Full GitHub API access via MCP. Create issues, PRs, manage repos, read code, run searches, and interact with the GitHub ecosystem.

Official Sentry MCP server. Access error events, issues, stack traces, and performance data from Sentry for automated debugging and triage workflows.

Official MCP server for the GitLab API, supporting project management, merge requests, issues, file operations, and CI/CD pipelines.

Run Semgrep static analysis scans from MCP clients. Detect security vulnerabilities, code quality issues, and policy violations across any codebase.

Official CircleCI MCP server. Trigger pipelines, check build status, retrieve logs, and orchestrate CI/CD workflows from AI agents.

Official HashiCorp Terraform MCP server. Plan and apply infrastructure changes, manage workspaces, query resource state, and interact with HCP Terraform from AI agents.

Read and write Atlassian Confluence pages, spaces, and comments. Search documentation, create runbooks, and keep wikis up to date from agent workflows.

Official Nx MCP server. Query monorepo project graph, run affected targets, and get AI-aware build intelligence for Nx workspaces.

Manage Bitbucket repositories, pull requests, and pipelines from AI agents. Create PRs, review diffs, trigger builds, and query repository data.

Continuous code quality and security analysis. Query issues, security hotspots, technical debt, coverage metrics, and quality gate status across projects and branches.

Track code coverage across commits, PRs, and branches. Identify uncovered lines, coverage trends, and component coverage. Integrate coverage data into CI/CD and code review workflows.

MCP server for Snyk security scanning. Scan repositories for vulnerabilities, verify tokens, and manage security across multiple organizations.

AWS Labs MCP server that dynamically generates tools from OpenAPI specs. Let LLMs interact with any REST API via its OpenAPI definition.

MCP server for exploring and testing APIs through Swagger/OpenAPI docs. Browse endpoints, view schemas, and execute test requests.

Security scanner for AI agents, MCP servers, and agent skills. Scan and inspect the supply chain of agent components on your machine.

Evaluation framework for testing MCP servers and agents end-to-end. Exercises your full system with real LLM-to-tool calls and OpenTelemetry-backed observability.

Node.js package and GitHub Action for evaluating MCP tool implementations using LLM-based scoring. Validate your MCP server tools are working correctly.

Official MCP server for Buildkite CI/CD. Access pipeline details, build information, job logs, artifacts, and user data for monitoring and troubleshooting.

MCP server for Tekton Pipelines on Kubernetes. Start, monitor, and manage cloud-native CI/CD pipelines through natural language commands.

Fullstack MCP framework for building MCP apps and servers. Production-ready deployment with observability, metrics, logs, and GitHub-integrated branch deployments.

Instant GraphQL and REST APIs over your database. Query, mutate, and subscribe to data via auto-generated GraphQL from Postgres, MySQL, and more.

Create, run, and manage code in Replit via MCP. Agents can spin up Repls, execute code, read output, and collaborate on projects — giving AI workflows a cloud coding environment on demand.

MCP server for Lovable, the AI app builder. Lets agents create, iterate, and deploy full-stack web applications directly from the terminal or AI agent workflows. Research preview launched May 2026.

MCP server for Autodesk Fusion 360 — create and modify 3D CAD models, run simulations, and automate engineering workflows.

Official SAP MCP server for generating and modifying SAP Fiori applications, including pages, controller extensions, and manifest changes.

Official SAP MCP server for the Cloud Application Programming Model (CAP). Transforms AI agents into CAP development experts with CDS-aware context, schema introspection, and agentic coding support for enterprise SAP applications.

Exposes CodeScene's Code Health analysis as local AI-friendly tools, giving coding assistants real-time maintainability feedback on generated code. Runs fully locally with no source code sent externally. Supports 30+ languages and boosts LLM code health fix rates from 20% to 90-100%.

Open-source documentation index for AI coding assistants that fetches and indexes docs from websites, GitHub, npm, PyPI, local files, and zip archives. Supports 90+ file formats including PDF, Office documents, and Jupyter Notebooks with optional semantic search via configurable embedding models.

Open-source MCP server from Google connecting AI agents to Google Colab cloud runtimes with GPU access. Enables agents to create notebooks, execute code cells, manage dependencies, and retrieve outputs — bridging local AI workflows with Colab cloud compute.

MCP server from Perforce for AI-driven workflows with Helix Core version control. Exposes safe, structured read and write tools to AI models for changelists, files, shelves, workspaces, jobs, reviews, and server metadata. Enables natural-language queries against Perforce repositories for code search, change history analysis, and workflow automation.

MCP server from Parasoft for autonomous AI-driven API mocking and service virtualization. Eliminates dependency bottlenecks by allowing AI agents to create, configure, and manage virtual services that simulate APIs and backend systems. Enables automated test environment provisioning through the Model Context Protocol.

Official MCP server from the Chrome DevTools team enabling AI agents to control and inspect Chrome browser sessions. Bundles debugging skills including DOM inspection, network monitoring, performance profiling, console access, and screenshot capture. Supports auto-connecting to running Chrome profiles and provides structured browser state to AI coding assistants.

MCP server module from Mendix (Siemens) that turns any Mendix low-code application into an MCP server. Exposes Mendix microflows as tools that AI assistants can discover and invoke through the Model Context Protocol. Available on the Mendix Marketplace, it enables building agentic workflows that connect enterprise business logic to Claude, ChatGPT, or any MCP-compatible host.

High-performance MCP server for headless IDA Pro reverse engineering workflows, written in Rust. Enables AI agents to analyze binaries, disassemble code, inspect functions, cross-references, and data structures through the Model Context Protocol. Features a pooled HTTP architecture for concurrent analysis sessions and supports both IDA Pro and IDA Free.

Cross-platform UI automation MCP server that generates self-healing pytest scripts from natural language descriptions. Automates interactions across Android, iOS, and web applications with visual element recognition. Produces robust test scripts that adapt to UI changes automatically.

MCP server wrapping openEMS 3D FDTD electromagnetic simulation for AI-assisted antenna and RF structure design. Supports patches, dipoles, horns, helices, microstrip, and waveguide structures. Enables AI agents to design, simulate, and analyze RF components through natural language interaction with full-wave 3D electromagnetic simulation.

Payment integration MCP server from Datacap Systems that connects its developer documentation, sample code, and certified integration patterns directly to AI-assisted coding environments. Works with Cursor, VS Code, Claude Code, and other MCP-compatible IDEs. Enables developers to pull Datacap code snippets, reference implementations, and complete sample projects into active projects grounded in vetted documentation.

MCP server from Sparx Systems that connects AI assistants to Enterprise Architect models and repositories. Enables querying and interacting with UML diagrams, architecture models, requirements, and project documentation through MCP-compatible clients. Supports reading model elements, navigating package hierarchies, and extracting structured data from Enterprise Architect projects for use in AI-assisted architecture review, documentation generation, and model analysis workflows.

Application security MCP server from Cycode that helps secure AI-generated code in real time. Integrates with AI coding assistants to provide security scanning, vulnerability detection, and code governance as part of the development workflow. Connects to source control and pipeline tools including GitHub, GitLab, Bitbucket, and any IDE supporting MCP. Enables security teams to enforce policies inside AI coding assistants and detect issues before code reaches production.

Official MCP server from MathWorks that enables AI assistants and coding tools to run MATLAB code and interact with the MATLAB computational environment through the Model Context Protocol. Provides tools for executing MATLAB scripts, accessing MATLAB functions, and working with MATLAB data directly from MCP-compatible AI applications. Designed to bring MATLAB's numerical computing, data analysis, and engineering simulation capabilities into AI-assisted development workflows.

MCP server from LogRocket that gives AI agents visibility into real user experience data through the Galileo AI engine. Connects AI assistants and coding agents to session replays, customer feedback from Zoom and Gong, support tickets from Zendesk and Intercom, and project management data from GitHub, Linear, and Jira. Galileo watches user sessions, detects issues, diagnoses root causes, quantifies user impact, and suggests fixes that can be pushed directly to Claude Code or Cursor. Used by Rippling and ShipStation Global for automated issue resolution. Hosted at mcp.logrocket.com/mcp. Launched June 9, 2026.

Open-source MCP server that bridges ReportPortal test reporting instances with AI assistants. Provides tools to analyze test execution results, query launch histories, investigate failure patterns, and access test automation analytics directly from Claude Desktop, GitHub Copilot, Cursor, and other MCP-compatible clients. Enables QA teams to ask natural language questions about test health, flaky tests, failure trends, and execution metrics without navigating the ReportPortal dashboard. Built in TypeScript with stdio transport.

Open-source MCP server that enables AI assistants to automate EPLAN Electric P8 and EPLAN EEC Pro 2026 electrical design workflows. Exposes 304 tools including 149 EPLAN actions in two execution modes: direct execution and silent QuietMode execution recommended for production use. The local MCP server drives EPLAN P8 directly while two remote MCP servers hosted on Cloudflare Workers expose indexed EEC Pro documentation via semantic search. Claude can execute EPLAN actions in real time, receive feedback, and consult documentation through natural language commands. Designed for electrical engineers and technical directors automating complex design workflows.

MCP server from MathWorks that gives AI agents the tools and expertise to work with Simulink and Model-Based Design. Adds 7 Simulink-specific tools on top of the MATLAB MCP server including model-based design algorithm specification, plant model specification, Simulink model testing, and requirements generation. Skills encode recommended workflows so AI agents follow best practices instead of improvising. Works with Claude Code, GitHub Copilot, Cursor, OpenAI Codex, Sourcegraph Amp, and Gemini CLI. Open source on GitHub. Launched April 2026.

Open-source MCP server that gives AI agents 27 security intelligence tools spanning 21 external APIs. Turns Claude into a full-spectrum security analyst with correlated access to NVD for CVE lookup, FIRST for EPSS scoring, CISA KEV status checks, MITRE ATT&CK mapping, Shodan for network intelligence, VirusTotal for file and URL analysis, and GreyNoise for threat intelligence. Supports bulk CVE lookups of up to 20 CVEs in parallel. Tools organized into five categories: Core Vulnerability Intelligence, Exploit and Attack Intelligence, Advanced Risk and Reporting, Network Intelligence, and Threat Intelligence. Works with Claude Desktop and Claude Code.

MCP server from HashiCorp Cloud Platform that enables AI agents to scan and detect secrets, credentials, and sensitive data across repositories and infrastructure. Part of the Vault Radar product for secret scanning and detection. Provides tools for identifying exposed API keys, tokens, passwords, and other secrets in codebases and cloud environments. Integrates with the broader HashiCorp Vault ecosystem for automated remediation workflows. Works with Claude and other MCP-compatible clients.

Open-source MCP server that provides real-time vulnerability, cloud security, endpoint, and compliance data from Qualys via natural language. Enables AI agents to query vulnerability management data, cloud security posture, and compliance status across enterprise environments. Part of the Qualys TotalAI ecosystem for AI-powered security operations. Supports detection of MCP servers as shadow IT across network, host, and supply chain perspectives. Works with Claude and other MCP-compatible security tools. Community-maintained on GitHub.

Community MCP server that connects AI agents to the Unity game engine for automated game development workflows. Enables AI tools to interact with Unity Editor programmatically including scene management, asset manipulation, component configuration, and build operations. Supports reading and modifying Unity project structures, inspecting game objects and hierarchies, and executing editor commands through natural language. Active development with version 0.80.0 released June 10, 2026. Open source on GitHub with regular updates and growing community adoption.

Official MCP server from Honeybadger that gives AI coding assistants direct access to application error data, faults, notices, and uptime checks. Enables AI tools like Claude, Cursor, and Copilot to fetch, search, and analyze production errors in context while developers code. Provides structured access to Honeybadger's API through the MCP protocol. Supports listing projects, searching faults, retrieving notice details, and checking uptime monitors. Open source on GitHub under the honeybadger-io organization.

MCP server that keeps persistent Julia language sessions alive across AI agent calls. Variables, functions, loaded packages, and computed state persist between tool executions, enabling stateful scientific computing workflows. Part of the Kaimon.jl project that bridges AI agents and the Julia ecosystem. Supports executing Julia code, inspecting variables, loading packages, and running benchmarks through MCP tools. Open source. Designed for researchers and data scientists who use Julia for numerical computing, machine learning, and scientific simulations.

MCP server for SAP ABAP development that connects AI agents to SAP systems via the ABAP Development Tools API. Enables reading, writing, testing, and deploying ABAP code through natural language in MCP-compatible AI clients without requiring SAP GUI. Supports source code management, transport handling, and syntax checking through the ADT REST API. Open source under MIT license on GitHub under Hochfrequenz. Designed for SAP developers and consultants working with ABAP codebases who want AI-assisted development workflows. Created June 15, 2026.

MCP server from Google that provides AI agents with access to developer documentation, API references, and technical knowledge from Google's developer ecosystem. Part of Google's expanding MCP support across its services announced in June 2026. Enables AI coding assistants and development tools to query up-to-date Google developer documentation, SDK references, and best practices through natural language. Designed for developers working with Google Cloud, Android, Firebase, and other Google platforms who want AI-assisted access to technical documentation.

Official MCP server from SAP for AI-assisted UI5 framework development. Provides AI agents with access to UI5 CLI tools, UI5 linter, API documentation, and framework-specific context. Built in TypeScript. Integrates with VS Code GitHub Copilot, Claude Code, Cursor, and OpenCode. Part of the official SAP MCP server suite alongside CAP and Fiori Elements servers. Recommended for use with the SAP Fiori MCP server for the best agentic coding experience. Published as @ui5/mcp-server on npm.

Official MCP server from SAP for AI-assisted development with UI5 Web Components. Provides AI agents with access to UI5 Web Components API documentation, framework integration guides for React, Angular, Vue, and vanilla JavaScript, and theming documentation. Built in TypeScript. Works with VS Code GitHub Copilot, Claude Code, Cursor, and OpenCode. Part of the official SAP MCP server ecosystem. Enables building enterprise UIs with UI5 Web Components through agentic AI workflows.

Official MCP server from SAP for AI-assisted mobile application development with the Mobile Development Kit. Provides AI agents with tools for project creation, artifact generation, build and deploy, validation, migration, and documentation lookup. Published as @sap/mdk-mcp-server on npm. Works with Claude Code, Cursor, Cline, OpenCode, and GitHub Copilot. Open source under Apache 2.0. Early release with active development. Created by SAP.

IBM's MCP server for intelligent context management. Provides Rust-based server with security-hardened build pipeline, supporting context windowing and retrieval for enterprise AI agent workflows.

Structural memory MCP server for coding agents. Indexes TypeScript and JavaScript repositories to enable efficient querying of symbols, callers, and call-edges, giving agents deep codebase understanding.

Repo dependency analyzer with blast-radius impact scoring for AI-assisted development. Provides dependency graphs, semantic symbol search, and impact analysis to help coding agents understand change risk.

Token-efficient MCP server for precise GitHub code retrieval via tree-sitter AST parsing. Reduces AI token costs 95%+ on code exploration by extracting symbol-level code instead of reading entire files. Supports 70+ languages.

Official Reddit MCP server for writing Devvit applications on Reddit's developer platform. Provides tools for building Reddit apps, bots, and extensions with AI-assisted development via Claude Code, Cursor, or any MCP client.

Open-source MCP server that runs inside JetBrains IDEs (IntelliJ, WebStorm, PyCharm, etc.) and exposes the full power of the IntelliJ Platform to AI agents. Provides visual IDE understanding, UI automation, and native IntelliJ APIs via Kotlin scripting.

Official Meta MCP server connecting AI assistants to Meta Quest development tools. Provides documentation search, device debugging, performance trace analysis via Perfetto, screenshot capture, and access to Meta's 3D asset library.

Enterprise MCP toolchain from Infragistics connecting AI coding assistants to the Ignite UI component library. Includes CLI MCP Server for scaffolding and docs, plus Theming MCP Server for palettes, typography, and design tokens across Angular, React, Blazor, and Web Components.

Official Autodesk MCP server for Revit 2027 providing read-only BIM model access to AI assistants. Query elements by category, family, level, and parameters, retrieve detailed element data, select and zoom to elements, open views, and export views to images or CSV. Ships as a Revit 2027 addon with auto-configuration for Claude Desktop and Cursor.

Open-source MCP server from Flagsmith for feature flag and remote configuration management. Enables AI agents and coding assistants to query, toggle, and manage feature flags across environments. Installable locally with one click or deployable remotely for SaaS, private cloud, or self-hosted Flagsmith instances.

Official MCP server from B&R (ABB group) providing AI assistants with direct access to B&R automation knowledge and community data. Integrates with Automation Studio Code 6.7 using JWT authentication, enabling AI tools like GitHub Copilot and Continue Dev to work with industrial automation context.

MCP integration from Equixly bringing continuous offensive API security testing directly into AI coding assistants. Enables developers to run automated penetration tests against APIs from within their IDE, get real-time vulnerability findings, and remediate security issues during development rather than post-deployment.

Official MCP server from SmartBear exposing their suite of API development and testing tools to AI assistants. Provides access to SwaggerHub for API design and documentation, ReadyAPI for functional and load testing, and other SmartBear products. Enables AI agents to search API definitions, run test suites, analyze results, and manage API lifecycle workflows through standardized MCP tools.

MCP server from Meta's open-source Astryx React design system, announced June 27, 2026. Astryx ships 90+ production-grade React components built with StyleX, ten themes, and agent-ready MCP tooling. The MCP server lets AI coding assistants scaffold UIs, look up component APIs, generate themed layouts, and document patterns directly from the design system. Token-optimized CLI included for context-efficient agent workflows.

Official MCP server from Siteimprove, announced June 30, 2026. Embeds Siteimprove's Accessibility Agent into AI coding and design environments including Claude, VS Code, Lovable, and Figma. Enables real-time accessibility audits and remediation during content creation rather than post-publish. Supports agent-to-agent workflows where coding agents trigger autonomous accessibility checks. Also ships a Figma plug-in with in-canvas audits and color-blindness simulation.

Official MCP server from Apple/WebKit, introduced in Safari Technology Preview 247 on July 1, 2026. Gives AI coding agents direct access to a live Safari browser tab for web development and debugging. Agents can take screenshots, read the DOM, check network logs, run JavaScript, test forms, inspect accessibility failures, resize the viewport, and monitor console errors. Runs entirely on the local machine with no data sent to Apple. Compatible with Claude, Codex, and other MCP clients.

Official experimental MCP server plugin from Epic Games, shipped with Unreal Engine 5.8. Enables AI assistants and coding agents to connect directly to the Unreal Editor through the Model Context Protocol. AI agents can navigate Blueprints, manipulate assets, build levels, adjust materials, and work with meshes through a standardized interface. Features a Tool Search mechanism for discovering available toolsets dynamically. Runs inside the editor process on localhost:8000/mcp with auto-start support.

WebMCP from Google Chrome, available in early preview for Chrome Canary. A proposed web standard that turns any web page into a structured MCP-compatible tool for AI agents. Provides both a Declarative API for standard HTML form actions and an Imperative API for complex dynamic interactions via JavaScript. Instead of screenshot-analyze-click loops, AI agents call declared tools directly with typed parameters. Backed by Booking.com, Expedia, Instacart, Intuit, Shopify, and Redfin. Native browser support expected across Chrome and Edge in H2 2026.

Open-source MCP server from Block (Square) that gives AI agents direct access to Xcode's project index store through Apple's IndexStoreDB. Enables precise code navigation and refactoring operations on iOS and macOS projects with tools for loading project indexes, finding symbol occurrences, retrieving symbol references, and pattern-based symbol searching. Agents can find all call sites of a function and perform exhaustive refactoring across large Swift and Objective-C codebases.

Open-source MCP server from Sentry (originally created by Cameron Cooke) that gives AI agents full control over Xcode for building, testing, debugging, and deploying iOS and macOS apps. Provides 82 MCP tools covering simulators, physical devices over USB and Wi-Fi, LLDB debugging with breakpoints and variable inspection, UI automation with screenshot capture, and project scaffolding. AI agents can independently build projects, fix compilation errors, and iterate on solutions. 5,400+ GitHub stars.

MCP server for the CODESYS V3 industrial automation development environment that enables AI agents to generate, analyze, and optimize IEC 61131-3 PLC code via natural language. Exposes the CODESYS Scripting Engine so AI assistants can open projects, create program organization units (POUs), write Structured Text implementations, trigger compilation, and read back errors. Supports both cloud-hosted and local LLMs. Won first place in the Software and IT category for Product of the Year 2026 by Computer and Automation magazine. Compatible with Claude Desktop, Cursor, and other MCP clients.

Production-grade MCP server for the Godot game engine that connects AI assistants directly to a live Godot editor. Provides over 120 operations across 41 MCP tools enabling AI agents to build scenes, edit nodes and scripts, wire signals, and configure UI, materials, animations, particles, cameras, and environments. Supports Claude Code, Cursor, and other MCP clients. Snap-to-install with no complex setup required. Open source and free.

Official MCP server from Apple released with Safari Technology Preview 247 that connects AI coding agents to a live Safari browser window. Provides 16 built-in tools enabling agents to open pages, inspect page structure, read console output, review network activity, and capture screenshots. AI assistants like Claude and Codex can debug websites, identify Safari compatibility issues, analyze performance, check accessibility, and verify page states without relying on screenshots or manual explanations. Requires Safari Technology Preview 247 or later.

Official MCP server from Figma that brings design context directly into developer coding workflows. Enables agentic coding tools like Claude Code, Cursor, Windsurf, and VS Code Copilot to read Figma designs and generate design-informed code. Agents can access component information, design tokens, variables, stylings, and multi-layer application flows from Figma files. Supports creating new atomic components with proper variables and building out complex design-to-code workflows. Expanded with skills and MCP connectors at Config 2026 on June 24, 2026.

Free open source MCP server for dynamic custom persona management with a public GitHub collection of personas, skills, templates, agents, memories, and ensembles for AI models. Create and manage custom personas, skills, and agent configurations that work across platforms and follow users wherever they work. Includes a local portfolio system at ~/.dollhouse/portfolio/ for organizing elements. Compatible with Claude Code, Claude Desktop, Cursor, Gemini, Codex, and local LLMs. Licensed under AGPL-3.0 with commercial licensing available.

Official MCP server from Microsoft that brings Azure DevOps data directly to AI agents. Available as both a local stdio server and a hosted remote server using streamable HTTP transport with Microsoft Entra authentication. Provides AI agents with access to work items, pull requests, pipelines, repos, wikis, and test plans. The remote server requires no local installation and is available inside Microsoft Foundry. Supports scoping which tools agents can access for controlled operations. Open source under MIT license. Remote server entered public preview March 2026.

Official MCP server from Apollo GraphQL that bridges AI applications and GraphQL APIs by translating GraphQL operations into MCP tools that AI models can discover and use. Supports zero-code MCP tool creation from GraphQL schema or operations, native REST and GraphQL support via Apollo Connectors, deterministic execution with built-in policy enforcement limiting AI to pre-approved operations, and AI-native development for automatically discovering new capabilities across API footprints. Also supports MCP Apps and the OpenAI Apps SDK. Open source under MIT license.

MCP server that gives AI assistants direct terminal control, file system operations, and diff-based file editing on the local machine. Exposes approximately 25 tools including shell command execution, long-running process management, file read/write with diff editing, process listing and termination, and content search. Includes file preview UI with rendered markdown, inline images, and support for Excel, PDF, and Word documents. Security features include symlink traversal prevention, command blocklist, and optional Docker isolation. Actively maintained with v0.2.45 released July 11, 2026.

Free, open-source remote MCP server that transforms any GitHub project into a documentation hub for AI tools. Provides two modes: repository-specific endpoints (gitmcp.io/{owner}/{repo}) for targeted access, and a generic server (gitmcp.io/docs) for flexible multi-repo queries. Enables AI assistants to access up-to-date documentation and code to eliminate hallucinations. Respects robots.txt directives for GitHub Pages sites. Over 8,000 GitHub stars. Works with Claude, Cursor, Windsurf, VS Code, and other MCP-compatible clients.

Open-source MCP server from Injective that enables AI coding agents to build, deploy, and verify smart contracts on the Injective Layer-1 blockchain using natural language prompts. Ships with 22 tools covering market data, trading, transfers, and bridging. Converts AI agent intent into signed blockchain transactions without manual transaction construction. Uses AES-256 encryption for key security. Part of a broader AI-native developer ecosystem including documentation MCP and agent-skills packages for EVM smart contract development. Compatible with Claude, Cursor, and other MCP clients. Launched July 5, 2026.

MCP server from SnapLogic that brings governed enterprise integration capabilities directly into AI coding environments like Cursor, GitHub Copilot, Claude Code, and Windsurf. Unlike SnapLogic's MCP Builder (which creates MCP servers from existing pipelines), SnapCode enables developers to create, deploy, and govern enterprise integrations from within their IDE through natural language. Includes guardrails that enforce compliance, governance, and security policies automatically. Part of SnapLogic's July 2026 product release alongside the generally available MCP Server. Launched July 14, 2026.

Open-source MCP server for the Localize Elixir library that teaches AI agents the full Localize API through eleven typed tool calls backed by BEAM introspection. Replaces source-code grepping with structured discovery, documentation, schema, locale resolution, and live execution tools. Supports formatting numbers, currencies, dates, times, units, lists, messages, collation, and plural rules across locales. The server runs locally from the user's project using stdio transport and sees the exact Localize version pinned in mix.exs. Compatible with Claude Desktop, Claude Code, Codex CLI, ChatGPT, and Zed. Published on Hex as localize_mcp. Released July 15, 2026.

Beta MCP server from Meta that lets AI coding assistants read and manage Meta app configuration without opening the Meta for Developers dashboard. Exposes 10 tools covering API documentation search, app settings inspection, App Review status, compliance monitoring, API usage and rate limits, and webhook subscription management. Write access is limited to webhook subscriptions only. Uses OAuth authentication tied to a developer's existing Meta account with per-app Read and Manage scopes. Compatible with Claude Code, Claude Desktop, ChatGPT, Codex, and Cursor. Announced June 30, 2026.

MCP server generator from Bump.sh that automatically creates white-label MCP servers from existing API documentation. Generates MCP servers from OpenAPI specifications and hosts them as managed services. Supports custom domains via CNAME so servers appear at mcp.yourcompany.com, and custom OAuth integration with any identity provider including Okta, Auth0, and Keycloak. Available on every Bump.sh plan. Enables API providers to offer AI-native access to their APIs without building custom MCP implementations. Exited beta and became generally available July 2026.

MCP server from PTC as part of Onshape Labs, offering a Text-to-Code-to-CAD framework that enables prompt-based CAD geometry creation and customization through FeatureScript. Part of PTC's broader push to accelerate AI inside the product development process. Enables engineers and designers to generate and modify CAD features through natural language prompts in AI assistants. Available through the Onshape Labs early access program with broader availability expected later in 2026. Announced July 17, 2026.

MCP server from the Red Hat Ansible project that connects AI assistants to Ansible automation capabilities. Published as a standalone npm package from the VS Code Ansible extension. Enables developers and DevOps engineers to generate, lint and run Ansible playbooks, manage inventory, query module documentation and troubleshoot automation tasks through conversational AI interfaces. Part of the broader Ansible developer tools ecosystem. Open source.

Open-source MCP server from BrowserStack, the AI-native software testing platform, that connects AI agents and coding assistants to BrowserStack's cloud testing infrastructure. Enables automated cross-browser testing, device management and test execution through AI tools like GitHub Copilot, Cursor and Claude Code. Supports manual and automated web testing, app testing and accessibility checks through natural language commands. Part of BrowserStack's AI portfolio alongside Test Companion for IDE-based agentic test automation. Open source on GitHub under browserstack/mcp-server. Announced alongside Test Companion on July 29, 2026.

Local MCP server from Microsoft for AI-assisted analysis of Event Tracing for Windows (ETW) traces. Gives AI assistants structured read-only access to ETL trace data including CPU usage, process filtering, time range analysis, trace comparison and critical path walking. Powered by the TraceProcessor engine that drives Windows Performance Analyzer (WPA). Uses STDIO transport for local operation. Works with GitHub Copilot, Claude Code and any MCP-compatible AI assistant. Companion to the upcoming WPA MCP server. Early preview release from the Microsoft Performance Diagnostics team.

Developer MCP server from Elastic Path, the composable commerce platform, enabling rapid scaffolding of storefront components and accelerating headless commerce development. Contains Elastic Path domain intelligence including catalog rules, price book logic, account hierarchy patterns and cart and checkout flows optimized for B2B buying. Generates product grids, authentication flows, cart management and checkout logic wired to Elastic Path APIs. Works with any MCP-aware IDE or coding agent.

Managed MCP server from Rafay Systems that gives platform, DevOps and SRE teams governed AI assistance for infrastructure operations without exporting data or building one-off integrations. Provides fleet intelligence, cost attribution, and incident diagnosis for Kubernetes environments managed through Rafay. Uses the same RBAC and project boundaries teams already have in place. Connects AI assistants to Rafay operational context through a standard protocol for cluster inventory, health status, workload placement and infrastructure cost analysis. Launched July 15, 2026.

MCP server from MESCIUS USA (formerly GrapeCity) that gives AI coding agents direct access to trusted product knowledge for MESCIUS enterprise developer tools including SpreadJS, ActiveReports.NET and Document Solutions. Enables AI assistants to retrieve up-to-date documentation, APIs, best practices, sample code, CDN resources and implementation guidance through natural language queries. Instead of manually searching documentation, developers ask their AI coding assistant what they want to build and receive accurate, product-specific answers. Announced July 30, 2026.

Open source MCP server that discovers the memory, instructions, rules and session evidence that Claude Code, Codex, Cursor, Gemini, OpenCode, Cline, Windsurf and other AI coding agents already wrote on your machine. Combines them into one canonical Markdown tree and serves grounded, cited recall through tools like ask_memory and canonical_memory. Uses SQLite FTS5 for lexical search and dense vectors from a vendored static model with Reciprocal Rank Fusion for result merging. Local-first with no external API dependencies.

Enterprise-grade MCP server from AWS that helps organizations create, test, document and transform SAP ABAP code faster and with higher accuracy. Enables AI-powered coding assistance through Amazon Q Developer and Kiro. Connects to SAP ABAP Test Cockpit to validate code and reduce hallucination. Enforces SAP transport workflow so all code changes require transport, QA review and approval before reaching production. Open source under MIT license. Updated August 11, 2026.

TypeScript MCP server that translates AI tool calls into SAP ABAP Development Tools (ADT) REST API requests. Provides governed development-tooling proxy around ADT behavior including code checks, build and activate, transport management, AI-assisted ABAP authoring and Git workflows. Secure by default with positive opt-in flags and default deny for every mutation. Package allowlists restrict writes and every tool call is audited with user identity. Distributed as npm package and Docker image. Works with Claude, GitHub Copilot, VS Code and any MCP-compatible client.

Context engineering engine for AI coding agents that provides information-theoretic context optimization reducing unnecessary tokens by up to 90 percent while preserving answer-critical evidence. Features budget-aware selection, content-addressed recovery and auditable Context Receipts. Rust engine runs in under 10 milliseconds. Supports Claude Code, Codex and OpenClaw. Provides recoverable context compression, answer verification and full MCP integration for auditable context engineering.

UI annotation MCP server that lets users annotate and draw on any web UI for AI agents and export structured context without requiring app code changes. Lightweight browser extension for Chrome, Edge and Firefox combined with a local MCP bridge. Provides two capture modes: annotate mode for element-level fixes and draw mode for layout or spacing regions. Four output formats from compact to forensic. All data stays local and never leaves the device. Open source.

Local-first distributed reasoning cache for coding LLMs that collects anonymous compatibility evidence from real environments and verified minimal code samples for public packages, symbols and versions. Works with Claude Code, Codex, Gemini CLI, OpenCode and other MCP clients to reduce repeated library-compatibility rediscovery. Public GitHub repository created August 13, 2026.

Local stdio MCP server that gives coding agents a token-aware repository map, code search and focused context packs instead of forcing them to dump whole monorepos into the prompt. It respects gitignore patterns, targets Claude Code, Codex, Cursor and other MCP clients, and can also be used from a CLI for repo maps and focused packs. Public GitHub repository created August 12, 2026.

MCP server for Project Zomboid mod development that gives coding assistants access to Build 42 Java API docs, vanilla Lua and script lookup, mod scaffolding, validation and linting. Game-file tools resolve against a local PZ_GAME_DIR when available, while scaffolding and documentation tools can still work without a local game install. Public GitHub repository created August 11, 2026.

Rust-native multi-session headless IDA Pro MCP server with one supervisor process and one IDA worker per opened database. It follows the ida-pro-mcp public contract for idb_open, idb_list, idb_close and worker analysis tools, supports stdio or Streamable HTTP, and requires a separately licensed local IDA install. Public GitHub repository created August 16, 2026.

Local-only flight recorder for Claude Code sessions with a read-only MCP layer for agents to inspect their own run history, reports, findings and cross-run context. The Rust and SQLite stack records conversation and tool activity, generates deterministic audit reports, and exposes 12 MCP tools through bar-mcp without network calls or telemetry. Public GitHub repository created August 12, 2026.

Local stdio MCP server that wraps Qoder CLI so any MCP client can delegate coding tasks to a local Qoder agent. It exposes tools to ask Qoder, list resumable sessions and discover runtime models, with npx zero-config setup and optional proxy environment support. Public GitHub repository created August 18, 2026.

Personal FastMCP security-testing server for authorized bug bounty workflows, with tools for recon output, HTTP replay, IDOR and BOLA fuzzing, SQLi, XSS, SSTI, SSRF probes, JWT and OAuth checks, secrets scanning, exposure checks and persistent hunt memory. Scope and rate limits are enforced in code and findings are confidence scored for human review. Public GitHub repository created August 19, 2026.

Rust stdio MCP server that gives AI agents Frama-C formal-methods tools for C programs, including EVA abstract interpretation, WP deductive proof, ACSL annotation injection and isolated sandboxes for iterative proof repair. The server keeps project/session state across MCP calls so an agent can propose annotations, run proofs, inspect failed goals and revise without driving Frama-C directly from the shell. Public GitHub repository created August 19, 2026.

Experimental LTspice MCP server where the server, not the LLM, owns circuit optimization state in SQLite. It can generate schematics, run batch simulations, parse waveform output, deduplicate candidates, track best-so-far designs and roll back during long electronics optimization sessions. Public GitHub repository created August 16, 2026.

Beta MCP server for remotely controlling Delphi development on a Windows host from another platform. It combines safe editing, real MSBuild builds, git operations, scaffolding, sandboxed runs, remote file transfer and DelphiLSP-backed semantic navigation behind stdio or HTTP MCP access. Public GitHub repository created August 19, 2026.

Local-first MCP server that converts completed coding-agent sessions into structured, evidence-backed engineering findings with repository, commit provenance and staleness checks. It serves prior decisions, constraints, known issues and architecture notes to future sessions through SQLite and FTS without cloud upload or embeddings. Public GitHub repository created August 19, 2026.

MCP server that lets AI agents run and inspect ZX Spectrum programs through the Xpeccy emulator core. It exposes dozens of emulator tools for loading snapshots, stepping, breakpoints, memory reads and writes, disassembly, T-state profiling, screen and sound inspection so agents can debug retro programs end-to-end. Public GitHub repository created August 17, 2026.

Read-only documentation MCP server and Astro/Starlight documentation system for local and remote docs corpora. It projects the same source corpus into a human website and an MCP endpoint, supports stdio and loopback streamable HTTP, and includes integration verification for generated documentation assets. Public GitHub repository created August 19, 2026.

Native MCP plugin for x64dbg that exposes debugger control over HTTP for reverse-engineering and malware-analysis agents. It lets MCP-capable assistants set breakpoints, step execution, read memory, dump registers and automate binary-analysis workflows from x64dbg. Public GitHub repository created August 22, 2026.

Beta MCP server that remote-controls a Windows RAD Studio and Delphi environment from any MCP client. It combines official DelphiLSP semantic navigation, safe editing, MSBuild builds, git, scaffolding, remote file transfer and sandboxed run/deploy workflows over streamable HTTP or stdio. Public GitHub repository created August 19, 2026.

OpenAPI-to-MCP runtime that turns an API schema into a production-oriented MCP server at startup. It maps operations into model-callable tools with argument schemas, credentials, retries, rate limiting and response shaping while keeping the OpenAPI spec as the source of truth. Public GitHub repository created August 21, 2026.

Official MCP server for the Typeship API, generated from the Typeship OpenAPI spec with a compact discovery surface. It exposes search_docs, read_docs and execute tools, validates arguments from schema, supports field selection and can run in read-only mode for safer agent use. Public GitHub repository created August 23, 2026.

MCP server and web tool for dependency-license obligations by distribution model. It checks whether a package, manifest or lockfile creates obligations for SaaS, internal use, distributed binaries, on-prem deployments or devDependency-only use, citing clauses instead of returning generic scanner warnings. Public GitHub repository created August 20, 2026.

Anti-hallucination gate for AI coding agents packaged as an Agent Plugins skill plus MCP server, hook and CI gate. It verifies code across 16 languages, scans for fabricated completion claims and requires runtime evidence before work is marked done. Public GitHub repository created August 25, 2026.

MCP server exposing Android Debug Bridge capabilities as typed, documented tools and resources. It is packaged for uvx and PyPI, includes AI-assisted installation docs, and lets agents inspect or automate connected Android devices through ADB. Public GitHub repository created August 25, 2026.

Security-focused local stdio MCP server for coding agents. ToolHub exposes hardened filesystem and Git tools with workspace isolation, audit logs, approval-gated execution, and a separate trusted administrator CLI so the MCP client cannot self-approve risky actions. Public GitHub repository created August 26, 2026.

MCP server that turns Draw.io C4 and UML diagrams into AI-readable Mermaid Markdown and architectural guardrails. It is intended for coding agents that must verify proposed changes against diagram source of truth before modifying code. Public GitHub repository created August 27, 2026.

Read-only MCP server for assurance checks over local folders and documents. It helps agents ask what they missed, whether a document still matches its source, and where coverage or staleness risks remain, while explicitly avoiding writes, deletes and network access. Public GitHub repository created August 29, 2026.

MCP server that gives agents real interactive terminal sessions with PTY support, TUI handling, REPLs, SSH flows and a live web view a human can watch or type into. It is designed for terminal work that normal command wrappers cannot reach. Public GitHub repository created August 27, 2026.

Reverse-engineering MCP server exposing semantic operations for static triage, unpacking, decompilation, dynamic instrumentation, emulation, symbolic execution, time-travel debugging, and evidence handling. Static backends run in pinned Docker containers, with dynamic analysis armed explicitly by the owner. Public GitHub repository created August 28, 2026.

Deterministic i18n linter exposed as both CLI and MCP server for JSON, Laravel PHP, gettext, and YAML locale files. It checks missing keys, placeholder drift, structure mismatches, stale translations, ICU syntax, plural rules, glossary violations, and translation-memory state without requiring an LLM or network. Public GitHub repository created August 31, 2026.

CLI-first OpenAPI-to-MCP server generator that turns any OpenAPI 3.x REST API into MCP tools with stdio, HTTP, and SSE transports. It includes lazy context budgeting, secret masking, read-only controls, per-token RBAC, OAuth2 support, audit trails, health probes, hot reload, mocking, diffing, and zero runtime dependencies. Public GitHub repository created August 28, 2026.

Local MCP server and CLI for Solidity security scanning, with 201 detectors executed on the developer machine rather than uploading contracts. It supports path and source scans, SARIF output, engine version pinning, skill and MCP config review, and optional hosted MCP tools for lightweight on-chain reads. Public GitHub repository created September 1, 2026.

MCP-based dispatch hub for parallel coding agents, using a stdio Python server to coordinate worker CLIs such as Claude Code, Antigravity, Codex, and Ollama with isolated git worktrees and optional Docker sandbox tests. The repository also ships a companion multi-agent-dispatch skill and Claude plugin path. Public GitHub repository created September 2, 2026.

Unofficial local MCP bridge that safely exposes one Git workspace to ChatGPT or other MCP clients. The default mode is read-only for code review and architecture analysis, with explicit optional modes for single-file patching or preconfigured commands, sensitive-file blocking, ignore rules, token requirements for HTTP, and no privilege escalation through MCP calls. Public GitHub repository created September 2, 2026.

Anti-hallucination reverse-engineering toolkit for agents that read binaries. It pairs an LLM with deterministic PE, ELF, Mach-O, disassembly, emulation, pattern scanning, and claim-ledger tools so binary-analysis claims are marked VERIFIED, REFUTED, or INCONCLUSIVE against the actual bytes instead of model guesses. Ships as both a CLI and stdio MCP server. Public GitHub repository created August 31, 2026.

Read-only validation and data-lookup MCP server for Minecraft Bedrock add-on development. It exposes nine tools that check feasibility, version data, schemas, identifiers, JSON files, commands, scripts, Python automation envelopes, and whole packs against version-pinned Bedrock data and real TypeScript diagnostics so generated content is more likely to load in-game. Public GitHub repository created August 29, 2026.

Rust M2M MCP sidecar for coding agents that compresses noisy error logs before they reach the context window. It strips framework stack frames from node_modules, site-packages, Cargo registries, and caches; redacts likely credentials; can search Stack Exchange for relevant fixes; and keeps the agent focused on user code and actionable diagnostics. Public GitHub repository created September 1, 2026.

MCP server for Microsoft Copilot Studio agent development from VS Code, Claude Code, or other MCP clients. It supports Power Platform CLI sync, YAML authoring for topics, knowledge, tools, flows, evaluations, and chat testing, giving coding agents a terminal-driven workflow for building and validating Copilot Studio assets. Public GitHub repository created September 5, 2026.

TypeScript MCP server for SAP ABAP development over ADT endpoints. It lets agents inspect packages and objects, edit and activate ABAP artifacts, run ABAP Unit and ATC checks, inspect dumps, manage transports with gated release behavior, and operate a debugger against a live SAP system through capped, journaled responses. Public GitHub repository created September 2, 2026.

Local read-only TypeScript MCP server over Claude Code session files in ~/.claude. It lets Claude Desktop or Claude Code answer questions about recent coding sessions, prompts, touched files, decisions, blocked threads, and project history while denying tool-output bodies, thinking blocks, attachments, settings, and secrets, with redaction applied to every emitted string. Public GitHub repository created September 3, 2026.

Java MCP server implemented as a jadx-gui plugin for Android reverse engineering. It runs inside jadx-gui over Streamable HTTP and lets agents list and search classes, fetch decompiled Java or smali, inspect methods, manifest components, resources, strings, cross-references, and apply renames for deobfuscation loops against the app currently loaded in the GUI. Public GitHub repository created August 30, 2026.

Python MCP server for Bitbucket Cloud with full REST API coverage. It includes pull-request review tools, per-file diffs, trimmed PR listings, inline comments, approvals, zero-config repository targeting from the current git remote, and a generated endpoint index plus generic request tool for all Bitbucket Cloud 2.0 endpoints. Public GitHub repository created September 7, 2026.

Rust MCP server and CLI that lets coding agents drive Intel Processor Trace captures. It records execution into ring buffers, snapshots traces on triggers, decodes them into searchable timelines and hot paths, and exposes ten stdio MCP tools for starting, querying, exporting, and garbage-collecting traces. Public GitHub repository created September 8, 2026.

Sandboxed Python MCP server for read-only source-code inspection inside a contained workspace. It implements the 2026-07-28 MCP revision, redacts secrets, marks model-facing results as untrusted, publishes seven tools for reading and searching code, and includes conformance checks plus both stdio and HTTP modes. Public GitHub repository created September 8, 2026.

Standalone PHP MCP documentation server for the Kinetis non-blocking PHP framework. It exposes Kinetis documentation as MCP resources over stdio, can be installed through a setup script that registers with Claude Code or Codex, and also runs from a Composer project through vendor/bin/kinetis-mcp-docs. Public GitHub repository created September 8, 2026.

JavaScript MCP server and CLI for code-to-column change-impact knowledge graphs. It traces the round trip from frontend screens and HTTP endpoints through Java, MyBatis, SQL statements, database tables, and columns, helping AI coding agents understand downstream effects before editing enterprise applications. Public GitHub repository created September 5, 2026 and updated September 8, 2026.

Go MCP server for local filesystem, shell, and Git operations with stdio for local clients and stateless Streamable HTTP for remote clients. Current Phase 0 and 1 tools include rooted read, write, directory listing, bounded command execution, git status, git diff, git log, and health checks, while constraining file and git paths to configured roots. Public GitHub repository created September 8, 2026.

Python CLI, HTML explorer, and stdio MCP server that builds a queryable brain for a codebase from compiler-resolved symbol graphs, first-parent commit history with pull-request descriptions, and repository documentation. It currently targets Swift, Objective-C, C, and C++ through Xcode index stores, then exposes tools such as trace_path, get_history, and triage_crash to coding agents. Public GitHub repository created September 9, 2026.

Node.js MCP server for interacting with Godot Engine projects from AI coding agents. It can launch and close the editor, run projects or scenes, capture output and screenshots, create scenes, add nodes, load sprites, export MeshLibrary resources, discover projects and files, analyze scene and script structure, and perform UID reference updates for Godot 4.4-plus. Public GitHub repository created September 5, 2026.

Evidence-first MCP server for coding and engineering investigations. It gathers code, Git, logs, tests, security-scan evidence, dependency findings, and dashboard state while refusing to fabricate root-cause claims; local stdio mode is paired with optional production HTTP deployment that requires OIDC, tenant roots, allowed hosts, and a sandbox worker. Public GitHub repository created September 12, 2026.

Native Windows Flare-VM MCP server for malware analysis and reverse engineering. It exposes thirty-eight tools spanning host diagnostics, hashes, binary hex reads, PE metadata, Detect It Easy, FLOSS, CAPA, YARA, entropy checks, ProcMon, Regshot, FakeNet-NG, Wireshark/tshark, PE-sieve, Hollows Hunter, UPX unpacking, dnSpy, x64dbg, and composite playbooks. Public GitHub repository created September 12, 2026.

macOS MCP server and CLI that keeps iOS Simulator and Android emulator frames warm for coding agents. It replaces repeated screenshot turns with text summaries, tap points, remembered screen state, one-call flows, and verification records, reporting simulator screen context in roughly tens of milliseconds instead of forcing each model turn to capture and reason over an image. Public GitHub repository created September 7, 2026.

CLI and MCP server that tells coding agents what package versions changed since a project locked its dependencies. It reads package-lock, uv.lock, poetry.lock, Cargo.lock, composer.lock, go.mod, or manifests, then exposes release notes, version history, search, project reports, and withdrawn-version context without sending source code, file paths, or repository names. Public GitHub repository created September 12, 2026.

Godot 4 agent harness with an MCP server in front of editor addons, a runtime bridge into the running game, class-cache management, fixtures, scene inspection, script execution, and verification workflows. It is designed so Claude Code, Cursor, Cline, OpenCode, or any MCP client can drive a Godot project through tested tools rather than blind file edits. Public GitHub repository created September 8, 2026.

FreeCAD add-on plus stdio MCP bridge that lets AI coding tools inspect, diagnose, and modify FreeCAD models. It exposes thirty-six tools for sketch diagnostics, recompute tracking, screenshots, STEP or STL inspection, parametric rebuilds, hole and interference checks, drawing generation, printability checks, and FEM workflows over a local 127.0.0.1 bridge. Public GitHub repository created September 10, 2026.

Context-efficient code retrieval MCP server for coding agents. It provides a small measured four-tool surface over a repository root, using ripgrep-linked search and in-memory structural snapshots without an index database, daemon, API key, or embedding service by default. Public GitHub repository created September 12, 2026.

Native macOS widget development kit with an MCP server for AI agents. The aw CLI previews every WidgetKit family and theme, runs layout checks, builds and signs the app, installs it into a desktop dev slot, screenshots the real widget, validates JSON feeds, and returns image evidence to the agent. Public GitHub repository created September 14, 2026.

Self-hosted Go-native MCP development runtime for controlling local or remote development servers from ChatGPT and other clients. It combines allowed-root workspace boundaries with filesystem, command, Git, worktree, recall, OAuth, ACP prompt-turn, and bounded subagent tooling through a prebuilt npm-distributed binary. Public GitHub repository created September 10, 2026.

Python MCP server that adds a deterministic verification layer for AI-generated code patches. Railo explains vulnerabilities, checks syntax, and evaluates proposed security patches against formal first-order logic constraints before remediation is accepted. Public GitHub repository created September 13, 2026.

Rust MCP server for AI-driven binary analysis with headless IDA Pro 9.2 idalib. It discovers IDA installations, serves stdio or HTTP, self-spawns workers, and exposes tools for installation discovery, binary loading, functions, decompilation, xrefs, strings, comments, and safe analysis workflows. Public GitHub repository created September 14, 2026.

JavaScript stdio MCP server for OWASP Dependency-Track. It exposes project listing and lookup, latest project resolution, project finding retrieval, analysis triggering, CycloneDX BOM upload, and async event-token status tools backed by the official Dependency-Track REST API. Public GitHub repository created September 16, 2026.

Rust stdio MCP server that indexes pinned Naive UI component docs, APIs, demos, theme keys, CSS variables, discrete API guidance, and gotchas so coding agents can retrieve Vue component facts from source instead of guessing from a SPA shell or stale training data. Public GitHub repository created September 15, 2026.

TypeScript MCP server that lets VS Code, Copilot Chat, and other MCP clients drive the Freebuff coding agent with continuable sessions, persisted transcripts, status checks, cancellation, deletion, token-size estimates, and a read-only default ask agent that can inspect code without writes or terminal execution. Public GitHub repository created September 15, 2026.

TypeScript MCP server for controlling the local OpenAI Codex CLI from another agent. It forces Codex JSON/JSONL execution, structures long-running session results, resumes and forks sessions, restricts accessible disk scope, supports code review targets, and exposes image generation without requiring an API key beyond the logged-in Codex CLI. Public GitHub repository created September 15, 2026.

Rust code-graph tool with an MCP mode for exposing structural repository facts to agents. It indexes definitions, spans, containment, imports, references, implementations, and optional SCIP reachability into an interned fact store, then answers Datalog queries over the graph without requiring a project build or language server. Public GitHub repository created September 12, 2026.

Python MCP configuration drift detector and reconciliation tool for teams using multiple MCP-aware clients. It scans Claude Code, project .mcp.json, Cursor, Copilot, Codex, Windsurf, and VS Code config locations, reports version, command, missing-server, orphan-server, and environment-variable drift, and can apply fixes with a dry-run step. Public GitHub repository created September 19, 2026.

Free local Godot Engine automation plugin and MCP server for connecting AI coding assistants to the Godot editor. It emphasizes local operation with no cloud login or npm wrapper, supports Godot 4.1 through 4.8+, exposes editor and game-management tools, and can be launched by clients through uvx. Public GitHub repository created September 17, 2026.

Android APK exposing a Streamable HTTP MCP endpoint for remote device control on port 8787. It implements the ADB client protocol directly against 127.0.0.1:5555, keeps one persistent shell session for input commands, provides separate screenshot transport, can start a verified Cloudflare Quick Tunnel, and exposes tap, swipe, gesture, multi-touch, key event, text input, and screenshot tools. Public GitHub repository created September 19, 2026.

Native local code-graph MCP server for coding agents that reuses the parser, graph, and query engine from codebase-memory-mcp while keeping the tool surface small. It supports standard MCP over stdio, native Windows and Linux builds, default/minimal/analysis tool profiles, and seven tools for indexing, symbol search, call tracing, source lookup, repository overview, schema inspection, and bounded read-only graph queries. Public GitHub repository created September 20, 2026.

Local CLI and MCP server for reducing verbose AI coding output while keeping recoverable detail. It can run commands with output folding, compact pasted logs or tables, package selected files, save explicit task checkpoints, and expose a smaller coding-agent profile for symbol search, exact method reads, outlines, and guarded edit previews without language-server daemons. Public GitHub repository created September 20, 2026.

Remote coding execution harness that lets ChatGPT, Claude, or another MCP-capable chat client use existing chat quota as the reasoning layer while AgentDock provides deterministic server-side tools for software engineering. It adds durable tasks, Git worktrees, file read, search, patch and write operations, shell processes, approvals, commits, audit, and disconnect-resistant task state without a second model API meter. Public GitHub repository created September 21, 2026.

Jev-powered semantic code search CLI and MCP server for coding agents. After repository authorization, it scans eligible UTF-8 source files, sends excerpts to TypeSafe AI, Vercel AI Gateway, or OpenRouter depending on configuration, scores fragments against behavioral questions, and returns exact source excerpts with paths and line numbers rather than generated summaries. Public GitHub repository created September 20, 2026.

Local development runtime that exposes shell commands, interactive PTYs, file patches, images, and execution history through MCP tools. It can run as loopback Streamable HTTP, stdio for local clients, or behind OpenAI Secure MCP Tunnel for ChatGPT access, with precompiled packages that include Node and native dependencies, but it deliberately has no sandbox or approval layer. Public GitHub repository created September 20, 2026.

Rust stdio MCP server for local Git work and read access across GitHub, GitLab, Gitea, and Forgejo. It uses gitoxide locally and existing forge CLI credentials; its MCP tools cannot push or write to a forge, though local staging, commits, and branches can change. Public repository created September 22, 2026.

Local Rust stdio MCP server that indexes a polyglot codebase for reverse dependencies, RPC implementation traces, event producers and consumers, and Markdown architecture search. The author describes a single-machine workflow with no network calls for indexing. Public causalmesh repository created September 20, 2026.

Local stdio MCP server that gives coding agents file and shell tools on a remote Linux host over the user's existing SSH configuration while keeping model credentials on the local machine. Optional allowlisted local folders support file transfers, and actions are recorded in a local audit log. Public repository created September 19, 2026.

C and C++ coding MCP server with cppreference lookup, local code analysis using clangd and xmake, Core Guidelines and SEI CERT rules, modules guidance and compiler-support checks. Offline curated data is supplemented by HTTPS cppreference lookup on cache miss. Repository created September 26, 2026.

Rust stdio MCP server wrapping the Droid ASC engine for inspecting local Android APKs as read-only archives: manifest, DEX classes, smali and cross-references. A separate class-dump tool can write a DEX file; --read-only excludes that writer. Repository created September 25, 2026.

Local Java stdio MCP server for inspecting a running Spring Boot process through the JDK Attach API: thread dumps, heap and GC metrics, bean context, Hikari pool and JDBC/Postgres diagnostics. The target JVM must be attachable under matching user permissions; container isolation requires a different approach. Repository created September 29, 2026.

Local MCP server for Godot 4 games that launches and inspects running scenes, captures screenshots or video, sends gameplay inputs and edits scenes. It injects a bridge at launch without changing tracked project files; current requirements specify Windows 10/11, Godot 4.7.2 and .NET 10, with FFmpeg optional. Repository created September 26, 2026.

Local stdio MCP server for Enfusion Engine and Arma Reforger SDK addon source. Its tools inspect projects and references, edit scripts and prefab text with backups, and collect Workbench diagnostics; live SDK execution requires Windows and installed Reforger Tools. Not an official Bohemia Interactive project. Repository created September 26, 2026.

Local repository-navigation CLI with MCP mode that ranks likely files for a natural-language coding task after indexing the repository and learning from its git history. The installer downloads a roughly 1.2 GB model; current documented targets are Apple Silicon macOS and glibc 2.35+ Linux. Repository created September 29, 2026.

Read-only local-project MCP server for bounded file-tree inspection, source reads, text search and Git status, diff and history. The author warns it was mostly vibe-coded; review the code before sensitive use and keep its loopback HTTP listener private, with optional bearer-token protection. Repository created September 27, 2026.

MCP server mediating agent code edits through coverage, red, green and refactor phases with tools for tests and permitted writes. Enforcement depends on denying the agents built-in edit/write tools; without that permission boundary, the agent can bypass the cycle. Repository created September 25, 2026.

Local Rust stdio MCP that indexes generated rustdoc JSON into SQLite FTS5 for symbol search, signatures, trait implementations, examples and re-exports. Background documentation generation invokes a nightly Rust toolchain; run in a trusted workspace. Repository created September 25, 2026.

Android verification harness with an stdio MCP interface for compact UI trees, stable element references, actions with UI diffs, crash diagnostics, impact analysis and evidence-backed checks. Also offers performance and compatibility checks; early development and Android only. Repository created October 2, 2026.

Local code-reference graph with MCP queries for callers, routes, impact, downstream dependencies and plan coverage, with file-and-line evidence. Supports several web frameworks and languages; heuristic edges are labelled separately from exact ones. Repository created October 1, 2026.

Local MCP that reads a DESIGN.md and optional CSS or example markup, then returns concise design tokens, reusable component classes, screen kits and rules. A value-check tool flags values not in the design system. Repository created October 2, 2026.