LabscoMCP early access ↗

MCP Servers

MCP servers connect AI agents to services such as databases, search and communication tools.

✓ Official

36 publishers

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Code Review & Docs

130 MCP servers
PARS-DOE avatar

Autodocument

★ 6

Automatically generates documentation for code repositories by analyzing directory structures and code files using the OpenRouter API.

Access detailsSetup details
phuongrealmax avatar

Claude Code Guardian

★ 6

AI-Safe Code Analysis with 113+ MCP tools for guard validation, memory, workflow, and testing.

FreeSetup details
dozzman avatar

SonarCloud

★ 4

Fetch SonarCloud issues related to pull requests.

Access detailsSetup details
micronaut-projects avatar

Micronaut Fun

★ 4

It exposes Micronaut framework documentation and guides as MCP resources, it offers tools to search the docs and prompts to help you write tests and perform tasks in an idiomatic way

FreeInstallation
AndyLiner13 avatar

TypeScript MCP Server

★ 3

TypeScript MCP server for AI-powered refactoring. Rename symbols, extract functions, move declarations, inline variables, find references, and fix diagnostics — strictly via the native tsserver

FreeSetup details
ChrisGVE avatar

Workspace-Qdrant-MCP

★ 3

Code knowledge and metadata with live update, knowledge library, semantic and vector searches

FreeSetup details
K4sku avatar

AI Pair Programmer (Ruby)

★ 3

AI-powered tools for code review, brainstorming, performance analysis, and security review in Ruby.

FreeInstallation
Lipdog avatar

Fossick

★ 3

Search all of GitHub from your AI agent — find libraries, drill into repos, find code patterns.

FreeInstallation
MyunghoBae avatar

Codebase MCP Server

★ 3

A server for secure and efficient codebase analysis.

FreeInstallation
QuincyMillerDev avatar

Ilograph MCP Server

★ 3

Create and validate Ilograph diagrams with access to documentation and guidance.

FreeInstallation
Sintexer avatar

JVM Source Lens

★ 3

Resolves your Gradle project’s real classpath and returns Java source, method signatures, and class structure for any dependency class—using the version your build actually uses, not random files from ~/.gradle/caches.

FreeSetup details
TechDocsStudio avatar

Biel.ai MCP Server

★ 3

Connect AI tools like Cursor and VS Code to your product documentation using the Biel.ai platform.

FreeSetup details
appcreationsca avatar

BumpGuard

★ 2

BumpGuard is an MCP server for pre-flight dependency-upgrade analysis: before you bump a dependency, it reports which of your usages break, with line numbers, severity, and fix hints. It also verifies AI-written code against installed APIs to catch hallucinations. Static analysis only — never executes third-party code. Python + .NET.

FreeSetup details
freibergergarcia avatar

WordPress Docs

★ 2

Access WordPress documentation and development tools.

FreeSetup details
shaunie2fly avatar

ndlovu-code-reviewer

★ 2

Manual code reviews are time-consuming and often miss the opportunity to combine static analysis with contextual, human-friendly feedback. This project was created to experiment with MCP tooling that gives AI assistants access to a purpose-built reviewer. Uses the Gemini cli application to process the reviews at this time and linting only for typescript/javascript apps at the moment. Will add API based calls to LLM's in the future and expand linting abilities. It's also cheaper than using coderabbit ;)

FreeSetup details
Ixe1 avatar

Code Scanner Server

★ 2

Scans code files for definitions, respects .gitignore, and outputs in LLM-friendly formats like XML or Markdown.

FreeSetup details
jawdat6 avatar

FixGraph MCP Server

★ 2

Search verified engineering fixes by error message or technology. Step-by-step solutions with trust scores, built for developers and AI agents.

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kemdi-pl avatar

kemdiCode MCP

★ 2

kemdiCode MCP is a Model Context Protocol server that gives AI agents and IDE assistants access to 124 specialized tools for code analysis, generation, git operations, file management, AST-aware editing, project memory, cognition & self-improvement, multi-board kanban, and multi-agent coordination.

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mimeCam avatar

DevBrain

★ 2

Finds relevant code snippets, developer articles, and blog posts based on your queries.

FreeInstallation
ShiftinBits avatar

Constellation

★ 2

Code Intelligence Platform for AI Coding Assistants

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rokasklive avatar

OpenGrok Go MCP

★ 1

Source-code intelligence for agents, powered by OpenGrok and Go.

FreeInstallation
Tlazypanda avatar

Aptos MCP Server

★ 1

Interact with Aptos documentation and create full-stack Aptos blockchain applications.

FreeInstallation
AbhayMalav avatar

mcbedrock-mcp

★ 0

Gives your AI assistants access to Minecraft Bedrock Edition scripting and addon documentation.

FreeInstallation
Aeolun avatar

Repomix

★ 0

Packs code repositories into a single, AI-friendly file using the repomix tool.

FreeInstallation
CodeByWaqas avatar

GitLab MR & Confluence Linker

★ 0

Analyzes GitLab merge requests and links them to Confluence documentation.

FreeSetup details
codedrop-codes avatar

Refactory

★ 0

Hybrid decomp tool — AI decides WHERE to split your monolith, deterministic engine COPIES the code. Minimize tokens, maximize syntax validity.

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elias-michaias avatar

Onyx MCP Server

★ 0

Search and query Onyx programming language documentation and GitHub code examples.

FreeSetup details
HugoluizMTB avatar

bulhufas

★ 0

MCP server that ingests project docs once and lets Claude search by meaning instead of reading everything — saving tokens on large codebases

FreeSetup details
iamhenry avatar

GenSpec MCP Server

★ 0

Converts a USER-STORIES.md file into README, ROADMAP, and SYSTEM-ARCHITECTURE documents for the GenSpec workflow.

FreeSetup details
liadgez avatar

CodeBase Optimizer

★ 0

Analyzes, optimizes, and detects duplicates in codebases for Claude Code.

FreeInstallation
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