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Manage release notes, user feedback, and uptime monitoring in one dashboard.
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Servers and products that connect agents to real work.
Every published Toolshelf profile with explicit MCP evidence appears here. New records from the official MCP Registry enter our review queue before publication.

Manage release notes, user feedback, and uptime monitoring in one dashboard.

Connect AI models to Brandfetch to accurately fetch brand logos and assets.
Transparent proxy and live TUI for debugging MCP traffic.
An ultra-fast Rust Model Context Protocol server with zero dependencies.
An MCP CLI client that cuts tool discovery tokens by 97 percent.
Search your highlights and notes directly inside Claude and ChatGPT.

OAuth 2.1 and usage-based Stripe billing for Model Context Protocol (MCP) servers.
Use hooks instead of MCP tools to help Claude Code interact with your codebase reliably.
Fast agent memory tool using Google OKF and SQLite FTS5 for efficient context storage.

Product analytics and evals for agent sessions on your MCP
An MCP server that transforms asynchronous work practices into functional tools.
A shared memory graph for Claude and ChatGPT utilizing the Model Context Protocol.
A modern JSON wrapper and MCP for Spain's legacy SOAP cadastre API.

Check and generate IBANs using an API and MCP interface for developers.
Run over 240 checks and AI or GEO analysis for any MCP-compatible AI assistant.

1,250 SwiftUI components and an MCP that writes them directly into your app.
Unified API and MCP server for AI-native B2B SaaS applications.
Validate any MCP server compliance with a new MCP version.

A Mac app for technical diagrams with a built-in MCP for Claude.

A task queue that your AI coding agents can pull work from over MCP.
Audit and log the behavior of MCP servers in a secure sandbox.
Local first memory for AI coding agents over MCP.
A budgeting app featuring an MCP server without AI integrations.
An independent directory for Model Context Protocol servers with verification and compatibility grades.
Let AI agents drive real embedded hardware labs using Model Context Protocol.
A free, self-hosted Computerized Maintenance Management System (CMMS).
An offline SAST scanner built to catch IDOR and auth bypass vulnerabilities.
A command line tool to test and evaluate Model Context Protocol servers.
A Python PDF engine that keeps documents as structured data.
Unified CLI tool for scraping job boards efficiently.
Read-only AWS waste scanner that can be called from AI agents via MCP.
LLM control of deterministic coder for AI-assisted software development.
A video editor with an MCP server enabling Claude to edit videos automatically.
An MCP server that automatically frames your screen recordings and screenshots inside Apple device bezels.
A Model Context Protocol server for PostgreSQL with 135 built-in tools.
Run parallel AI coding agents, each isolated within its own Git worktree.
Studio voice enhancement tool that runs locally and never uploads your audio.

A habit and metrics tracking app featuring Model Context Protocol (MCP) integration and conditional styling.
A self-evolving operating system built for experimentation.
Regression testing framework for AI Agent Skills.
A high-performance fork of MinIO object storage designed to run faster.
A local code context MCP server distributed as a single Rust binary.
Self-hosted memory for AI agents that maps organizational knowledge and expertise.
An MCP tool to improve SEO and AI search visibility.
Spaced repetition flashcard tool for the terminal using markdown cards.
An MCP server to store concept cards with prerequisite links.
Self-hosted analytics provided as a single Go binary with an MCP server.
A developer tool or utility hosted on GitHub.
Open-source parametric CAD software for Linux, Windows, and macOS.
Automatically turns files into REST APIs, Web UIs, and MCP endpoints.
Simple self-hosted LLM assistant with user-steered compounding context.

An agentic RAG system featuring MCP and PII protection designed to run efficiently under 512MB RAM.
A local CLI for analyzing coding agent session transcripts.
A homelab CLI that provides specific commands to agents instead of a full shell.
An AI-powered tool designed to help you store, organize, and retrieve information.
A single package for web crawling, browser automation, PDF handling, data extraction, and MCP support.
Let your AI agents search past sessions using the Model Context Protocol.

A database your AI shares across every chat over the Model Context Protocol.
An open source Voice Activity Detection library designed to outperform existing solutions.
A memory system for Claude that solves context loss issues.
Self-hosted MCP that gives Claude read and write access to your Google Sheets.
Assign a local network domain name to your jailbroken Kindle.
An open-source construction takeoff tool built by a senior estimator.
The simplest git worktree management tool for developers.
Long-horizon execution framework operating over multiple context sessions.

15 years of hand-curated architecture, art, and design data exposed as an MCP server.
A music theory TypeScript engine and MCP server for developers.

Check your Model Context Protocol servers against emerging standards and best practices.
An MCP server that gives your AI assistant access to your personal context and files.

Manage and organize all your Model Context Protocol servers in one central place.
An MCP and CLI tool that sees the Windows desktop and clicks real Chrome.

Process and edit B2B procurement PDFs using an API and MCP tools.

An MCP interface for your job search data to power AI agents.
Provide isolated Playwright sessions for Model Context Protocol clients.

A free DOCX editor featuring a Model Context Protocol (MCP) server for editing documents.
Local control plane for coding agents
Summarize any video or podcast locally with Whisper.
Self-hosted uptime monitoring with API and multi-user access.
AI for the command line connecting stdin to LLMs and outputting to stdout.
Run untrusted Model Context Protocol (MCP) servers in a caged environment with egress denied by default.
Share agent skills across repos with per-project lockfiles.
Self-hosted project management tool for teams.
Run Nvidia cuTile GPU kernels on a CPU without requiring a GPU.
An open-source terminal user interface app inspired by StockTouch.
Self-hosted web analytics running on Cloudflare's free tier.
Local MCP proxy that catches AI agents leaking your data
Local codebase indexer and Model Context Protocol (MCP) server designed for Claude Code.
Unified MCP setup supporting multiple clients with lazy tool discovery.
A football management simulation played by AI agents over the Model Context Protocol.
Self-hosted cognitive memory for AI agents using Model Context Protocol.
An MCP tool that lets AI agents write Python code to call multiple tools.

An MCP server to save and share AI answers easily.
A local-first MCP self model for AI agents to maintain context and identity.

An MCP server that allows you to ask Claude questions about your cloud and software bills.
Vulnerable Model Context Protocol (MCP) servers for testing against the OWASP Agentic Top.
Get consensus from multiple AI experts through Model Context Protocol.

A notes app that acts as a shared memory space for AI agents via MCP.

Expose your APIs to AI agents securely without losing control.

Secure execution environment for Model Context Protocol (MCP) servers using microVMs.
A code graph MCP server that helps AI agents understand codebases without relying on basic grep searches.
AI agents publish and fork browser games using MCP.
Let AI see and operate your Linux desktop using Model Context Protocol.
Sandbox the install step of any NPM package to improve security.
Model Context Protocol plugin for creating editable slides, posters, and visual designs.
HTML and Markdown to PDF API equipped with an MCP server.
Control the Brave browser directly from AI assistants like Claude, Codex, and Cursor.
A deception layer for MCP servers that uses ghost tools as honeypots.
Search AI agents from any MCP client using this Model Context Protocol server.

Generate 3D assets directly from coding agents using Model Context Protocol.
Share context between friends and tools via the Model Context Protocol (MCP).
Zero-LLM sub-200us Model Context Protocol (MCP) action interlock tool.
MCP inspection tool for live Avalonia, WPF, WinUI and MAUI apps.
An MCP extension to link Claude Chat and Claude Code.
Chaos testing for AI agents and MCP servers
An MCP server for working with SEO and Google Search Console data.
MCP server that verifies legal citations against CourtListener.

An MCP server designed for automated document generation workflows.

Provide live meeting transcripts over MCP on macOS to give your AI ears.
Drive your real logged-in Chrome browser from Claude Code and Codex via MCP.
Local speech-to-text (STT) integration for AI agents.
An MCP server that gives AI assistants live weather and hazard data.

An MCP server that automatically turns your personal notes into flashcards.
An MCP server that makes any documentation site queryable by AI agents.

A Tauri-based Figma clone featuring a built-in MCP-enabled CLI for Codex integration.

Local-first Markdown workspace with AI via CLI, Ollama, and MCP support.

Connect Claude and other AI assistants to LinkedIn, Twitter, and more platforms via Model Context Protocol.

An uptime monitor featuring an MCP server to create and manage monitors directly via Claude.
Open-source AI control plane featuring over 26,000 MCP tools.
A local tool to manage the working state of AI agents.
A Model Context Protocol server that allows AI agents to reverse engineer binary code.
A multiplayer HTML canvas built with a Model Context Protocol first approach.
An open-source private desktop AI overlay with MCP support.
An MCP server that gives coding agents a content studio to create media.
Portfolio and net-worth analysis as a hosted MCP connector.
Control YOLO training and datasets from Claude or Cursor using MCP.
Connect AI models to your local files and apps securely on-device.
Enterprise MCP Gateway with Built-In Security including OAuth 2.0 and RBAC.
A Python package for MCP, agent skills, and agent to agent communication for any LLM.

Manage your homelab using AI over MCP without granting SSH access.
Add visualisations to your data MCP in a few lines of code

A self-hosted web analytics tool with no user interface and MCP integration.
A code knowledge graph and MCP server for AI agents.
Scan Python MCP servers for unguarded tool calls.
CLI and MCP for model fusion via harnesses.
Provide cross-runtime memory across seven different coding agents.
Index your codebase and make batch changes easily.
Turn any Ansible module into an MCP tool and record sessions as playbooks
Securely run popular Model Context Protocol servers inside microVMs.
Open-source Gmail Model Context Protocol server with multi-account and read/write support.
Manage income from many small sources in one screen with an MCP.
A security solution designed for MCP.
An MCP server allowing AI agents to screen markets using plain English queries.
Benchmark, compare and cost-predict your MCP agents

A local MCP server for sticky notes on macOS.
A see/act/debug loop over any GUI application designed for AI agents via MCP.

A performance marketer verdict tool for AI agents over MCP.
Automate and test MCP servers using simple YAML configuration files without LLMs.
Security leaderboard ranking MCP servers for agent authority hygiene and safety.
An MCP server that connects AI tools to UK meat price comparison data.

An MCP server that gives your AI assistant write access to your hosts file.
A suite of 22 Model Context Protocol servers to boost developer productivity.
Share fullstack applications using MCP and CLI in minutes.

View verified business dashboards directly inside ChatGPT and Claude using MCP apps.
Governed workflow execution and fail-closed security for MCP tools.

MCP memory tool for LLMs that uses no LLM in the retrieval path.
Run legacy Model Context Protocol servers behind the new stateless protocol.
An MCP server that gives AI models basic vision capabilities.
An MCP server that checks status feeds for 172 cloud and SaaS providers.
Security scanner and analysis tool for Model Context Protocol (MCP) servers' OAuth implementations.
An MCP aggregator that simplifies tool usage by exposing only 2 tools instead of hundreds.
A fail-closed evidence engine for norms used by AI agents.
An MCP Server for Gmail and IMAP/SMTP inboxes.
A comprehensive directory of Model Context Protocol (MCP) servers.
A local Model Context Protocol server allowing your LLM to control and use your Mac in the background.

Resume parsing and candidate matching API and MCP server.
Get a security assessment of Model Context Protocol (MCP) servers directly from your terminal.
A single-binary software catalog with MCP support for AI agents.
Publish Model Context Protocol tools as static files and run them sandboxed.
An MCP server that helps users discover and find other MCP servers.
A Model Context Protocol (MCP) server for integrating Bank of England data with Claude.
Turn OpenAPI and Postman specifications into Python Model Context Protocol (MCP) servers effortlessly.
A diagnostic tool for checking and managing AI skills and MCP loadouts.

Give your AI agent a personality and a voice without relying on external APIs.
A customizable Model Context Protocol server for integrating with SAP systems.
An AI agent designed to automatically fix vulnerable software dependencies.
VSCode extension enabling inline comments and collaboration via Model Context Protocol (MCP).
A Model Context Protocol server providing time-tracking and clock capabilities to LLMs.

Website-audit tool equipped with an MCP server allowing AI agents to fix issues.
An MCP server that enables AI agents to request disability insurance quotes.

A pay-per-call Model Context Protocol server with forty-seven AI endpoints and micropayments.
An MCP server that gives AI a persistent memory of you.
An MCP server that provides AI agents with live football scores and player data.
An MCP server that allows Claude to pair program with another Claude instance.
Access curated awesome lists directly through a CLI, skills, and MCP.
Build and read form responses inside your AI chat using MCP.
Policy enforcement layer for MCP agents.
Dynamic MCP tooling configured easily via JSON files.
An SQL Model Context Protocol server for connecting AI agents to databases.

An MCP server that gives AI agents real coding tools to build software.
Control Android devices from the command line or MCP with fine-grained permissions.
An MCP server that gives AI coding tools memory across sessions.
Give any LLM agent the ability to write and edit code.
Open-source control plane for AI agents using the Model Context Protocol
An MCP server that lets Cursor pull full product requirements.

An offline-first work operating system with bring-your-own AI capabilities through MCP.
A Model Context Protocol server using Cloudflare AI Search for developer tools.
A package manager for Model Context Protocol servers.
An MCP server that connects AI agents directly to Apache JMeter documentation.

A graded registry that live-probes every Model Context Protocol server.

Check NPM packages and MCP servers for malicious code before installing them.

Open-source security tool for MCP servers.

An MCP server that uses AI sub agents to fix code and generate guided PR walkthroughs.
An execution path analyzer for AI agents and MCP servers.
Monitor and check the health status of Model Context Protocol servers.
A multi-tenant Model Context Protocol server for semantics-aware code refactorings.
Build and monetize personal context with an MCP tool.
An open source desktop video editor featuring Model Context Protocol agent control.
Enable agent-to-agent discovery through Cloudflare Workers using MCP
A Roslyn-based code graph MCP server for analyzing .NET codebases.
A Model Context Protocol server framework designed for Java and Kotlin developers.
Model Context Protocol server for live NBA game recaps using Reddit threads.
An MCP server that manages and connects multiple Model Context Protocol servers.
Inspect any MCP server for latency, token usage, and security scans.
Connect Claude to your classic Amiga system using the Model Context Protocol.
Use Qwen Studio and MCP to code locally for free.
A budgeting tool designed for Model Context Protocol (MCP) servers to manage costs.
Structured file edits for AI agents via CLI and MCP.

One shared memory for Claude Code, Cursor, and Codex using MCP.
Open-source Model Context Protocol (MCP) connectors and skills for ChatGPT
A persistent AST-aware code memory for AI agents via MCP server.

An open MCP server and CRM designed for AI-native revenue teams.
A visual reverse proxy for MCP and OAuth traffic.

Model Context Protocol server for building secure apps on SQL databases.
An MCP server providing access to the biblical corpus for AI assistants and applications.

Zero-LLM sub-200us MCP action interlock for secure agent systems.

An MCP server that provides contextual explanations for error messages.

Job board and MCP server tailored for AI developers.
A self-hosted AI gateway featuring MCP support, budget controls, PII masking, smart routing, and fallbacks.
Financial news feed API and Model Context Protocol (MCP) server.
Allow AI assistants like Claude and ChatGPT to directly deploy your websites.
Turn narrated screen recordings into structured data for AI agents locally.
An MCP CLI with support for CIMD and DCR.

A community library of composable prompt blocks with Model Context Protocol (MCP) support.
An MCP server for Google Search Console to interact with search analytics.
API and MCP server for integrating thermal printers into your applications.

Turn a Google Sheet into a REST API and MCP Server instantly.
A skill library providing skills as a service via MCP for coding agents.

Self-hosted authentication and usage billing for Model Context Protocol (MCP) servers.
14 X (Twitter) creator tools exposed as a Model Context Protocol (MCP) server.

Convert Wireshark PCAPs to sequence diagrams with AI analysis support.
An open source finops Model Context Protocol server for cloud cost management.
A trust and security index for Model Context Protocol servers.
A standalone CLI and Model Context Protocol server for SearXNG requiring no external server.
Open source security scanner to audit AI agents for vulnerabilities.
Directory and health checker for thousands of Model Context Protocol servers.
Turn existing APIs and databases into MCP servers.

A self-publishing and self-updating leaderboard for MCP tools and resources.
Expose your organization's security policies and paved roads to AI agents.
Access your Obsidian vault from any device using the Model Context Protocol.
IRC-style message bus for AI agents using MCP.
A read-only Model Context Protocol server for WooCommerce stores.
An MCP server that provides codebase complexity metrics for developers.
Connect Claude to Google Search Console to query site performance data using natural language.

A company formation tool that works inside your IDE via MCP.
Let AI agents explore SystemVerilog netlists over the Model Context Protocol.
Ask your AI assistant about competitor updates and changes.
A router and compressor tool for Model Context Protocol to save token space.
Bring Model Context Protocol and agent skills as tools to any LLM in .NET.
Send and receive emails, phone calls, and SMS using a single API, CLI, or MCP.

A library to create MCP server aspects in C and C++. Build server components easily.
Turn any REST API into an MCP server in one command.
An MCP server that exposes the WhatsApp Business API using the PyWA library.
An open Model Context Protocol server that gives coding agents page-cited embedded datasheets.
Local OCR and image analysis tool for LLMs using Apple Vision on macOS.
Access multiple API tools in one single server with a pay-as-you-go model.

Graph-linked prompts, Model Context Protocol servers, and agent skills for developers.
An MCP server that analyzes the sentiment of Hacker News discussions.

An MCP that pings your phone to notify you when Cursor finishes generating code.
Secure proxy for AI agents to safely access databases.
An HR and recruiting tool to score job descriptions and generate role profiles.

Search startup jobs and hiring companies with public read-only data.

Funding rates and cross-venue spreads for crypto perpetual futures.

Provide images, video, music, speech, and social data for AI agents.
Audio AI tools offering text to speech, voice cloning, music generation, and transcription.
Provision, ship, and pay safely from your coding agent using a secure vault.

A curated library of real app animations and interactions for designers and developers.
Interact with live websites and web applications using AI.

Encrypted pay-per-read secret handoff and x402 pre-flight for local development.
Food photo recognition and nutrition search for health applications via MCP.

Create and drive cloud agents and workflows over MCP with isolated environments.
Deterministic security scanner for MCP servers, agent skills, and package dependencies.
Turn a script into a finished short drama episode via MCP or REST.
Guardian agent for AI coding that uses four frontier models to review risky diffs and commits.
Decision intelligence for product teams to turn scattered feedback into actionable signals.
Search and analyze meeting transcripts and summaries using Model Context Protocol.
Model Context Protocol server for discovering and executing PubFi routes.

AI SRE and MCP server, incident management, on-call, logs, metrics, traces, and error tracking. 7,000+ happy customers. 60-day money...

Low cost perpetuals execution layer for AI trading agents.
Manage Google Ads directly from your MCP client without complex setup.