MCP Servers
MCP servers connect AI agents to services such as databases, search and communication tools.
✓ Official
36 publishersSelect a publisher to filter the entries listed on Labsco.
modelcontextprotocol17 servers
google2 servers
googleapis2 servers
microsoft8 servers
azure3 servers
github2 servers
awslabs9 servers
bytedance1 server
stripe2 servers
cloudflare3 servers
vercel1 server
figma1 server
makenotion1 server
atlassian1 server
supabase1 server
redis2 servers
elastic1 server
jetbrains1 server
ibm2 servers
getsentry4 servers
grafana2 servers
hashicorp1 server
brave1 server
firebase1 server
browserbase1 server
apify1 server
firecrawl1 server
mendableai1 server
clickhouse1 server
neondatabase1 server
upstash2 servers
qdrant2 servers
resend1 server
e2b-dev1 server
exa-labs1 server
mastra-ai1 serverCode Review & Docs
130 MCP serversAutodocument
★ 6Automatically generates documentation for code repositories by analyzing directory structures and code files using the OpenRouter API.
Claude Code Guardian
★ 6AI-Safe Code Analysis with 113+ MCP tools for guard validation, memory, workflow, and testing.
SonarCloud
★ 4Fetch SonarCloud issues related to pull requests.
Micronaut Fun
★ 4It 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
TypeScript MCP Server
★ 3TypeScript MCP server for AI-powered refactoring. Rename symbols, extract functions, move declarations, inline variables, find references, and fix diagnostics — strictly via the native tsserver
Workspace-Qdrant-MCP
★ 3Code knowledge and metadata with live update, knowledge library, semantic and vector searches
AI Pair Programmer (Ruby)
★ 3AI-powered tools for code review, brainstorming, performance analysis, and security review in Ruby.
Fossick
★ 3Search all of GitHub from your AI agent — find libraries, drill into repos, find code patterns.
Codebase MCP Server
★ 3A server for secure and efficient codebase analysis.
Ilograph MCP Server
★ 3Create and validate Ilograph diagrams with access to documentation and guidance.
JVM Source Lens
★ 3Resolves 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.
Biel.ai MCP Server
★ 3Connect AI tools like Cursor and VS Code to your product documentation using the Biel.ai platform.
BumpGuard
★ 2BumpGuard 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.
WordPress Docs
★ 2Access WordPress documentation and development tools.
ndlovu-code-reviewer
★ 2Manual 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 ;)
Code Scanner Server
★ 2Scans code files for definitions, respects .gitignore, and outputs in LLM-friendly formats like XML or Markdown.
FixGraph MCP Server
★ 2Search verified engineering fixes by error message or technology. Step-by-step solutions with trust scores, built for developers and AI agents.
kemdiCode MCP
★ 2kemdiCode 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.
DevBrain
★ 2Finds relevant code snippets, developer articles, and blog posts based on your queries.
Constellation
★ 2Code Intelligence Platform for AI Coding Assistants
OpenGrok Go MCP
★ 1Source-code intelligence for agents, powered by OpenGrok and Go.
Aptos MCP Server
★ 1Interact with Aptos documentation and create full-stack Aptos blockchain applications.
mcbedrock-mcp
★ 0Gives your AI assistants access to Minecraft Bedrock Edition scripting and addon documentation.
Repomix
★ 0Packs code repositories into a single, AI-friendly file using the repomix tool.
GitLab MR & Confluence Linker
★ 0Analyzes GitLab merge requests and links them to Confluence documentation.
Refactory
★ 0Hybrid decomp tool — AI decides WHERE to split your monolith, deterministic engine COPIES the code. Minimize tokens, maximize syntax validity.
Onyx MCP Server
★ 0Search and query Onyx programming language documentation and GitHub code examples.
bulhufas
★ 0MCP server that ingests project docs once and lets Claude search by meaning instead of reading everything — saving tokens on large codebases
GenSpec MCP Server
★ 0Converts a USER-STORIES.md file into README, ROADMAP, and SYSTEM-ARCHITECTURE documents for the GenSpec workflow.
CodeBase Optimizer
★ 0Analyzes, optimizes, and detects duplicates in codebases for Claude Code.