The library

musea-mcp-server · When you have a Vue design system and want LLM-driven component analysis, variant generation, and token lookup without leaving the MCP interface.

pl-mcp-server · When you need agents to control a Platforma Desktop project directly (click, type, screenshot) rather than just calling APIs.

docusaurus-plugin-mcp-server · When your docs are in Docusaurus and you want agents to search them with a plugin that's built-in to your static site.

docs-mcp-server · When you want version-specific, always-fresh documentation lookups across npm, PyPI, GitHub, and local files in a single tool.

mcp-server · When you hop between Claude Code, Cursor, and Windsurf and want shared session context (decisions, blockers, work summary) everywhere.

cariot-mcp-server · When you're querying Cariot IoT devices and want a simple REST API bridge in MCP form with per-request authentication.

compress-tokens · When you need to compress webpages to clean markdown for LLM context windows and want to save tokens on long articles.

mcp · When you want instant, proof-backed security findings in your IDE or CI without noise and prefer deterministic rules to ML models.

mcp-server · When you need to resolve complex global meeting times, find overlaps, and handle DST correctly across participant time zones.

lara-mcp · Professional document translation with industry-specific terminology and memory support.

nodemw-mcp-server · Reading and editing wiki content across Wikipedia and custom MediaWiki instances.

gemini-mcp-tool · Analyzing large codebases and files using Google Gemini's massive token window.

mcp-server · Debugging production incidents by accessing real observability data from Last9.

configure-mcp-server · Configuring AI agents to access enterprise search via Glean's MCP servers.

doit-mcp-server · Monitoring cloud costs and detecting infrastructure anomalies across multiple clouds.

mcp-server-airbnb · Searching and analyzing Airbnb listings with location and price filtering.

admina-mcp-server · Managing device inventory, employee identities, and IT asset metadata.

efficient-gitlab-mcp-server · Progressive-disclosure access to GitLab projects with read/write capabilities.

tiny-stdio-mcp-server · Building minimal MCP servers with typed tools and rich content helpers.

mcp-server · Real-time monitoring of trading positions and signals in financial systems.

mcp-server · Accessing cryptocurrency exchange data and DeFi platform information.

ai-mcp-server · Managing member records and CRM data through MemberJunction integration.

notion-mcp-server · Reading and updating Notion database entries from AI agents programmatically.

phrase-mcp-server · Professional document translation with industry-specific terminology and memory support.

mcp-server · On-demand GPU clusters for AI inference or fine-tuning without Kubernetes complexity.

mcp · Bridge MCP servers into developer CLIs with automatic argument coercion and caching.

context-awesome · Agents needing high-quality vetted resource recommendations instead of general web search.

mcp-server · Product analytics teams exploring user event data via SQL without raw database access.

bps-mcp-server · Indonesian government analysis agents requiring official statistics with semantic intent routing.

redash-mcp · BI teams running saved Redash queries from agent workflows with full CRUD on queries.

on-chain-data · Crypto agents needing multi-chain blockchain intelligence via REST or MCP transport.

echo3s-mcp · Multimedia agents converting multilingual documents into narrated content with per-character voice actors.

czech-vat-mcp · Business compliance agents verifying Czech company registration and VAT status.

pr · One-command workflow to atomically format, stage, and push a PR without manual git steps.

km · Switching cognitive modes (e.g., from coding to research) without losing session continuity.

Q · MCP-first code intelligence queries when you need call/def/ref across the whole codebase without manual grep.

qa · Verifying semantic and regex search implementations work correctly across all file types and languages without blocking or pagination bugs.

cr · Catching language-specific bugs and design issues before commit by applying both project-local and generic review profiles to changed code.

ci · Testing a Haskell-to-Rocq compiler change locally before pushing by running the exact GitHub Actions workflow steps without Docker.

do · Managing multi-wave work streams where wave-dependent model routing and context-aware task selection accelerate delivery over manual task picking.

av · Programmatically launching and controlling multiple AI agent sessions without TUI overhead when orchestrating batch work or CI/CD-driven agent tasks.

pr · Separating code review (clean diff) from planning artifact archiving, allowing reviewers to focus on implementation while preserving design rationale as write-once history.

rlm · Deep codebase analysis on large repositories requiring multi-level reasoning without manual context pruning, routing models and tool access by depth/effort.

db · Quick ad-hoc database queries during development when Docker Compose is the deployment model and CLI access is faster than GUI tools.

ox · Maintaining team coding standards and recording agent execution traces when working in a SageOx-enabled team project.

qf · Gate code commits and PRs by enforcing type safety, linting, and RDO-specific conventions (database, auth, MUI Grid v2) before review.

fi · Marking a sprint or phase complete by bundling build verification, documentation updates, dialog export, and git history into a single protocol.

ui · Browsing and managing Claude Code dialogs in a browser interface when command-line export is insufficient or team collaboration is needed.

es · Grounding agent fact-checking in explicit evidence standards when making claims, combining project-agnostic and project-specific validation rules.

up · Synchronizing new project or environment preferences across all AI tools (Claude, Codex, Gemini, Cursor) in a single command.