MCP server category
Developer tools MCP servers: comparison and full list
The Developer tools category lists 475 open-source MCP servers, checked on GitHub. The best scored on our grid are Radar Kubernetes MCP Server, Repowise, and Jscpd. 71% received a commit in the last three months.
475servers
71 %active (3 months)
45official
59stars (median)
What Developer tools MCP servers are for
Developer tool MCP servers connect an AI agent to functions used to design, inspect, and monitor software. Their scope may include interface components, repository knowledge, or application usage data. This category serves developers, quality teams, and technical leads working with those tools. Storybook helps agents write and test stories for UI components. Codebase Memory indexes a repository into a persistent local knowledge graph. PostHog MCP Server provides interaction with analytics, feature flags, and error tracking. You might ask: “Prepare stories for this component and check the described states.” The relevant server depends on the specific development task and supported integration.
Example uses:
- Write Storybook stories that show a component’s states and help your team inspect its expected behavior.
- Review frontend code and accessible pages against the rules exposed by a compatible development review tool.
- Explore relationships in an indexed repository to understand calls affected by a proposed software change.
- Inspect available application errors and usage data to prepare a focused investigation into a product issue.
The category in figures
Of the 475 servers in the category (15% of the directory), 45 are official vendor implementations, 87% declare a licence, 72 offer a remote server and 70 need at least one API key or token according to the MCP registry. The median repository has 59 stars.
All Developer tools MCP servers
Click a header to sort. Score out of 100: adoption, maintenance and framework (licence, registry, official status); risk: system access, secrets, licence, abandonment.
| Server | Stars | Last commit | Licence | Risk | Score |
|---|---|---|---|---|---|
| Storybook Helps agents write and test Storybook stories for UI components. | 91,363 | Oct 24, 2026 | MIT | low | 85 |
| Front End Checklist Review frontend code and live pages against 386 quality-gated web development rules. | 74,560 | Oct 6, 2026 | MIT | low | 85 |
| Tldraw Draw and visually collaborate with your agents on tldraw's canvas. | 51,069 | Oct 24, 2026 | — | moderate | 75 |
| Codebase Memory Indexes a repo into a persistent local knowledge graph of functions, classes, call chains, HTTP routes and cross-service links, using tree-s | 47,396 | Oct 24, 2026 | MIT | low | 90 |
| CCXT Official CCXT MCP server - Market data and trading across 100+ exchanges and prediction markets | 44,546 | Oct 24, 2026 | MIT | low | 85 |
| PostHog MCP Server ◆ Interact with PostHog analytics, feature flags, error tracking and more. | 40,410 | Oct 24, 2026 | — | moderate | 90 |
| Claude task master Task management for AI-driven development: PRD parsing, task expansion, multi-provider support and selective tool loading to save context. | 28,270 | Apr 28, 2026 | — | moderate | 63 |
| Agent Skills Search Server Search and discover Agent Skills from the skills.sh registry. Powered by HAPI MCP server. | 26,559 | Aug 9, 2026 | Apache-2.0 | low | 86 |
| Keploy End-to-end API testing — generate and run tests from OpenAPI, curl, Postman, or real user traffic. | 18,728 | Oct 24, 2026 | Apache-2.0 | low | 85 |
| Figma Context MCP Gives coding agents direct access to Figma data to implement designs in one shot. | 16,062 | Oct 24, 2026 | MIT | moderate | 90 |
| Apify MCP server Extract data from any website with thousands of scrapers, crawlers, and automations on Apify Store ⚡ | 12,947 | Oct 24, 2026 | MIT | low | 91 |
| Mobile MCP Android and iOS app and device automation, development and app scraping on simulators, emulators and physical devices. | 9,948 | Oct 18, 2026 | Apache-2.0 | low | 90 |
| Git MCP Generic remote server that provides documentation for any GitHub repository or project. | 8,486 | May 8, 2026 | Apache-2.0 | low | 72 |
| Repowise Codebase intelligence: indexes a repo into a dependency graph, git history, defect-risk code health, generated docs and architectural decisi | 7,893 | Oct 24, 2026 | AGPL-3.0 | low | 95 |
| Sui Knowledge Base (kapa.ai) Semantic search across Sui documentation and knowledge sources, powered by kapa.ai | 7,784 | Oct 24, 2026 | Apache-2.0 | low | 84 |
| Jscpd ◆ Duplicate code detection with jscpd: check snippets and files for copy/paste duplication against a scanned project before committing. | 6,446 | Oct 24, 2026 | MIT | low | 93 |
| Magic MCP Create UI components inspired by 21st.dev design engineers. | 6,231 | Sep 9, 2026 | ISC | low | 78 |
| Agent device MCP server for mobile app automation: verify, control, and debug iOS, Android, TV, and desktop apps | 5,131 | Oct 24, 2026 | MIT | low | 82 |
| Excel MCP Server Excel workbook creation, data operations, formatting, charts, pivot tables and formulas. | 4,259 | Oct 21, 2026 | MIT | low | 86 |
| Radar Kubernetes MCP Server ◆ Query Kubernetes cluster topology, resources, events, logs and Helm/GitOps state across clusters via Radar, a Kubernetes visibility tool. | 3,906 | Oct 24, 2026 | Apache-2.0 | low | 96 |
| Sem Entity-level code intelligence: semantic diff, impact analysis, blame, and context for AI agents | 3,422 | Oct 24, 2026 | Apache-2.0 | low | 80 |
| Omnara Deploy durable AI agents with Omnara, an open-source managed-agent platform. | 3,222 | Oct 24, 2026 | Apache-2.0 | low | 86 |
| Shadcn ui MCP server Access shadcn/ui v4 components, blocks, demos and metadata. | 3,069 | Oct 3, 2026 | MIT | low | 80 |
| EdgarTools Open-source SEC EDGAR toolkit — 13 tools, 7 prompts, every filing type. No API key required. | 2,814 | Oct 24, 2026 | MIT | low | 79 |
| JCodemunch MCP Retrieves code by symbol via tree-sitter. 96.2% fewer tokens per lookup than grep-and-read. | 2,804 | Oct 24, 2026 | — | moderate | 69 |
| Korean Law MCP Korean law: statutes, precedents, ordinances, treaties and citation verification (법제처 API). | 2,774 | Oct 24, 2026 | MIT | low | 79 |
| Ios simulator MCP Interact with iOS simulators: get simulator information, control UI interactions and inspect UI elements. | 2,195 | Oct 23, 2026 | MIT | low | 78 |
| Solana MCP by Vybe Solana MCP developer toolkit: wallets, trades, markets, PnL, transfers, onchain, swaps & API tools. | 2,176 | Oct 23, 2026 | — | moderate | 68 |
| MCP shrimp task manager Task management for coding agents with task memory, self-reflection and dependency management. | 2,149 | Aug 21, 2025 | MIT | moderate | 50 |
| MCP language server Navigate codebases with language server tools: go to definition, find references, rename and diagnostics. | 1,611 | Mar 1, 2026 | BSD-3-Clause | low | 57 |
| Anime Garden Anime Garden MCP for anime torrent discovery. | 1,375 | Oct 24, 2026 | AGPL-3.0 | low | 82 |
| Sceneview 3D & AR SDK for Android, iOS, Web — API docs, samples, validation, and code generation. | 1,348 | Oct 23, 2026 | Apache-2.0 | low | 76 |
| Monitor Valkey and Redis observability: query real-time metrics, analyze slow commands, detect hot keys and investigate performance issues. | 1,310 | Oct 23, 2026 | — | high | 71 |
| Token savior Structural code intelligence: navigate and edit code by symbol, with dependency graphs, call chains, dead code detection and structural diff | 1,189 | Oct 15, 2026 | MIT | low | 81 |
| Ref tools MCP Provide your AI coding tools with token-efficient access to up-to-date technical documentation for… | 1,183 | Oct 24, 2026 | MIT | moderate | 82 |
| Atlassian Rovo MCP Server Connect to Atlassian Jira, Confluence, Loom, and more to search, create, and manage your work. | 1,121 | Oct 22, 2026 | Apache-2.0 | low | 81 |
| Arc UI React components and blocks with motion. Search docs, props and shadcn install commands. | 968 | Oct 24, 2026 | MIT | low | 81 |
| Openflowkit Architecture diagrams for your agent: draw on the live OpenFlowKit canvas or edit diagram files. | 907 | Oct 22, 2026 | MIT | low | 75 |
| TickDB Market Data Real-time & historical market data: forex, stocks, crypto, indices, metals, K-line, quotes | 890 | Oct 14, 2026 | MIT | low | 74 |
| MCP nixos Information on NixOS packages, system options, Home Manager configurations and nix-darwin macOS settings. | 863 | Sep 5, 2026 | MIT | low | 69 |
| Attestix AI agent identity, signed credentials, delegated authority and governance evidence. | 837 | Oct 23, 2026 | Apache-2.0 | low | 74 |
| MCP Server for Excel Automate the Excel app on Windows: Power Query, DAX, VBA, PivotTables, tables, charts, ranges and formatting. | 834 | Oct 24, 2026 | MIT | low | 79 |
| Next devtools MCP ◆ Next.js runtime diagnostics, route inspection, dev server logs, docs search and upgrade guides for coding agents. | 832 | Sep 15, 2026 | — | moderate | 74 |
| Fetch MCP Fetch JSON, text and HTML data. | 831 | Mar 12, 2026 | MIT | low | 54 |
| MCP server docker Manage Docker containers, images, volumes and networks. | 749 | Aug 7, 2026 | GPL-3.0 | low | 69 |
| Xbbg MCP Local Bloomberg tools for xbbg users. | 707 | Oct 24, 2026 | Apache-2.0 | low | 73 |
| Buoy Let AI agents read and drive a running React Native or Flutter app through Buoy's devtools. | 691 | Oct 23, 2026 | — | moderate | 63 |
| StyleKit MCP server for StyleKit styles, tokens, recipes, lint and repair over stdio or HTTP. | 664 | Oct 24, 2026 | MIT | low | 73 |
| Rustunnel Create and manage public HTTP, TCP and UDP tunnels to local services with custom subdomains, regions and load-balanced pools, managed cloud | 657 | Sep 3, 2026 | AGPL-3.0 | low | 73 |
| OfficeIMO Document Tools Inspect, search, fetch, and convert local documents and mail stores with bounded access. | 633 | Oct 24, 2026 | MIT | low | 73 |
| MCP link Integrate any API with AI agents using its OpenAPI schema. | 625 | Apr 3, 2025 | MIT | moderate | 45 |
| ProxmoxMCP Plus Proxmox VE MCP server for VMs, LXCs, snapshots, backups, storage, and cluster operations. | 615 | Oct 22, 2026 | MIT | moderate | 73 |
| Coolify MCP 46 optimized tools for managing Coolify infrastructure, diagnostics, and docs search | 615 | Oct 20, 2026 | MIT | moderate | 73 |
| Figma use Figma control: create shapes, text and components, and set styles, auto-layout, variables and exports. | 614 | Jul 3, 2026 | MIT | low | 61 |
| MCP pointer Visual DOM element selector for coding agents: a Chrome extension and server bridge to capture page elements with Option+Click. | 597 | Nov 12, 2025 | MIT | low | 53 |
| MCP pandoc Document format conversion using Pandoc: Markdown, HTML, PDF, DOCX, CSV and more. | 584 | Aug 15, 2026 | MIT | low | 68 |
| Farm.js Docs Search and read the Farm.js docs: pages, sections, code examples and config options. | 577 | Oct 24, 2026 | MIT | low | 79 |
| Token optimizer MCP Token optimization through caching and compression, with tools for API optimization, code analysis and real-time monitoring. | 560 | Oct 24, 2026 | MIT | low | 77 |
| Webcomponents react MCP server for UI5 Web Components for React - Developer documentation and API assistance | 543 | Oct 23, 2026 | Apache-2.0 | low | 72 |
| Anytype MCP Official MCP server for Anytype API - your encrypted, local and collaborative wiki. | 537 | Oct 19, 2026 | MIT | moderate | 72 |
| Firefox DevTools MCP Control and debug Firefox: navigate, fill forms, inspect network and console, profile. | 519 | Oct 24, 2026 | — | moderate | 62 |
| Claude debugs for you VS Code extension and MCP server for language-agnostic automatic debugging via breakpoints and expression evaluation. | 514 | Dec 20, 2025 | MIT | low | 52 |
| Octocode Semantic code indexer with a GraphRAG knowledge graph: index a codebase and search it in natural language to understand its architecture. | 513 | Oct 24, 2026 | Apache-2.0 | low | 77 |
| Oracle3 prediction market arbitrage checks Kalshi and Polymarket data, venue fees, no-arbitrage checks and paper execution for AI agents. | 511 | Oct 12, 2026 | Apache-2.0 | low | 72 |
| PartCAD Inspect, render, test and export the parts and assemblies of PartCAD hardware packages | 509 | Oct 24, 2026 | Apache-2.0 | low | 72 |
| Docker MCP Docker container management and operations. | 505 | Dec 14, 2024 | MIT | moderate | 44 |
| Flyto Core Deterministic agent execution engine (browser, file, Docker, data, crypto, scheduling modules) with execution traces, evidence snapshots and | 484 | Oct 23, 2026 | Apache-2.0 | low | 77 |
| Gk cli ◆ GitKraken CLI with an MCP server wrapping GitKraken APIs as well as Jira, GitHub, GitLab and more. | 462 | Oct 16, 2026 | — | moderate | 77 |
| MCP server trello MCP server for Trello boards with rate limiting, type safety, and comprehensive API integration. | 447 | Oct 15, 2026 | MIT | moderate | 72 |
| Droidmind Android device control, debugging, system analysis and UI automation, with a security framework. | 444 | Jan 7, 2026 | Apache-2.0 | low | 51 |
| Context Local-first documentation for AI agents. Offline, instant, private doc retrieval. | 428 | Oct 23, 2026 | Apache-2.0 | low | 71 |
| Finlab ai Quantitative trading toolkit with 900+ data columns, backtesting, and 60+ strategy examples. | 417 | Oct 24, 2026 | — | moderate | 61 |
| Ghost in the Droid Give any LLM agent a real Android or iPhone as its body. 62 MCP tools for mobile automation. | 397 | Aug 13, 2026 | MIT | low | 66 |
| Stock Screener Daily stock screens, RS ratings, market breadth and group rankings for 12 markets. No API keys. | 396 | Oct 24, 2026 | Apache-2.0 | low | 71 |
| Flutter skill AI-powered E2E testing for 10 platforms. 253 MCP tools. Zero test code needed. | 395 | Sep 1, 2026 | MIT | low | 66 |
| Color space Conversions across 221 color spaces, tested against cited sources: CSS strings, gamut, LUTs | 390 | Oct 24, 2026 | CC0-1.0 | low | 71 |
| Xcode MCP server Xcode integration for project management, file operations and build automation. | 386 | Feb 2, 2026 | MIT | low | 51 |
| Jetbrains index MCP plugin JetBrains IDE plugin exposing indexing and refactoring features: rename, safe delete, find references, call and type hierarchy, diagnostics | 366 | Oct 24, 2026 | MIT | low | 71 |
| Mapbox MCP Geospatial intelligence with Mapbox APIs like geocoding, POI search, directions, isochrones, etc. | 363 | Oct 23, 2026 | MIT | moderate | 71 |
| DeepSeek MCP Server (DMontgomery40) Official DeepSeek MCP server for chat, completion, model listing, and balance endpoints. | 359 | Oct 19, 2026 | MIT | moderate | 71 |
| Oxynote Self-hosted team docs with live Prometheus charts. Read, write and query your docs over MCP. | 354 | Oct 24, 2026 | Apache-2.0 | low | 70 |
| MCP Fiscal Brasil Ferramentas fiscais brasileiras: CNPJ, NF-e, IBS/CBS, ICMS, Simples Nacional, NCM/CFOP. Sem API key. | 335 | Oct 23, 2026 | MIT | low | 70 |
| Svelte MCP The official Svelte MCP server providing docs and autofixing tools for Svelte development | 334 | Oct 23, 2026 | MIT | low | 76 |
| Droidline Let an AI agent see and use a real Android phone over Wi-Fi, without ADB or root. | 332 | Oct 11, 2026 | MIT | low | 70 |
| MCP server simulator ios idb Interact with iOS simulators (iPhone, iPad and more) through natural language commands. | 332 | Oct 21, 2026 | Apache-2.0 | low | 70 |
| Postman MCP Server (postmanlabs) Give your AI agents trusted access to the full Postman platform. | 325 | Oct 23, 2026 | Apache-2.0 | moderate | 76 |
| SpotifyScraper Public Spotify metadata, lyrics and podcasts for LLM agents. No API key, read-only. | 322 | Sep 18, 2026 | MIT | moderate | 65 |
| Unifi MCP server An MCP server that leverages official UniFi API | 308 | Oct 24, 2026 | Apache-2.0 | moderate | 70 |
| MCP claude code Implements Claude Code-like capabilities for code understanding, modification and project analysis. | 305 | Aug 29, 2025 | MIT | moderate | 42 |
| FileScopeMCP Identifies important files in a codebase from dependency relationships, with diagrams and importance scores. | 302 | May 10, 2026 | — | moderate | 48 |
| Reddit MCP server Reddit MCP server with full read/write - posts, comments, search, and content creation. | 301 | Oct 17, 2026 | MIT | moderate | 70 |
| Rust docs MCP server Up-to-date documentation for a specific Rust crate via semantic search and LLM summarization. | 299 | Nov 24, 2025 | MIT | low | 50 |
| OrchestKit Docs MCP Read-only MCP server for the OrchestKit docs: full-text search + Markdown fetch. No auth. | 298 | Oct 24, 2026 | MIT | low | 70 |
| Contracts wizard Generate secure smart contracts in multiple languages from OpenZeppelin Wizard templates. | 295 | Oct 23, 2026 | AGPL-3.0 | low | 70 |
| Kolibri Accessible KoliBri web component samples, specs, docs and scenarios. | 288 | Oct 24, 2026 | EUPL-1.2 | low | 70 |
| Alfanous Quranic Search Engine Search and explore the Holy Qur'an with Arabic text, transliteration, and advanced search support. | 286 | Jun 14, 2026 | LGPL-3.0 | low | 58 |
| MCP dev latam DEPRECATED: no live endpoint (AP2 is a spec; ap2.googleapis.com serves no API) | 274 | Sep 27, 2026 | MIT | moderate | 69 |
| PyScrappy Web-scraping toolkit with 22 tools for structured web data as JSON for AI agents. | 263 | Oct 22, 2026 | MIT | moderate | 69 |
| MCP sap docs Fast MCP server for unified SAP docs search (SAPUI5, CAP, OpenUI5, wdi5) with BM25 full-text search | 246 | Oct 23, 2026 | Apache-2.0 | low | 69 |
| Vexor Semantic file and code search by description, with local indexes, AST-aware chunking, optional reranking and API-based or fully offline embe | 246 | Oct 24, 2026 | MIT | moderate | 74 |
| Git MCP server Comprehensive Git MCP server enabling native git tools including clone, commit, worktree, & more. | 242 | Sep 26, 2026 | Apache-2.0 | low | 69 |
| Figma Flutter MCP Gives coding agents Figma data to write Flutter code, including asset exports, widgets and full-screen implementations. | 241 | Feb 27, 2026 | MIT | low | 49 |
| MCP victoriametrics MCP Server for VictoriaMetrics. Provides integration with VictoriaMetrics API and documentation | 240 | Oct 24, 2026 | Apache-2.0 | moderate | 69 |
| Mindmap MCP server (YuChenSSR) Generate interactive mind maps. | 240 | May 20, 2025 | MIT | moderate | 41 |
| Gograph AST-aware repository graph for Go codebases: struct embeds, public API surfaces, SQL queries and error mapping, giving agents context withou | 230 | Oct 10, 2026 | MIT | low | 74 |
| Google Drive MCP Secure access to Google Drive, Docs, Sheets, Slides, and Calendar through MCP. | 230 | Oct 15, 2026 | MIT | moderate | 69 |
| Opik ◆ Use natural language to explore LLM observability, traces, and monitoring data captured by Opik. | 225 | Oct 23, 2026 | Apache-2.0 | moderate | 84 |
| VSCode Devtools Connect to the VS Code IDE and use semantic tools like find usages. | 225 | Mar 27, 2026 | AGPL-3.0 | low | 49 |
| Customermates Native MCP access to CRM contacts, organizations, deals and tasks with user permissions. | 222 | Oct 24, 2026 | — | moderate | 58 |
| MPP32 Payment layer for AI agents. One MCP, five protocols, thousands of paid APIs your agent can call. | 221 | Aug 4, 2026 | MIT | moderate | 63 |
| ITASCA MCP Server MCP server for ITASCA PFC, FLAC3D, 3DEC, MPoint and MassFlow: search docs, run simulations, plot. | 220 | Oct 24, 2026 | MIT | low | 68 |
| Claude mermaid Render Mermaid diagrams with live reload, themes and SVG, PNG or PDF export. | 218 | Oct 22, 2026 | MIT | low | 68 |
| Flameox Bounded local runtime evidence from explicit artifacts and typed direct targets. | 217 | Oct 19, 2026 | MIT | low | 68 |
| Financial Modeling Prep (fmpsdk) Financial Modeling Prep API as MCP tools — quotes, statements, prices, and ~240 endpoints. | 215 | Aug 29, 2026 | BSD-3-Clause | moderate | 63 |
| Embody MCP Server for TouchDesigner 70-tool MCP server for TouchDesigner: build, wire and debug live networks from an AI agent. | 208 | Oct 22, 2026 | MIT | low | 68 |
| MCP abap abap adt api MCP server wrapping abap-adt-api for ABAP ADT development workflows against SAP systems | 205 | Sep 16, 2026 | MIT | moderate | 63 |
| MCP text editor Line-oriented text file editor with partial file access to minimize token usage. | 202 | Sep 12, 2026 | MIT | low | 63 |
| Telnyx node Official TypeScript library for the Telnyx API | 198 | Oct 22, 2026 | MIT | moderate | 68 |
| Trace MCP Framework-aware code intelligence via a cross-language dependency graph: routes, ORM relations, DI trees, impact analysis, call graphs and r | 193 | Oct 24, 2026 | MIT | low | 73 |
| Claude prompts MCP Reusable prompt templates with multi-step chains, quality gates and reasoning frameworks, exportable as native skills for coding agents. | 189 | Oct 24, 2026 | MIT | low | 73 |
| Dash MCP server Search documentation sets in Dash, the macOS API documentation browser. | 188 | Jul 31, 2026 | MIT | low | 68 |
| FirstData Hosted MCP server for finding authoritative primary data sources and official portals. | 185 | Oct 3, 2026 | MIT | low | 68 |
| Charlotte Renders web pages into structured, agent-readable representations using headless Chromium. | 183 | Oct 22, 2026 | MIT | low | 68 |
| SvGrid Checks AI-written SvGrid code against the real API, plus version-pinned Svelte 5 grid docs. | 181 | Oct 23, 2026 | — | moderate | 64 |
| Godot MCP (satelliteoflove) Agent-driven Godot playtesting: editor control, input injection, game-time stepping, live state. | 180 | Oct 2, 2026 | MIT | low | 68 |
| MCP server apache airflow Connect to Apache Airflow. | 180 | Mar 3, 2026 | MIT | low | 48 |
| MCP debugger Step-through debugging for AI agents: breakpoints, stepping and live variables in nine languages | 179 | Oct 24, 2026 | MIT | low | 68 |
| MCP shodan MCP server for Shodan API — device search, IP and domain recon, DNS, and CVE/CPE queries. | 178 | Oct 19, 2026 | MIT | moderate | 68 |
| Bitview Read-only Bitcoin blockchain, mempool, mining, market, and on-chain analytics; no API key. | 177 | Oct 24, 2026 | MIT | low | 67 |
| MCP server langfuse Access and manage LLM application prompts created with Langfuse Prompt Management. | 176 | Feb 16, 2025 | MIT | moderate | 39 |
| Search1API Web search, agentic search, news, page retrieval, sitemaps, and trending topics through Search1API. | 173 | Oct 24, 2026 | — | high | 57 |
| Ai distiller MCP Extracts essential code structure from large codebases into an AI-digestible format so agents write code that correctly uses existing APIs. | 172 | May 25, 2026 | MIT | low | 55 |
| Taskade MCP Taskade projects, tasks and AI agents. Hosted OAuth server or local stdio package. | 170 | Oct 23, 2026 | MIT | moderate | 67 |
| Benzi Compiler-backed code intelligence: calls, data flow, references and class hierarchy as tools. | 170 | Oct 23, 2026 | — | moderate | 63 |
| Hub MCP ◆ Interact with Docker Hub: repositories, search and Docker Hardened Images. | 169 | Oct 14, 2026 | Apache-2.0 | low | 77 |
| Technocore chat Shared rooms and durable notes for agents over plain HTTP: rendezvous, hand-off, coordination. | 166 | Oct 22, 2026 | Apache-2.0 | moderate | 67 |
| Agent lsp Stateful layer over real language servers: persistent sessions keep indexes warm, and speculative execution simulates edits in memory before | 164 | Oct 24, 2026 | MIT | low | 72 |
| Rails AI Context 35 MCP tools give AI agents live Rails schema, routes, models, and conventions. | 164 | Oct 23, 2026 | MIT | low | 67 |
| Miro Official Miro MCP server - Supports context to code and creating diagrams, docs, and data tables. | 163 | Sep 17, 2026 | MIT | low | 62 |
| MCP server atlassian bitbucket Atlassian Bitbucket Cloud: work with repositories, pull requests, workspaces and code. | 163 | Mar 6, 2026 | — | moderate | 37 |
| Opendocswork MCP Rust-native MCP server for Office document processing | 162 | Sep 30, 2026 | GPL-3.0 | low | 67 |
| Arbor The Graph-Native Intelligence Layer for Code. | 162 | Oct 22, 2026 | MIT | low | 67 |
| Pubmed MCP server Search PubMed/Europe PMC, fetch articles and full text (PMC/EPMC/Unpaywall), citations, MeSH terms. | 162 | Oct 23, 2026 | Apache-2.0 | low | 67 |
| Postman MCP server (delano) Interact with the Postman API. | 158 | Feb 11, 2026 | MIT | low | 47 |
| Website downloader Download entire websites using wget, preserving their structure and converting links to work locally. | 157 | Dec 24, 2024 | — | high | 29 |
| Code index Rust code index MCP server, native 1C:Enterprise (BSL) support. 37 tools, AST for 14 languages. | 155 | Oct 24, 2026 | MIT | low | 67 |
| Make Build, run and debug Make automation scenarios. | 151 | Oct 22, 2026 | MIT | low | 67 |
| MCP virustotal MCP server for querying VirusTotal API with comprehensive security analysis tools. | 151 | Oct 23, 2026 | MIT | moderate | 67 |
| Mockd Mock HTTP, GraphQL, gRPC, WebSocket, MQTT, SSE and SOAP APIs with chaos engineering, stateful CRUD, spec imports and deterministic seeded re | 151 | Sep 17, 2026 | Apache-2.0 | low | 73 |
| Financial Modeling Prep MCP Server MCP server for Financial Modeling Prep API with 250+ financial data tools | 150 | Oct 14, 2026 | Apache-2.0 | moderate | 67 |
| Ontology Atlas Read and write one codebase ontology kept as Markdown in the repository. | 142 | Oct 24, 2026 | MIT | low | 67 |
| Webflow MCP AI-powered design and management for Webflow Sites | 140 | Oct 6, 2026 | MIT | low | 72 |
| Eval view Regression testing for AI agents: save golden baselines, detect behavioral drift and block regressions in CI. | 140 | Oct 16, 2026 | Apache-2.0 | moderate | 71 |
| Pare Structured build tool output (tsc, generic commands) as typed JSON diagnostics. | 139 | Oct 20, 2026 | MIT | low | 66 |
| Pump SDK MCP Server Build extend and maintain pump - Token creation buying selling migration fee collection | 138 | Oct 18, 2026 | — | moderate | 56 |
| MCP observatory Regression testing for MCP servers: discovers configured servers, checks capabilities, invokes tools, detects schema drift and recommends ne | 135 | Oct 21, 2026 | MIT | low | 71 |
| X64dbg MCP MCP server for x64dbg debugger - 23 mega-tools for AI-powered reverse engineering and debugging | 135 | Jun 8, 2026 | MIT | low | 54 |
| Mcpsurfr Local web search with multi-engine deep research and on-device re-ranking. No API keys. | 135 | Oct 23, 2026 | MIT | low | 66 |
| Fitter Turn any website or API into structured JSON with LLM-authored declarative scraping configs. | 133 | Aug 29, 2026 | MIT | low | 61 |
| Augments MCP server Up-to-date framework documentation for React, Next.js, Laravel, FastAPI, Tailwind CSS and more. | 127 | Mar 13, 2026 | MIT | low | 57 |
| Three.js DevTools MCP Inspect and edit Three.js scenes, materials, shaders, lights in real time from any AI agent | 126 | Oct 14, 2026 | MIT | low | 66 |
| Auth0 MCP Server Auth0 MCP Server: Manage Auth0 applications, APIs, actions, logs, and forms using natural language | 121 | Oct 20, 2026 | MIT | low | 72 |
| Houtini lm Connect Claude to any OpenAI-compatible LLM endpoint and offload routine work to a local model. | 121 | Oct 24, 2026 | Apache-2.0 | moderate | 66 |
| GoSQLX SQL validation, formatting, parsing, linting, security scanning and metadata extraction across multiple SQL dialects. | 120 | Oct 22, 2026 | Apache-2.0 | low | 71 |
| Open affiliate Search and discover affiliate programs with agent-ready data and commission details. | 119 | Oct 24, 2026 | — | moderate | 56 |
| Sourcerer MCP Semantic code search and navigation that reduces token waste. | 119 | Nov 10, 2025 | MIT | low | 46 |
| Llm router Subscription-aware LLM router for Claude Code: routes tasks to providers like OpenAI, Gemini, Groq and Ollama by complexity, subscription us | 119 | Oct 24, 2026 | MIT | low | 66 |
| DeepMem Mem0-compatible persistent memory for AI agents: write facts once, recall them semantically. | 114 | Aug 17, 2026 | MIT | low | 61 |
| Lldb MCP LLDB integration for binary and core file analysis, debugging and disassembly. | 114 | Mar 26, 2025 | BSD-2-Clause | moderate | 38 |
| U.S. Government Open Data Open data from 40+ U.S. government APIs: economy, spending, Congress, health, energy, disasters | 113 | Oct 13, 2026 | MIT | moderate | 66 |
| Jetbrains debugger MCP plugin JetBrains IDE plugin giving coding agents programmatic control of the debugger. | 112 | Oct 22, 2026 | MIT | low | 65 |
| Lunch Money MCP server for managing LunchMoney personal finances: transactions, budgets, categories, and more. | 109 | Aug 3, 2026 | MIT | moderate | 60 |
| MCP victorialogs MCP Server for VictoriaLogs. Provides integration with VictoriaLogs API and documentation | 105 | Oct 16, 2026 | Apache-2.0 | moderate | 65 |
| FlowR Static dataflow analysis, program slicing, linting, and dependency extraction for R code. | 105 | Oct 23, 2026 | GPL-3.0 | low | 65 |
| Oxylabs MCP Fetch and process content from specified URLs & sources using the Oxylabs Web Scraper API. | 104 | Oct 15, 2026 | MIT | moderate | 71 |
| Stalemap Tells coding agents which npm dependencies changed after their training cutoff, and what changed: ranked notes in AGENTS.md/CLAUDE.md, a pos | 102 | Oct 21, 2026 | MIT | low | 70 |
| Hyperiux Vault ◆ Browse and search Hyperiux Vault React/Next.js animation and interaction effects, with dependencies, changelogs, install commands and source | 101 | Oct 23, 2026 | MIT | low | 80 |
| Timepicker ui MCP server for timepicker-ui: options, events, themes, public API, snippets and time validation. | 101 | Oct 19, 2026 | MIT | low | 65 |
| Sugar Autonomous AI development system with persistent task queue and background execution | 98 | Oct 14, 2026 | — | moderate | 55 |
| Unreal Engine API Documentation Accurate UE5 C++ API docs for AI agents. Prevents hallucinated signatures and includes. | 97 | Oct 12, 2026 | MIT | low | 65 |
| MCP server circleci Fix CircleCI build failures. | 93 | Oct 21, 2026 | — | moderate | 55 |
| A11ymcp Test URLs and HTML for WCAG 2.0/2.1/2.2 compliance using axe-core, including color contrast, ARIA validation and orientation lock detection. | 93 | Mar 10, 2026 | MIT | low | 45 |
| Catalyst core Developer-workflow MCP server for catalyst-core: migration guidance, debugging, and task planning. | 92 | Oct 23, 2026 | MIT | moderate | 65 |
| PhpCodeArcheology PHP static analysis: code quality metrics, problem detection, refactoring priorities, dependency graphs, git hotspots, test coverage and imp | 92 | Oct 24, 2026 | MIT | low | 65 |
| Jvm MCP server JVM-based MCP server implementation. | 91 | Mar 30, 2026 | MIT | low | 45 |
| Gtm api: LinkedIn MCP Server Managed LinkedIn MCP server for AI agents: search, connect, message and enrich on accounts you own. | 90 | Oct 24, 2026 | MIT | low | 71 |
| Mindpilot MCP Visualize code, architecture and other concepts as Mermaid diagrams in a locally hosted web app. | 90 | Jul 5, 2026 | MIT | low | 53 |
| MCP openapi Discover and explain OpenAPI specifications and generate code or mock data from them. | 90 | Mar 30, 2025 | MIT | moderate | 37 |
| Multi ai advisor Query multiple Ollama models and combine their responses for diverse perspectives on a single question. | 88 | Apr 2, 2025 | MIT | moderate | 36 |
| Repo graph Structural codebase graph: scans entities, relationships and feature flows across languages so LLMs navigate by structure instead of greppin | 87 | Oct 2, 2026 | MIT | low | 69 |
| Unitree go2 MCP server Control the Unitree Go2 robot with natural language commands interpreted by an LLM. | 86 | Jun 10, 2026 | Apache-2.0 | low | 52 |
| Gin MCP Zero-configuration Go library that exposes existing Gin web framework APIs as MCP tools. | 85 | Aug 11, 2026 | MIT | low | 59 |
| Xcodebuild Build iOS Xcode workspaces or projects and feed errors back to the LLM. | 85 | Aug 15, 2025 | MIT | moderate | 36 |
| WTFM Writes illustrated end-user help articles from a codebase: reads the interface code, renders screenshots of each screen in a local headless | 84 | Oct 23, 2026 | Apache-2.0 | low | 69 |
| Kibana Kibana MCP Server with dynamic API discovery and comprehensive Elastic Stack integration | 84 | Oct 11, 2026 | Apache-2.0 | moderate | 64 |
| Altium designer MCP Build and maintain Altium Designer component libraries: read and write .PcbLib footprints and .SchLib symbols, with IPC-7351B footprints and | 84 | Oct 24, 2026 | GPL-3.0 | low | 69 |
| MCP server multiverse Middleware that runs multiple isolated instances of the same MCP servers side by side with unique namespaces and configurations. | 82 | Mar 30, 2026 | MIT | low | 44 |
| Sverklo Local-first MCP code intelligence: 37 tools — hybrid search, blast-radius, diff review, memory. | 81 | Aug 12, 2026 | MIT | low | 59 |
| Asc MCP Manage App Store Connect apps, builds, TestFlight, subscriptions, reviews and more via its API. | 81 | Oct 19, 2026 | MIT | low | 64 |
| Raxol Elixir/OTP runtime where every UI component auto-exposes MCP tools; stdio server: mix mcp.server | 80 | Oct 24, 2026 | MIT | low | 64 |
| Lifeos Self-hosted life OS: habits, goals, tasks, finances and notes over a token-protected API. | 80 | Oct 23, 2026 | MIT | moderate | 64 |
| Auto mobile Android automation tool suite for developer workflows and testing. | 80 | Mar 10, 2026 | Apache-2.0 | low | 44 |
| Trustabl Find and fix reliability and safety gaps in agent code, across nine agent SDKs. | 79 | Oct 23, 2026 | Apache-2.0 | low | 64 |
| Tailwind Shades Tailwind CSS palettes (50–950) from any color for Tailwind v4, v3, v2 and v1, computed in OKLCH, plus the closest Tailwind color to any colo | 78 | Oct 22, 2026 | MIT | low | 69 |
| MCP server atlassian jira Atlassian Jira Cloud: work with projects, issues, comments and related development information. | 78 | Mar 6, 2026 | — | moderate | 34 |
| Synap Memory Persistent memory for AI agents — log and recall conversation context over MCP. | 77 | Oct 24, 2026 | Apache-2.0 | low | 70 |
| Folio Self-hosted Git-backed team wiki: search, read and edit pages, data tables and whiteboards. | 77 | Oct 23, 2026 | MIT | low | 64 |
| MCP swagger server Converts OpenAPI/Swagger specifications to MCP format so AI assistants can call REST APIs. | 77 | Aug 12, 2026 | MIT | low | 59 |
| MCP openapi schema explorer Token-efficient access to OpenAPI/Swagger specs via MCP Resources. | 76 | Oct 24, 2026 | MIT | low | 64 |
| Amazon ads MCP Amazon Ads API MCP server for Amazon Advertising API | 74 | Oct 14, 2026 | MIT | moderate | 64 |
| Jmeter MCP server Performance testing with JMeter. | 74 | Sep 12, 2026 | — | moderate | 49 |
| Memcord Organize and search chat history with AI-generated summaries and secure memory. | 74 | Aug 7, 2026 | MIT | low | 59 |
| Nvim MCP (linw1995) Interact with Neovim. | 73 | Oct 11, 2026 | Apache-2.0 | low | 64 |
| Figma MCP rust Figma MCP server in Rust: plugin bridge, no API token, no rate limits, 73 tools. | 72 | Oct 12, 2026 | MIT | low | 64 |
| MCP design system extractor Extract component information from Storybook design systems: HTML, styles, props, dependencies, theme tokens and metadata. | 72 | Sep 19, 2026 | MIT | low | 64 |
| Mdma Exposes the MDMA spec (interactive Markdown applications with mounted components), authoring prompts, package metadata and live docs. | 71 | Oct 23, 2026 | MIT | low | 69 |
| Onsystem Catches palette colors, native elements and APIs your design system lacks in agent-written React. | 71 | Oct 23, 2026 | MIT | low | 64 |
| KeibiDrop Give two agents on two machines the same encrypted folder. P2P, no cloud, only read bytes move. | 69 | Oct 20, 2026 | AGPL-3.0 | low | 63 |
| Roslyn CodeLens Roslyn-based .NET code intelligence: type hierarchies, call graphs, DI registrations, diagnostics, code fixes and complexity metrics from pr | 68 | Oct 24, 2026 | MIT | low | 68 |
| Aicanvas Search and fetch animated, shadcn-compatible React components, design systems and templates, with install commands, from the aicanvas regist | 68 | Oct 23, 2026 | MIT | low | 68 |
| Android MCP server Android device control via ADB: screenshots, UI tree inspection, touch automation, logcat and compound actions like tap-and-wait. | 68 | Mar 18, 2026 | MIT | low | 48 |
| Unity API Documentation Accurate Unity API docs (2022/2023/6) for AI agents. Prevents hallucinated signatures. | 67 | Oct 12, 2026 | MIT | low | 63 |
| SAS Viya Execute SAS code and query Compute, CAS, and model APIs on SAS Viya via OAuth 2.0. | 66 | Oct 23, 2026 | Apache-2.0 | low | 63 |
| Codebase context Shows agents which patterns a codebase actually uses, which files a change will affect and when there is too little context to trust an edit | 66 | Oct 21, 2026 | — | moderate | 53 |
| Nvim MCP (paulburgess1357) Control Neovim instances via msgpack-RPC: read and edit buffers, run commands, send keys, query LSP diagnostics and annotate code with highl | 66 | Oct 2, 2026 | MIT | low | 63 |
| Cronometer api MCP MCP server for Cronometer nutrition tracking — food logs, diary, macros, fasting | 65 | Oct 19, 2026 | MIT | moderate | 63 |
| Globalping MCP server ◆ Run ping, traceroute, mtr, HTTP and DNS measurements from locations around the world via Globalping. | 64 | Oct 19, 2026 | — | moderate | 68 |
| MCP codebase index Structural codebase indexer for querying functions, classes, imports, dependency graphs and change impact. | 63 | Feb 28, 2026 | AGPL-3.0 | low | 48 |
| Supadata Video transcripts, metadata and structured data from YouTube, TikTok, Instagram, X; web scraping. | 63 | Oct 23, 2026 | MIT | low | 63 |
| Just MCP Server Justfile integration: run CLI or script commands with parameters and environment variable support. | 62 | Jul 15, 2026 | MIT | low | 56 |
| Icon composer MCP Apple Icon Composer: create .icon bundles with Liquid Glass effects (iOS 26+), tune glass effects, set dark mode appearances and export for | 62 | Oct 3, 2026 | MIT | low | 68 |
| MCP server atlassian confluence Atlassian Confluence Cloud: work with spaces, pages and content, with automatic ADF-to-Markdown conversion. | 62 | Feb 22, 2026 | — | moderate | 33 |
| Kranz Local service orchestrator with a stdio MCP server for inspecting and controlling development services, logs, ports, actions and run history | 62 | Oct 20, 2026 | MIT | low | 63 |
| Servicegraph Datasets for founders: directories, newsletters, and agencies, with metrics attached. | 61 | Jun 2, 2026 | MIT | low | 57 |
| Super trouper MCP server for the Frida reverse engineering toolkit. | 61 | Oct 21, 2026 | MIT | low | 63 |
| MCP devkit server Provides AI assistants with direct access to Mapbox developer APIs and documentation. | 61 | Oct 23, 2026 | MIT | moderate | 63 |
| DevLens Query a precomputed code graph (nodes, edges, summaries) of TS/JS/React/Next.js/Node repos via MCP. | 60 | Oct 4, 2026 | AGPL-3.0 | low | 63 |
| Hmr Docs for hot-module-reload and reactive programming for Python (`hmr` on PyPI) | 59 | Oct 23, 2026 | — | moderate | 59 |
| Srclight Code indexing with SQLite FTS5, tree-sitter and embeddings for symbol search, call graphs, git intelligence and hybrid semantic search. | 59 | Oct 14, 2026 | MIT | low | 63 |
| React analyzer MCP Analyze React code locally and generate docs or llm.txt for a whole project at once. | 58 | Apr 9, 2025 | — | high | 25 |
| FutureSearch MCP Server Forecast questions about the future, including the outcome under each option. | 57 | Oct 13, 2026 | MIT | moderate | 63 |
| Buildkite MCP server ◆ Buildkite: create pipelines, diagnose and fix failures, trigger builds, monitor job queues and more. | 56 | Oct 23, 2026 | MIT | moderate | 77 |
| Mastercard Developers MCP Access Mastercard Developers APIs, documentation, and API specifications through MCP. | 55 | Oct 1, 2026 | MIT | low | 62 |
| Agentmako Local codebase intelligence backed by SQLite: context packets, indexed code and schema facts, diagnostics and optional Postgres/Supabase awa | 54 | Jul 26, 2026 | Apache-2.0 | low | 62 |
| MCP ai server visual studio Roslyn-based Visual Studio integration: semantic code navigation, symbol search, inheritance trees, call graphs, safe rename and build/test | 54 | Sep 22, 2026 | — | moderate | 47 |
| User feedback MCP Enable a human-in-the-loop feedback workflow in AI coding tools. | 54 | Mar 26, 2025 | MIT | moderate | 34 |
| OpenSTAAD MCP Server MCP server for Bentley STAAD.Pro via the OpenSTAAD API | 53 | Oct 22, 2026 | MIT | low | 62 |
| Clickup MCP server Premium AI integration. Tasks, lists, docs, folders, time. 50+ tools. Instant setup. | 53 | Oct 11, 2026 | — | high | 52 |
| Simulator MCP server Control iOS Simulators. | 53 | Dec 13, 2024 | — | high | 24 |
| Simmer Trade prediction markets with AI agents — skill discovery, autoresearch, and execution. | 52 | Oct 24, 2026 | MIT | moderate | 62 |
| Pagecast Record browser pages as GIF or video: AI-driven demo recordings with scroll, click and hover interactions via Playwright and ffmpeg. | 52 | Mar 27, 2026 | MIT | low | 47 |
| Rust MCP sdk High-quality Rust SDK for Model Context Protocol (MCP) with full TypeScript SDK compatibility | 52 | Oct 19, 2026 | MIT | low | 62 |
| Credit Optimizer v5 for Manus AI Lowers Manus AI usage costs through model routing, smart testing and context hygiene. | 52 | May 25, 2026 | MIT | low | 55 |
| Appstore connect MCP MCP server for Apple Store Connect API integration with OAuth authentication support | 52 | Aug 28, 2026 | MIT | moderate | 57 |
| Skforecast ai Forecast time series in CSV files: deterministic skforecast workflows and the script that ran. | 52 | Oct 22, 2026 | Apache-2.0 | low | 62 |
| Mobile Device MCP Control iOS and Android devices with multi-device and seamless Native/WebView support. | 52 | Aug 2, 2026 | MIT | low | 57 |
| Xray Code intelligence via ast-grep: map project structure, fuzzy-find symbols and assess change impact in Python, JS/TS and Go. | 52 | Oct 16, 2026 | MIT | low | 62 |
| Open & Async Draft decision docs, turn meetings into async artifacts, and triage sync vs async in your editor. | 51 | Oct 20, 2026 | — | moderate | 58 |
| Argot ◆ Checks agent-written code against the repo's git-history patterns, flagging foreign dependencies, reinvented functions, misplaced code and g | 51 | Oct 1, 2026 | MIT | low | 77 |
| Morocco communes Morocco's régions, provinces and communes: HCP codes, names, census population and boundaries | 50 | Oct 21, 2026 | MIT | low | 62 |
| Vercel ai docs MCP AI-powered search and querying of the Vercel AI SDK documentation. | 50 | Apr 4, 2025 | — | high | 24 |
| MCP zenml Connect to ZenML MLOps and LLMOps pipelines. | 49 | Oct 22, 2026 | MIT | moderate | 67 |
| Otakit Ship over-the-air updates for Capacitor mobile apps: inspect the project, check native compatibility, upload web bundles, publish releases w | 47 | Oct 22, 2026 | MIT | low | 67 |
| AiDex Persistent Tree-sitter code index for precise, compact code search in languages including C#, TypeScript, Python, Rust and Go. | 46 | Sep 25, 2026 | MIT | low | 67 |
| MCP typescribe Provides TypeScript API information so agents can work with APIs not in their training data. | 46 | Oct 17, 2025 | MIT | moderate | 34 |
| JavaLens Semantic Java analysis via Eclipse JDT: compiler-accurate navigation, refactoring, find references, call hierarchy and code metrics. | 45 | Oct 18, 2026 | MIT | low | 67 |
| Awesome ionic MCP Ionic coding assistant for building mobile apps with React, Angular, Vue or vanilla JS. | 45 | Jan 4, 2026 | — | moderate | 32 |
| PiloTY Control interactive terminals (PTY) with stateful sessions, SSH connections and background process management. | 45 | Apr 23, 2026 | — | moderate | 32 |
| Bruno MCP Interact with the Bruno API client. | 44 | Aug 16, 2025 | — | high | 23 |
| Ontomics Semantic code index that extracts domain concepts, naming conventions and behavioral similarity from codebases. | 43 | Apr 17, 2026 | MIT | low | 46 |
| Bitrise ◆ Bitrise API: app management, build operations, artifact management and more. | 43 | Oct 22, 2026 | MIT | low | 76 |
| Flowbite MCP AI assistance for Flowbite, the open-source UI framework based on Tailwind CSS. | 42 | Jan 4, 2026 | MIT | moderate | 46 |
| LogiSheets ◆ Local Excel-compatible spreadsheet engine based on LogiSheets: deterministic formulas, named blocks, column rules, scenario scans, goal-seek | 41 | Sep 28, 2026 | MIT | low | 76 |
| MCP unifi applications Query UniFi API docs (Network, Protect, Site Manager and more): endpoint search, field-level schemas and code examples. Docs only, no contro | 40 | Oct 16, 2026 | MIT | low | 66 |
| Ios agent skill Swift code reviews, local Apple references and app scaffolding, plus simulator tools on macOS with Xcode. | 40 | Oct 22, 2026 | MIT | low | 66 |
| Open code review Code quality gate for AI-generated code, detecting hallucinated packages, phantom dependencies, stale APIs and AI-specific defects. | 40 | Apr 16, 2026 | — | moderate | 31 |
| Src to kb Convert source code repositories into searchable knowledge bases using chunking, OpenAI embeddings and GPT-5 search. | 40 | Dec 30, 2025 | — | moderate | 31 |
| App publish MCP App Store Connect and Google Play Console: iOS and Android app management, TestFlight, builds, submissions, prices and sales reports. | 39 | Oct 19, 2026 | MIT | moderate | 66 |
| Package registry MCP Search and get up-to-date information about npm, Cargo, PyPI and NuGet packages. | 39 | Dec 2, 2025 | MIT | low | 41 |
| InsForge Backend-as-a-service for agents building full-stack apps: auth, PostgreSQL database, storage and functions. | 38 | Oct 23, 2026 | Apache-2.0 | moderate | 66 |
| MarkView Open and render Markdown files in MarkView, a native macOS Markdown preview app. | 38 | Sep 13, 2026 | MIT | low | 61 |
| Apisix MCP ◆ Query and manage all resources in Apache APISIX. | 38 | Jun 16, 2025 | Apache-2.0 | moderate | 43 |
| Godoc MCP server Query Go package information on pkg.go.dev. | 38 | Mar 19, 2026 | MIT | low | 41 |
| DevProjex Build token-efficient codebase context locally, with live preview, Git scopes, secret redaction and syntax-aware compression. | 37 | Oct 23, 2026 | Apache-2.0 | low | 66 |
| SharpLens Semantic C#/.NET analysis via Roslyn: navigation, refactoring, find usages and code intelligence. | 37 | Oct 17, 2026 | MIT | low | 66 |
| Mk qa master End-to-end QA loop: analyzes web pages or mobile screens, generates and runs pytest or Maestro tests with auto-retry, and writes an optimiza | 37 | Jun 4, 2026 | MIT | low | 49 |
| Selvage LLM-based code review with AST-based context extraction, supporting Claude, GPT, Gemini and other models via OpenRouter. | 36 | Jul 19, 2026 | — | moderate | 44 |
| Maven MCP MCP server / agent plugin for Maven and Gradle dependency intelligence: latest versions, outdated deps, CVEs, changelogs, licenses and proje | 36 | Oct 21, 2026 | MIT | low | 61 |
| Ros MCP Control robots with natural language via ROS 2 topics, services and actions. | 36 | Aug 19, 2025 | MIT | moderate | 33 |
| Maven tools MCP Maven Central dependency intelligence: bulk version comparison, stability filtering, dependency age analysis, release patterns and Context7 | 35 | Oct 4, 2026 | MIT | low | 65 |
| MCP adr analysis server Architectural analysis for software projects: technology stack detection, ADR management, security checks, TDD workflow and deployment readi | 35 | Oct 23, 2026 | MIT | moderate | 65 |
| Roku dev studio Roku development: ECP device control, automated channel sideloading, BrightScript debugging and real-time log monitoring. | 35 | Oct 22, 2026 | MIT | low | 60 |
| HarmonyOS MCP server Device control and UI automation for HarmonyOS Next devices. | 35 | Aug 18, 2025 | MIT | moderate | 32 |
| Grafema Semantic code graph: indexes a codebase into a typed graph for call-chain tracing, data-flow analysis, semantic search and invariant checkin | 35 | Aug 24, 2026 | — | moderate | 45 |
| MCP image compression Local compression of various image formats. | 34 | Jun 14, 2025 | MIT | moderate | 32 |
| Adaptive cards MCP Generate, validate, optimize and transform Adaptive Cards for Teams, Outlook, Copilot and ChatGPT, with accessibility scoring and host compa | 33 | Jun 20, 2026 | MIT | low | 53 |
| Github repo MCP Browse GitHub repositories, explore directories and view file contents. | 33 | Sep 17, 2026 | MIT | low | 55 |
| Dynatrace managed MCP ◆ Query problems, logs, events, SLOs, security insights and performance metrics from self-hosted Dynatrace Managed environments. | 32 | Oct 21, 2026 | Apache-2.0 | low | 75 |
| DocGuard Deterministic documentation-drift detection: validates a project's docs against its code, with stable finding codes and suggested fixes. Rea | 32 | Oct 19, 2026 | MIT | low | 65 |
| MCP server sql analyzer SQL analysis, linting and dialect conversion using SQLGlot. | 32 | Jul 1, 2025 | MIT | moderate | 32 |
| DotNetMetadataMcpServer Type information from .NET projects: assembly exploration, namespace discovery, type reflection and NuGet integration. | 32 | Jul 1, 2026 | Apache-2.0 | low | 48 |
| Teamcity MCP JetBrains TeamCity: builds, tests, build agents and CI/CD pipeline management, with dev and full modes switchable at runtime. | 31 | Oct 21, 2026 | MIT | moderate | 65 |
| Reado Read-first code IDE whose bundled server exposes a project's tasks, comments, reading progress and bookmarks as MCP resources — plus browser | 30 | Oct 20, 2026 | MIT | low | 65 |
| Janee Self-evolving server that uses an LLM to create, test and refine its own tools at runtime from natural language descriptions. | 30 | Mar 17, 2026 | MIT | low | 45 |
| ThumbGate Turns thumbs-up/down feedback into enforced pre-action gates via PreToolUse hooks, stopping coding agents from repeating mistakes. | 29 | Oct 23, 2026 | MIT | low | 65 |
| Postmancer Maintain and use API collections, replacing REST clients like Postman or Insomnia. | 29 | Aug 19, 2025 | MIT | moderate | 32 |
| Mneme Decision MCP Architectural decision governance for coding agents: submit proposals and query canonical decisions and their lineage, while humans keep fin | 28 | Oct 24, 2026 | MIT | low | 64 |
| Hono telescope Read-only debugging for Hono apps: recent exceptions with their requests, logs and queries, requests filtered by status or duration, and the | 27 | Oct 19, 2026 | MIT | low | 59 |
| Aibolit MCP server Identifies refactoring hotspots to help agents improve code. | 27 | Apr 7, 2026 | MIT | low | 39 |
| Metatron Self-hosted server that captures design patterns, conventions and decisions from git history and developer feedback and serves them to codin | 27 | Oct 13, 2026 | MIT | low | 59 |
| Endorhq MCP Endor: run services like MariaDB, Postgres, Redis, Memcached, Alpine or Valkey as pre-configured apps in isolated sandboxes. | 26 | Jul 1, 2025 | — | high | 21 |
| K6 MCP server Performance testing with Grafana k6. | 26 | Apr 6, 2025 | MIT | moderate | 31 |
| Selvedge Change tracking for codebases: agents log structured change events with diff and reasoning, then query them via diff, blame, history and sea | 25 | Oct 24, 2026 | MIT | low | 64 |
| ServeMyAPI Securely store and access API keys across projects using the macOS Keychain. | 25 | May 31, 2026 | — | moderate | 37 |
| Reflagcom MCP ◆ Manage Reflag feature flags from chat in your IDE. | 25 | Oct 21, 2026 | MIT | low | 69 |
| Bugsnag MCP Interact with Bugsnag. | 25 | Mar 22, 2026 | — | moderate | 29 |
| RepoPilot Local, deterministic review of Git changes for coding agents: weakened tests and CI gates, security boundaries, blast radius. | 24 | Oct 24, 2026 | Apache-2.0 | low | 64 |
| Rag rat Local repo intelligence: hybrid BM25/vector search, a tree-sitter code graph, queryable git and GitHub history, and persistent source-anchor | 24 | Oct 9, 2026 | MIT | low | 64 |
| Agent tool Encoding-aware file read/edit for coding agents with indentation conversion and .editorconfig support, plus SSH, SFTP, process management an | 24 | Oct 12, 2026 | MIT | low | 64 |
| ARBuilder Code generator for Arbitrum: Stylus smart contracts, SDK bridging, full-stack dApps and Orbit chain deployment, backed by RAG over Arbitrum | 24 | May 8, 2026 | MIT | low | 47 |
| Kivgraph Local code graph for coding agents: find code by intent, follow callers and references, inspect blast radius and trace dependencies across r | 23 | Oct 24, 2026 | Apache-2.0 | low | 64 |
| Claude FAF Persistent project context in the .faf (Foundational AI-context Format), with project DNA and Podium scoring. | 23 | Oct 23, 2026 | MIT | low | 70 |
| Higress ops MCP server Manage Higress gateway configuration and operations. | 23 | Mar 29, 2025 | — | high | 21 |
| Mac monitor MCP Identifies resource-intensive processes on macOS and suggests performance improvements. | 23 | Mar 30, 2026 | — | moderate | 29 |
| Agent Droid Bridge Control Android devices and emulators via ADB: UI inspection, screen interaction, ADB commands and change detection. | 22 | Jun 30, 2026 | MIT | low | 51 |
| Sequa MCP Gives AI coding tools context from your entire codebase and docs via Sequa. | 22 | Dec 9, 2025 | MIT | low | 38 |
| Perfetto MCP rs Perfetto trace analysis: run PerfettoSQL queries on trace files, with Chrome tools for page loads, scroll jank, main-thread hotspots and std | 22 | Jul 10, 2026 | Apache-2.0 | low | 46 |
| Currents ◆ Fix Playwright test failures reported to Currents. | 21 | Oct 24, 2026 | Apache-2.0 | low | 73 |
| MCP zuul Zuul CI: build failure analysis, log search, pipeline status and job configuration. | 21 | Oct 24, 2026 | Apache-2.0 | low | 63 |
| Maple Frontend review on deployed previews. Your agent reads reviewers' comments over MCP and resolves them, and a CI check holds the merge until | 21 | Oct 21, 2026 | Apache-2.0 | moderate | 63 |
| Ui annotator MCP Annotates any web page with hover labels for AI assistants via reverse proxy injection, without browser extensions. | 21 | Mar 24, 2026 | MIT | low | 43 |
| Primitiv Local-first design contract layer: scans Figma, code, Storybook and token files, reconciles conflicts and serves a single source of truth fo | 21 | Oct 21, 2026 | — | moderate | 48 |
| Excel vision MCP Reads Excel files with embedded images mapped to their cells and meaningful formatting such as colors and strikethrough; supports writes wit | 20 | Jul 31, 2026 | MIT | low | 58 |
| CodeEraser Scans a repository for dead code, duplication, churn and structure and erases what the scan found, with a log of every erasure; the judgment | 20 | Oct 17, 2026 | Apache-2.0 | low | 58 |
| Simctl MCP Control the iOS Simulator. | 20 | Aug 22, 2025 | MIT | moderate | 30 |
| OctoCounts MCP Server SLOC counts for any public GitHub repository from any MCP client: files, code, comment and blank lines per language, plus side-by-side repo | 19 | Oct 24, 2026 | MIT | low | 63 |
| CodeWiki MCP — AI generated docs for GitHub repos Search repos, fetch AI-generated wiki docs and ask questions about any open-source repository via codewiki.google. | 19 | Jun 22, 2026 | MIT | low | 51 |
| Patchloom Structured file edits for agents: JSON, YAML and TOML by selector, Markdown and AST edits, dry runs and multi-file transactional batches. | 19 | Oct 24, 2026 | MIT | low | 63 |
| Axint Compiles TypeScript to validated Swift for Apple platforms: App Intents, SwiftUI views, WidgetKit widgets and full apps. | 18 | Oct 23, 2026 | Apache-2.0 | low | 63 |
| Replicant MCP Android development: build APKs, launch emulators, manage devices, automate UI and analyze logs. | 18 | Jul 26, 2026 | MIT | low | 58 |
| MCP code runner Run code in multiple programming languages locally via Docker. | 18 | Apr 11, 2025 | MIT | moderate | 30 |
| Shipstores Ship iOS and Android apps end to end: App Store Connect, Google Play Console and Expo EAS builds, listings, screenshots, privacy labels, rev | 18 | Oct 2, 2026 | MIT | low | 58 |
| MCP prompt engine Manage and serve dynamic prompt templates using a text template engine. | 18 | Mar 30, 2026 | MIT | low | 38 |
| Configcat MCP ◆ ConfigCat feature flag platform: manage feature flags, configs, environments, products and organizations. | 17 | Oct 22, 2026 | MIT | moderate | 72 |
| GraphPilot Structural memory for coding agents: indexes TypeScript/JavaScript repos for callers, callees, symbol locations and branch-aware blast-radiu | 17 | Sep 10, 2026 | Apache-2.0 | low | 57 |
| Pixelpact Extracts a visual contract from a live page or Figma frame and measures a UI implementation against it, one line per property that drifted. | 16 | Oct 17, 2026 | MIT | low | 62 |
| Firefly MCP ◆ Discover, manage and codify cloud resources with Firefly. | 16 | Oct 13, 2026 | MIT | low | 67 |
| Agent skill loader Load Claude Code skills into agents without copying files: discover, read and install skills on demand. | 15 | Oct 15, 2026 | MIT | low | 62 |
| ASP.NET Core Debugger — MCP Server for AI Agents Interactive .NET/ASP.NET Core debugging via netcoredbg: breakpoints, stepping, thread inspection, exception and deadlock analysis, and reque | 15 | Sep 14, 2026 | MIT | low | 57 |
| N8n MCP Generate n8n workflow JSON from natural language, lint for deprecated nodes, missing typeVersion and broken connections, and debug per-node | 15 | Oct 22, 2026 | MIT | low | 57 |
| Memorydetective iOS memory leak and performance investigation: reads .memgraph and .trace files, classifies retain cycles against known patterns and suggest | 14 | May 25, 2026 | Apache-2.0 | low | 49 |
| Fenestra Headless rendering and verification of native Rust GUIs: accessibility tree, semantic selectors, contrast and focus-order checks, and screen | 14 | Sep 19, 2026 | Apache-2.0 | low | 56 |
| Tokenchit Reads local Claude Code, Codex and OpenCode usage logs: token totals, daily and hourly activity, per-agent and per-model breakdowns and a ye | 14 | Oct 24, 2026 | MIT | low | 56 |
| Fastmcp sonarqube metrics Retrieve SonarQube project information: current and historical metrics, issues and health status. | 14 | Mar 30, 2026 | Apache-2.0 | low | 36 |
| Clarifyprompt MCP Turns vague prompts into platform-optimized prompts for AI tools across image, video, voice, music, code, chat and document categories. | 13 | Oct 6, 2026 | Apache-2.0 | moderate | 61 |
| Bestax ◆ Gives agents props, examples and CSS variables for the Bestax React component library (Bulma v1). Runs offline. | 13 | Oct 24, 2026 | MIT | low | 71 |
| Api testing MCP API testing: per-project environments with variable interpolation, saved collections, multi-step flows, assertions, load testing and OpenAPI | 13 | May 2, 2026 | MIT | low | 49 |
| DevDocs MCP Version-pinned, offline documentation sourced from DevDocs.io. | 13 | May 10, 2026 | — | moderate | 39 |
| Context rot detection Monitors agent context health: token utilization, context quality degradation and session fatigue, with 0-100 health scores and recovery rec | 13 | Feb 18, 2026 | MIT | low | 36 |
| Locust MCP server Performance testing with Locust. | 13 | Apr 6, 2025 | MIT | moderate | 28 |
| Vs token safer Routes code search through language-server indexes (clangd, Roslyn, tsserver, pyright) instead of grep, plus symbol-level edits and git/p4 o | 13 | Oct 7, 2026 | MIT | low | 56 |
| Vex Local code search over a tree-sitter index: exact symbol lookup, scope-aware usages, call graph and impact analysis, AST patterns, indexed g | 12 | Oct 18, 2026 | MIT | low | 61 |
| Skill ninja MCP server Search, install and manage agent skills (SKILL.md files) from GitHub repositories, with workspace analysis for personalized recommendations. | 12 | May 20, 2026 | — | moderate | 34 |
| Echo MCP Zero-configuration Go library that exposes existing Echo web framework APIs as MCP tools. | 12 | Aug 25, 2026 | GPL-3.0 | low | 51 |
| Swift patterns MCP Curated Swift and SwiftUI patterns and real-world code examples from sources like Swift by Sundell and SwiftLee. | 12 | Sep 21, 2026 | MIT | low | 51 |
| Unified diff MCP Generate and visualize unified diffs as HTML or PNG, with side-by-side and line-by-line views for filesystem dry runs. | 12 | Jun 2, 2025 | — | high | 18 |
| Restcsv MCP server Access CSV files via RestCSV. | 12 | Apr 17, 2025 | — | high | 18 |
| Gitingest MCP Convert any Git repository into a text digest of its codebase using gitingest. | 12 | Jun 22, 2026 | MIT | low | 44 |
| Memorylens MCP On-demand .NET memory profiling with JetBrains dotMemory: detects memory leaks, LOH fragmentation and anti-patterns, and suggests code fixes | 11 | Oct 23, 2026 | MIT | low | 60 |
| XLIDE Read, write, analyze and test VBA in Excel, Word, PowerPoint and Access files, with static analysis; the file layer works without Office ins | 11 | Oct 22, 2026 | MIT | low | 60 |
| Ios MCP code quality server iOS code quality and test automation: Xcode test execution, SwiftLint integration and failure analysis. Also runs as a CLI. | 11 | Sep 26, 2025 | MIT | moderate | 27 |
| Bldbl MCP Buildable development platform: manage tasks, track progress, get project context and collaborate with humans on software projects. | 11 | Jul 3, 2025 | MIT | moderate | 27 |
| Conan MCP ◆ Conan C/C++ package manager: create projects, manage dependencies, check licenses and scan for security vulnerabilities. | 11 | Feb 12, 2026 | MIT | low | 45 |
| Gavel Code-quality gate for Bazel monorepos: runs lint, coverage and architecture checks from the build graph and returns a pass/fail verdict. | 11 | Oct 5, 2026 | Apache-2.0 | low | 55 |
| MCP gitlab jira GitLab and Jira: manage projects, merge requests, files, releases and tickets. | 11 | Sep 5, 2025 | MIT | moderate | 27 |
| Npm package docs MCP Up-to-date documentation for npm packages, fetched from the latest README in the package's GitHub repository. | 11 | Aug 16, 2025 | MIT | moderate | 27 |
| Garmin documentation MCP server Offline Garmin Connect IQ SDK documentation with search and API examples. | 11 | Sep 10, 2025 | — | high | 17 |
| Mason Generates CLAUDE.md from git history and file sampling, and keeps a concept map linking features and flows to files so agents skip repeated | 10 | Oct 21, 2026 | MIT | low | 66 |
| LynxMCP Local semantic code search with AST-aware chunking, hybrid BM25 and dense retrieval, and a code knowledge graph over codebases, docs sites a | 10 | Sep 7, 2026 | Apache-2.0 | low | 55 |
| Docket Shared todo list and backlog for coding agents, filed per project by git remote, with claims to avoid duplicate work and a local web dashboa | 10 | Oct 4, 2026 | MIT | low | 60 |
| GodotLens Semantic GDScript analysis via Godot's built-in LSP: navigation, references, diagnostics, rename and file sync. | 10 | Oct 17, 2026 | Apache-2.0 | low | 60 |
| Ballmac ui Search, inspect and install Ballmac UI React + Tailwind components, blocks and templates, with props, keyboard notes and the exact shadcn in | 10 | Oct 24, 2026 | MIT | low | 60 |
| MCP AI SOC Sher Dynamic SOC security threat analysis for a Text2SQL AI agent. | 10 | Apr 30, 2025 | — | high | 17 |
| Deploy MCP Deployment tracking and monitoring with live status badges. | 10 | May 9, 2026 | Apache-2.0 | low | 43 |
| Xcode studio MCP iOS development tools: build, run, screenshot and interact with the iOS Simulator. | 10 | Apr 4, 2026 | MIT | low | 35 |
| Testdino MCP ◆ Review TestDino test runs, debug failures and manage manual test cases using natural language. | 10 | Oct 16, 2026 | MIT | low | 65 |
| Apifable Explore OpenAPI specs, search endpoints and generate TypeScript types. | 10 | Oct 21, 2026 | MIT | low | 55 |
| Etincel ◆ Deterministic local audit for AI writing tells (uniform paragraphs, stock transitions) plus a trainable voice layer so drafts sound closer t | 9 | Aug 15, 2026 | MIT | low | 65 |
| Web Validator by DigestSEO Validate HTML and CSS, audit technical SEO and accessibility, check JSON-LD and public links, and capture responsive screenshots. | 9 | Oct 24, 2026 | MIT | low | 60 |
| Python Docs MCP Server Local, read-only search of the Python standard library docs with exact symbol lookup, section-level results and version-aware context. | 9 | Oct 24, 2026 | MIT | low | 60 |
| Deed Contract-first programming language: check types, effects, capabilities and contracts in agent-written modules and review changes for new au | 9 | Aug 14, 2026 | Apache-2.0 | low | 55 |
| Stacksfinder MCP Deterministic tech stack recommendations scored on six dimensions: analyze and compare technologies and get stack suggestions for any projec | 9 | Jan 29, 2026 | MIT | moderate | 40 |
| Adb MCP: Android emulator and device control over adb Drive Android emulators and devices over adb: screenshots, UI inspection, tap/swipe/type, app lifecycle, logcat, screen recording and Gradle | 9 | Oct 24, 2026 | MIT | low | 60 |
| Writing Style Checker Prose linter and AI-slop detector: weasel words, passive voice, hedging and research-cited AI writing tells. | 9 | Oct 14, 2026 | MIT | low | 60 |
| Codebeamer MCP Codebeamer ALM: read and write work items, trackers, projects, associations, references, comments and risk management data via the REST API. | 9 | Jun 15, 2026 | MIT | low | 43 |
| Mobile easy use Android and iOS runtime inspection and control via Frida: method hooks, state inspection, temporary overrides, UI actions and screenshots. | 9 | Sep 17, 2026 | MIT | low | 50 |
| Repocrunch Analyze GitHub repositories' tech stack, dependencies, architecture, health metrics and security indicators with deterministic JSON output. | 9 | Jun 7, 2026 | MIT | low | 43 |
| TZeroAlgorithm Hierarchical context tree and 13-tool MCP server for AI code context management. | 9 | Oct 24, 2026 | MIT | low | 55 |
| Atest MCP server Manage API test suites and test cases with atest. | 8 | Nov 11, 2025 | — | moderate | 29 |
| Dotnet template MCP Search, inspect, preview and create dotnet new projects via the .NET Template Engine, with parameter validation, defaults and NuGet resoluti | 8 | Oct 23, 2026 | MIT | low | 59 |
| LayerMap Compiler-resolved call graph for TypeScript/JavaScript, Go, Python and Java that traces a function's callers up to HTTP routes and handlers | 8 | Oct 23, 2026 | Apache-2.0 | low | 59 |
| Dushyant30suthar MCP Deterministic structural analysis of systems described in EN syntax: topology, bottlenecks, blast radius, tracing, diffs and centrality. | 8 | Apr 21, 2026 | MIT | low | 39 |
| MCP server markdown Search, extract sections, list headings and find code blocks across Markdown files. | 8 | Oct 11, 2026 | MIT | low | 59 |
| Webhook tester MCP Create, retrieve and delete webhooks on webhook-test.com. | 8 | Apr 25, 2025 | — | high | 16 |
| Cursor usage AI coding usage analytics: track spend, model usage and costs across Cursor and Claude Code sessions. | 8 | Feb 19, 2026 | MIT | low | 34 |
| Tnl TNL (Typed Natural Language): per-feature English contracts that coding agents can look up, propose edits to and verify implementations agai | 8 | Apr 26, 2026 | MIT | low | 42 |
| Swarmia MCP Read-only access to Swarmia metrics for quick reporting. | 8 | Sep 13, 2025 | MIT | moderate | 26 |
| Pipepie Self-hosted webhook relay and tunnel with Noise NK encryption: inspect requests, replay webhooks, trace AI pipelines, manage tunnels and sub | 8 | Apr 2, 2026 | AGPL-3.0 | low | 34 |
| Pt edge Tracks open-source AI projects across GitHub, PyPI, npm, Hugging Face, Docker Hub and Hacker News for discovery, comparison and trend analys | 8 | Apr 18, 2026 | MIT | low | 34 |
| Vibealive Find unused files and APIs in Next.js projects, with project analysis tools exposed over MCP. | 8 | Oct 16, 2025 | MIT | moderate | 26 |
| Pantheon MCP Serves task-specific instructions to agents instead of static Markdown files. | 8 | Sep 27, 2025 | MIT | moderate | 26 |
| Scriptflow MCP Turns repetitive AI interactions into persistent, executable Bash, Python, Node.js or TypeScript scripts. | 8 | Aug 6, 2025 | MIT | moderate | 26 |
| Designfit Validate AI-built front-ends against Figma by tokens and geometry, not pixels: extract a spec from a Figma frame link, then get a determinis | 7 | Oct 8, 2026 | MIT | moderate | 58 |
| Emailens MCP ◆ Lint HTML email with Emailens: rendering issues in Gmail, Outlook, Apple Mail and more, per-client CSS compatibility scores, dark mode simul | 7 | Oct 23, 2026 | MIT | moderate | 68 |
| Qai consultant Local retrieval over ISTQB, OWASP, IEEE, ISO and EU AI Act QA standards, plus QA effort estimation, QA document review and JUnit/CSV flakine | 7 | Oct 24, 2026 | — | moderate | 48 |
| DevPlan MCP Server Generate step-by-step development plans (PROJECT_BRIEF.md, DEVELOPMENT_PLAN.md, CLAUDE.md) using the ClaudeCode-DevPlanBuilder methodology. | 7 | Jun 17, 2026 | — | moderate | 36 |
| Jitapi Discover and call API endpoints from OpenAPI specs using semantic search and dependency graphs, planning multi-step workflows without loadin | 7 | Jun 14, 2026 | MIT | moderate | 46 |
| .FAF Context Persistent project context in the IANA-registered .faf format, with AI-readiness scoring. | 7 | Oct 23, 2026 | MIT | low | 64 |
| Openapi to MCP Converts any OpenAPI/Swagger specification into MCP tools automatically. | 7 | Dec 5, 2025 | MIT | low | 33 |
| Claude critical rules MCP Enforces critical rules for Claude to prevent documented failure patterns, with a compliance verification checklist and rules summary. | 7 | Jan 10, 2026 | MIT | low | 33 |
| NativeKeel Health check for React Native and Expo projects: upgrade blockers, New Architecture support, App Store and Google Play rejections, crash ris | 6 | Oct 24, 2026 | MIT | low | 58 |
| Contentrain Local-first content governance: model and content CRUD, validation, normalization and i18n across any framework. | 6 | Oct 24, 2026 | MIT | low | 58 |
| Tokenectomy Razor Log noise removal, secret redaction and atomic compiler patch verification with instant rollback for AI debugging sessions. | 6 | Oct 23, 2026 | MIT | low | 58 |
| Reuse Before Generate Checks if a project idea already exists on GitHub, npm or Python repositories and suggests maintained alternatives to extend instead of scaf | 6 | Sep 23, 2026 | MIT | moderate | 53 |
| Squiggles Run any number of LSP servers from one YAML config for diagnostics, go-to-definition and rename, plus server-specific features like Rust mac | 6 | Sep 25, 2026 | MIT | low | 58 |
| Podium MCP Mobile E2E testing on macOS: iOS Simulator control, native UI automation, Maestro flows, React Native debugging and WebView DOM inspection. | 6 | Jun 30, 2026 | MIT | low | 46 |
| MCP server scraper Web scraping: extract clean Markdown, links and metadata from any URL. | 6 | Aug 10, 2026 | MIT | low | 53 |
| GroundTruth MCP Self-hosted live library docs, code audits with file:line findings, BM25-ranked snippets and lockfile-aware version pinning. | 6 | Oct 22, 2026 | — | high | 48 |
| Rlg Log tools for on-call and SRE workflows over rlg (RustLogs) files: tail events by level or target, filter with JSON-path predicates and summ | 6 | Oct 19, 2026 | Apache-2.0 | low | 58 |
| Project context MCP Exposes .context/ folder files as MCP resources so Claude Code can reference project documentation via @ mentions. | 6 | Jan 14, 2026 | MIT | low | 33 |
| MCP server flipt Interact with feature flags in Flipt. | 6 | Oct 21, 2026 | Apache-2.0 | low | 53 |
| Rest api MCP Authenticated calls to any REST API: auto-login, token caching, 2FA/OTP support, Swagger spec fetching and fuzzy endpoint search. | 6 | May 4, 2026 | MIT | low | 41 |
| PatchWarden Local-first safety and verification layer for coding agents: workspace confinement, command allowlists, scope-violation detection and audita | 6 | Oct 23, 2026 | MIT | low | 53 |
| Pmpt cli Record and share AI-driven development history: saves project milestones with summaries, generates planning prompts and publishes to pmptwik | 6 | Mar 8, 2026 | MIT | low | 33 |
| Webvizio MCP ◆ Converts website and web app feedback and bug reports into context-enriched developer tasks for coding agents via Webvizio. | 6 | Dec 18, 2025 | MIT | low | 43 |
| Prumo Checks coding-agent context files (CLAUDE.md, AGENTS.md, SKILL.md) against the git index: broken links, missing paths, undefined commands an | 5 | Oct 11, 2026 | MIT | low | 57 |
| BumpGuard Dependency-upgrade impact analysis for Python and .NET: which API usages break, with line numbers and fix hints, plus detection of hallucina | 5 | Jun 17, 2026 | MIT | low | 45 |
| Design token bridge MCP Translates design tokens from Tailwind, CSS, Figma or W3C DTCG into Material 3, SwiftUI, Tailwind config and CSS variables, with WCAG contra | 5 | Aug 17, 2026 | MIT | low | 52 |
| Fagan Autonomous coding pipeline: a frontier model plans and reviews, a local model implements under TDD, and a merge gate re-runs the suite on th | 5 | Oct 24, 2026 | Apache-2.0 | low | 57 |
| Pkgdiet AST-based dependency analyzer: flags unused packages, calculates actual install sizes and detects unmaintained dependencies. | 5 | Oct 6, 2026 | MIT | low | 57 |
| DevUtils MCP Server Developer utilities: hashing, Base64/hex/URL encoding, UUID and password generation, JWT decoding, JSON/YAML/XML formatting, timestamps, CID | 5 | Jul 24, 2026 | MIT | low | 45 |
| Diffgate Deterministic guardrail for AI-written diffs: AST-based checks for SQLi, SSRF, XXE, hardcoded secrets and over-abstraction, scoped to the ch | 5 | Jul 27, 2026 | Apache-2.0 | low | 52 |
| Checkyourself Local launch-readiness audit for AI-built apps: read-only checks, an evidence-based 0-100 score and guided fixes. | 5 | Oct 9, 2026 | Apache-2.0 | low | 52 |
| Session watcher Monitors coding-agent token cache using inventory theory (EOQ) and signals optimal session restart timing via a live dashboard and terminal | 5 | Oct 10, 2026 | MIT | low | 52 |
| Wp cli MCP WordPress management via WP-CLI, locally or over SSH: themes, plugins, posts, menus, users, database, scaffolding and cache. | 5 | Apr 14, 2026 | MIT | low | 32 |
| Agent utils MCP Utility tools with x402 micropayments: JSON validation, base64, hashing, UUIDs, regex testing, Markdown and datetime conversion, cron parsin | 5 | Sep 11, 2026 | — | moderate | 37 |
| Time node MCP Timezone-aware date and time operations: IANA timezones, timezone conversion and daylight saving time handling. | 5 | Aug 11, 2025 | MIT | moderate | 24 |
| Permark Markdown reader and editor that tells coding agents what you are reading: the open document, section and selection, unread changes, your com | 5 | Oct 23, 2026 | Apache-2.0 | low | 52 |
| Media MCP Local image and video processing: resize, convert, compress, crop, thumbnails, metadata extraction, rotate, flip, filters and ffmpeg-based v | 5 | Mar 19, 2026 | MIT | low | 32 |
| Editorconfig MCP Formats files using .editorconfig rules so AI-generated code follows project formatting standards. | 5 | Jun 17, 2025 | MIT | moderate | 24 |
| Repoguard Fast architectural linter & guardrail engine for AI coding agents: detects layer violations, leaked secrets, and enforces .cursorrules & CLA | 5 | Oct 15, 2026 | MIT | low | 52 |
| Var gg MCP Enforces team naming conventions in AI-generated code. | 5 | Nov 4, 2025 | — | moderate | 22 |
| Omega brain MCP AI execution pipeline with NAEF logic constraints, VERITAS build gates, semantic vault integration and Tri-Node Cortex validations to curb h | 5 | Sep 7, 2026 | MIT | low | 47 |
| Llm token tracker Token usage and cost tracking for OpenAI and Claude APIs with real-time session tracking. | 5 | Nov 17, 2025 | MIT | low | 32 |
| Tarn API testing tool with YAML tests and structured JSON failures agents can act on: run, validate, inspect, rerun failed tests and get fix plan | 5 | Jun 4, 2026 | MIT | low | 40 |
| Jungle Grid MCP ◆ Estimate, submit, monitor and fetch logs for GPU inference, training, fine-tuning and batch workloads on Jungle Grid. | 4 | Aug 17, 2026 | MIT | low | 56 |
| Uploadkit ◆ UploadKit's React upload components, Next.js route handler scaffolds, bring-your-own-storage setup (S3, R2, GCS, B2) and full-text docs sear | 3 | Jul 6, 2026 | MIT | low | 53 |
| Extentos MCP ◆ Build smart-glasses apps: scaffold, validate and simulate Meta smart glasses integrations (camera capture, voice, audio) in Android and iOS | 2 | Sep 5, 2026 | MIT | low | 58 |
| Pntr cli ◆ Register PNTR dev subdomains, manage DNS records, receive email in a disposable inbox and capture inbound HTTP requests for webhook debuggin | 2 | Jul 30, 2026 | MIT | low | 58 |
| Yocoolab MCP ◆ Pin visual feedback on live web pages with the Yocoolab extension and hand it to coding agents with the element, selector and screenshot att | 2 | Oct 19, 2026 | Apache-2.0 | moderate | 63 |
| 2ools ◆ Versioned projects from assistant-built work: shareable HTML previews, version comparison, delegated approvals, artifacts, work assignments | 1 | Aug 16, 2026 | MIT | low | 55 |
| ARADIA | sovereign & private agentic systems ◆ On-premise private AI systems from ARADIA on NVIDIA DGX hardware: hardware sizing, ROI modeling, partner onboarding, procurement and order t | 1 | Sep 13, 2026 | MIT | low | 55 |
| Homespun ◆ Deploy and operate multi-user web apps: magic-link sign-in, a shared realtime database, per-role permissions, email notifications and file u | 1 | Oct 20, 2026 | MIT | moderate | 60 |
| Crapkit ◆ Read-only per-function CRAP scores (complexity and coverage) that point to the worst function to fix next, with uncovered lines and near-dup | 1 | Oct 6, 2026 | MIT | low | 60 |
| Cairn Commons ◆ Verified, version-pinned records of new dependency bugs: your coding agent looks an error up before searching the web (91% vs 68% correct on | 1 | Oct 24, 2026 | MIT | low | 60 |
| Formfeed ◆ Render PDFs and images from HTML templates (Jinja2, Liquid, Handlebars) or Word and PowerPoint files, check data against a template's schema | 1 | Oct 24, 2026 | MIT | moderate | 60 |
| X402 MCP ◆ Exposes x402-paid APIs discovered from Coinbase Bazaar, handling USDC micropayments on Base. | 1 | Jul 18, 2026 | MIT | moderate | 48 |
| Verificate MCP quickstart ◆ Merge gate for AI-written code: catches placeholder code, unfailable tests, unsupported completion claims and nonexistent API calls, then re | 1 | Sep 21, 2026 | MIT | low | 50 |
| Nahook MCP ◆ Nahook webhook platform: trigger webhooks, inspect deliveries, retry failures and manage endpoints. | 1 | Jul 28, 2026 | MIT | low | 50 |
| DVERA CT verification tools ◆ Drives Controller Tester (CT) C/C++ verification: project setup, analysis, test generation and execution, statement/branch/MC-DC coverage an | 0 | Oct 15, 2026 | MIT | low | 60 |
| Wcagc — accessibility scanning ◆ Accessibility scanning with axe-core (WCAG 2.1 AA, EN 301 549, PDF/UA) via wcagc: scan URLs and PDFs, crawl sites, replay journeys and read | 0 | Oct 12, 2026 | MIT | moderate | 60 |
| Featureflip ◆ Manage Featureflip feature flags: create and toggle flags, edit targeting rules and find stale flags. | 0 | Oct 15, 2026 | Apache-2.0 | moderate | 60 |
| Klanex ◆ Async execution for agent tool calls: payload schema checks, retries and circuit breakers, idempotency keys, approval gates, replay and sign | 0 | Sep 18, 2026 | MIT | moderate | 55 |
| AnyHook ◆ Create live webhook endpoints and read back the deliveries they receive; endpoints keep working after the session ends. | 0 | Oct 23, 2026 | Apache-2.0 | moderate | 60 |
| M00N Report ◆ Test management: author manual test cases, run executions, cut releases and link automated tests, with prompts for flaky-test triage and rel | 0 | Oct 11, 2026 | MIT | moderate | 60 |
Official servers
Published by the service's own vendor (per the awesome-mcp-servers list): they usually track the API closely and are better maintained.
- PostHog MCP Server 40.4K ★
- Jscpd 6.4K ★
- Radar Kubernetes MCP Server 3.9K ★
- Next devtools MCP 832 ★
- Gk cli 462 ★
- Opik 225 ★
- Hub MCP 169 ★
- Hyperiux Vault 101 ★
- Globalping MCP server 64 ★
- Buildkite MCP server 56 ★
- Argot 51 ★
- Bitrise 43 ★
- LogiSheets 41 ★
- Apisix MCP 38 ★
- Dynatrace managed MCP 32 ★
Choosing and securing
Start with the task rather than the category name. Check available MCP functions, compatible versions, and project prerequisites. Review server ownership, maintenance, licensing, and requested permissions. Compare local and remote processing, particularly for code indexing. For production-connected tools, look for precise access controls and records that let you inspect completed actions. Confirm that you can review the actual output in the underlying tool rather than relying on the agent’s description.
These tools may expose proprietary code, usage data, and details from production errors. Some also allow changes to settings that affect users. Restrict project access and separate inspection from editing. Issues, traces, and documentation may contain injected instructions that should remain untrusted input. Check what is transmitted to remote services. Require approval for configuration changes and remove sensitive data from shared examples, generated stories, and exported results.
Before connecting a server to an agent with access to your data, run the AI agent security check.
Most recent
- Stalemap created October 19, 2026
- Permark created October 14, 2026
- Droidline created October 7, 2026
- Cairn Commons created October 7, 2026
- Onsystem created October 6, 2026
Other categories
Learn more
Frequently asked questions
What is the best Developer tools MCP server?
On our grid (adoption, maintenance, framework), Radar Kubernetes MCP Server (96/100), Repowise (95/100), and Jscpd (93/100) come first. The right choice mostly depends on the service you need and the rights you are willing to grant.
Are these servers free?
87% declare an open-source licence and are free to use. 70 need an API key: the connected service may be paid.
Do these servers replace my existing development tools?
They give the agent access to selected functions of those tools. You can continue using the original interfaces to inspect results and perform operations absent from the server. Check the MCP integration’s exposed capabilities, since they may cover only part of the underlying product or project’s functionality.
How should I check a change proposed by the agent?
Inspect the changed files or settings, then apply checks suited to the task. For a component, that may include stories and existing tests. For a product setting, verify the environment and affected users. Assess the resulting behavior as well as the tool response before accepting or deploying the change.
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