MCP Servers

C

config

rog0x

JSON, YAML, TOML, INI config tools for AI agents

C

crypto

rog0x

Hash, encode, UUID, password analysis for AI agents

D

dep

rog0x

License check, outdated deps, security for AI agents

D

docs

rog0x

JSDoc, README, changelog generation for AI agents

E

env

rog0x

Dotenv parser, ports, system info for AI agents

F

file

rog0x

Dir tree, file stats, duplicates, LOC for AI agents

I

i18n

rog0x

Locale detect, translations, plurals for AI agents

I

image

rog0x

Image metadata, favicon, OG image for AI agents

J

json

rog0x

JSON/YAML/CSV validate, diff, transform for AI agents

L

lint

rog0x

Style check, naming, complexity analysis for AI agents

N

npm

rog0x

npm package search, audit, bundle analysis for AI agents

P

perf

rog0x

Benchmark, memory, Big O analysis for AI agents

R

regex

rog0x

Regex test, explain, replace patterns for AI agents

S

schema

rog0x

JSON Schema, TypeScript types, mocks for AI agents

S

string

rog0x

String analyzer, diff, templates for AI agents

T

time

rog0x

Timezone, dates, cron, timestamps for AI agents

W

webhook

rog0x

Send, validate, debug webhooks for AI agents

R

rendercheck

rogermsc

Check generated audio, video and stills for defects. Returns a verdict, not more media

M

mcp-ml-lab

rohithraju-ops

Run end-to-end ML experiments from natural language (XGBoost, LightGBM, Optuna)

A

AI Price Index

RoninForge

Read-only, zero-key MCP server for point-in-time AI model API prices. Open data, CC BY 4.0

R

roo-code-custom-mode-editor-mcp-server

raymondlowe

An MCP server that knows how to edit the Roo Code custom modes file

D

Dendro React

RooneyTech

React codebase semantics for AI agents, with a VS Code visualizer you both share. Free, local

R

rosh-mcp

rosh-studio

Create interactive web apps, games, and 3D scenes using Rosh, a plain-English language

R

RouteKit - Route Optimization API for Brazil

luisbretasjr

Route optimization API for Brazil. Calculate driving routes, distance matrices, and optimize multi-stop deliveries with real road network data. Free tier: 50 calls/month.

R

Routing Number Lookup — ABA/ACH Bank Routing Validation

easysolutions906

Look up and validate US bank routing numbers. ABA checksum validation, search by bank name or state. Used by payroll, ACH, and payment platforms

I

Ikenga iyke (control bridge)

Royalti-io

Drive a running Ikenga desktop app from MCP clients: DOM, click, type, navigate, screenshot

R

rqwstr

Kjopstad-IT

AI-native HTTP security testing toolkit (MCP server): 17 HTTP tools giving an AI agent low-level control over HTTP/1.1 and HTTP/2 (raw framing, connection pinning, intruder, race, OOB, chains) on its own Go engine. Free tier; docs at rqwstr.com.

L

Layero

layero.ru

Deploy and operate sites on Layero — hosting with build servers in Russia: domains, env, Data API

D

devicecloud

RubenGlez

Triage failing DeviceCloud Maestro test runs: fail reasons, screenshots, flaky-flow analytics

R

Rubyhash

builtbyproxy

MCP server that diffs Ruby hashes for AI coding agents. Paste failing Minitest/RSpec output and get exactly what changed: added, removed, and changed keys with type-change detection. Runs 100% locally, nothing uploaded. From rubyhash.dev

A

agent-eval

RudrenduPaul

Statistical regression testing for LLM agents: p-value, effect size, and CI on behavior change

A

agent-observability

RudrenduPaul

AI agent observability with deterministic record/replay for debugging agent failures

A

agenticworkspace

RudrenduPaul

Wraps the AgenticWorkspace CLI as a single generic MCP tool for repo workspace scans

D

deskcert

RudrenduPaul

Evaluates whether an AI agent is safe to operate internal web apps via an MCP run_suite tool

G

graphkeeper

RudrenduPaul

Mines git history for file co-change patterns into a queryable knowledge graph via MCP

I

inferbench

RudrenduPaul

Benchmarks local LLM inference speed (tokens/sec) on your own hardware via MCP tools

S

slop-eval

RudrenduPaul

Wraps the slop-eval CLI as a single generic MCP tool for genericness scoring of AI UI output

T

taskswarm

RudrenduPaul

Wraps the taskswarm CLI as a single generic MCP tool for multi-agent task coordination

T

tokentrust

RudrenduPaul

Verifies token/cost savings claimed by AI context-reduction proxies via MCP tools

T

truthroute

RudrenduPaul

Sends the same prompt to multiple LLM providers in parallel and returns a divergence score via MCP

R

Rule Reviewer

huahuayu

No description yet

R

Runcrucible Mcp

runcrucible

Run tests directly from Claude, Cursor, or Windsurf. Detects Jest, Vitest, pytest, Mocha automatically

R

Runhooks

runhooks

Schedule and manage recurring and one-off HTTP jobs on Runhooks from your AI agent

S

Simple Rust MCP Server

drewstaylor

Basic MCP server example using rmcp crate (requires rustup nightly)

R

rust-mcp-tutorial

savacan

Trial of MCP server in Rust

A

Agent Bits

rwaldman

Machine-readable utilities and datasets for AI agents

S

Sheriff

ryansmith4

MCP server for fixing static analysis issues from SARIF reports with AI agents

H

HardwareMCP

saadvz

Find MCP servers for ESP32, Arduino, 3D printers, Home Assistant, cameras and other hardware

S

SAAGA MCP Servers

SAGAAIDEV

No description yet

M

mcpforge

saagpatel

Generate complete, tested FastMCP 3.x MCP servers from one plain-English sentence

O

operant-mcp

saagpatel

Read-only MCP server for the OPERANT AI operating-agent calibration benchmark

J

junai Pipeline MCP

saajunaid

Agentic pipeline orchestration MCP server for AI-driven development workflows

M

mergelock

sadayamuthu

Finds merge conflicts git can't see between branches: changed signatures vs new callers

A

Agent Crawl Readiness

sadri-dridi

Bounded crawl-readiness check for agent access: robots.txt, sitemap.xml, llms.txt, homepage

A

Agent Ready Website Check

sadri-dridi

Check whether a website is readable by AI agents: robots, llms.txt, sitemap, HTML. Bounded

A

Agent Visibility Check

sadri-dridi

Is this website visible to AI agents? Robots, llms.txt, sitemap, extraction, then placement

H

HTTP Status

sadri-dridi

Short catalog of common HTTP status codes

I

IANA Zones

sadri-dridi

Common IANA timezone names for clock calls

J

JSON Check

sadri-dridi

Check whether text is valid JSON. The body is discarded

L

llms.txt Readiness

sadri-dridi

Does a site publish llms.txt, robots permissions and a sitemap agents can use? Bounded check.