet of MCP (Model Context Protocol) servers and reports health, latency, and uptime.

Toolkit

A lightweight Python framework for building Model Context Protocol (MCP) servers with simple decorators. Build production-ready MCP servers in minutes.

★ 1updated 7 months ago

Toolkit

Developer toolkit for building Model Context Protocol servers and clients

MCPForge

MCPForge — Build, test, and deploy Model Context Protocol servers in minutes. Scaffolding, hot-reload dev server, and registry ublishing for the MCP ecosystem.

Bedrock Ops MCP

MCP server: AWS Bedrock model capability lookup, feature pre-check, and PII-safe response redaction. Wraps bedrock-ops.

Mime MCP

MCP server: look up MIME content types from file extensions and vice versa.

Case MCP

MCP server: convert strings between camelCase, snake_case, kebab-case, PascalCase, and more.

Timezone MCP

MCP server for IANA time zone conversion and date-boundary reporting

Escape MCP

MCP server: escape strings for safe use inside regex, shell, SQL, JSON, or HTML.

Basenum MCP

MCP server: convert numbers between binary, octal, decimal, hex, and arbitrary bases.

Dotenv MCP

MCP server: parse and serialize .env files.

Dice MCP

Claude MCP for die rolling

Yaml MCP

Allow LLMs to browse and view YAML files without blowing context window

License MCP

MCP server: look up SPDX license identifiers, names, and OSI status.

Base64 MCP

MCP server: encode/decode text in base64, base64url, hex, and percent-encoding.

Semver MCP

MCP server: parse, compare, increment, and satisfy SemVer ranges.

Range MCP

MCP server: generate numeric ranges (Python-style: start, stop, step).

Roman MCP

MCP server: convert between Arabic numerals and Roman numerals (1-3999).

Xml MCP

MCP server: convert between XML and JSON. Attribute-aware, CDATA-safe.

Stats MCP

MCP server: descriptive statistics over a numeric array.

AgentBudget

Token + dollar budget caps for AI agents — throws when an LLM call would push past the ceiling. Zero deps, drop into any provider SDK.

Stack Validate Action

GitHub Action: one-stop CI gate that runs the @mukundakatta agent stack (agentfit, agentguard, agentsnap, agentvet, agentcast).

Agentvet Action

GitHub Action that lints LLM tool definitions (Anthropic / OpenAI / MCP shapes). Wraps @mukundakatta/agentvet.

Mcpcheck Py

Lint MCP config files. Python port of @mukundakatta/mcpcheck.

updated 4 months ago

Pluralize MCP

MCP server: convert English words between singular and plural.

Jsonpath MCP

MCP server: query a JSON value with JSONPath.

Shlex MCP

MCP server: split shell-style command strings into argv (POSIX rules).

Timestamp MCP

MCP server: parse, format, and convert timestamps and date strings.

Kana MCP

MCP server: convert Japanese between romaji, hiragana, and katakana.

Bcrypt MCP

MCP server: hash and verify passwords with bcrypt.

Agentcast

Structured output for any LLM call — validate, retry with feedback, return typed data or throw. Zero deps. Sibling to agentsnap + agentguard.

Agentsnap Action

GitHub Action for AI agent tool-call snapshot tests. Diffs current traces against baselines, posts PR comments on drift. Wraps @mukundakatta/agentsnap.