Agent tools

A local-first web search, fetch, crawl, and research tool served over MCP for AI coding agents, requiring no API keys or cloud services.

Streams hand-drawn-style Excalidraw diagrams from AI workflows with camera control and fullscreen chat interaction, aimed at developers adding visual whiteboard editing to agents.

Provides a macOS CLI and optional MCP server for AI agent developers, capturing application or system screenshots and supporting visual question answering plus simulated input automation.

Adds an SDK for rendering interactive user interfaces over MCP, allowing servers to define UI components that agent hosts display to end users.

Builds a code knowledge-graph RAG engine for monorepos that parses multi-language structure, supporting natural-language queries, comprehension, and edits across large codebases with AI assistance.

Connects Zotero research libraries to Claude and other AI assistants via Model Context Protocol, enabling researchers to discuss papers, retrieve summaries, analyze citations, and manage collections.

Exposes local project files through a self-hosted MCP service so web-based models like ChatGPT or Claude can safely search, read, edit, and run code locally as programming agents.

Adds live web search, crawling, and multi-step research capabilities to AI agents via MCP, giving developers retrieval-augmented context grounded in up-to-date web content.

Provides a runtime that wraps Model Context Protocol tools as simple TypeScript APIs and packages them as command-line tools for developers building MCP-based integrations.

Provides a portable CLI memory layer for coding agents that captures project knowledge and syncs it across tools, aimed at developers using multiple AI assistants.

A unified SQL interface built for AI agents, letting developers query APIs, files, and live sources together through MCP without building separate connectors.

Connects more than 600 external tools to custom agents and agentic IDEs through unified function calling and MCP, with built-in auth and discovery for secure tool use.

Unofficial MCP server connecting AI assistants to Home Assistant, allowing natural-language queries of device states, control of smart devices, and management of automation tasks.

Provides lightweight text chunking and ingestion pipelines for RAG developers, offering multiple splitters and optimization workflows to prepare documents efficiently for retrieval.

A CLI tool for controlling iOS and Android devices built for AI agents, providing inspection, screenshots, and action evidence to verify app changes.

Tool that inspects arbitrary APIs and generates token-efficient CLIs, skills, and MCP servers optimized for direct invocation by AI agents, with offline search and sync.

Visual feedback component for websites that lets users click to annotate pages and copies structured context to help coding agents locate target code.

Provides the official Notion MCP server for AI agent developers, exposing pages and database operations as callable tools so assistants can query and update workspaces directly.

Personal thinking infrastructure providing unified persistent memory, a single AI gateway, and consolidated capture channels, allowing diverse AI tools to connect without middleware or SaaS dependencies.

Exposes global stocks, crypto, forex, and futures data through an MCP server, giving AI assistants real-time market quotes, technical analysis, screening, and strategy backtesting tools.

Lets coding agents generate MP4 videos locally from HTML, CSS, and data, using pluggable render engines, ready-made templates, and AI-generated soundtracks without per-render fees.

A high-performance vector memory database in Rust that gives AI agents persistent semantic retrieval, graph relationships, and adaptive ranking for long-term memory.

Provides an MCP server for AI assistants and knowledge workers to interact with Obsidian through its REST API plugin, supporting search, reading, creation, editing, and deletion of notes.

AntV-based MCP chart service and skills package offering more than twenty-five chart types, allowing AI assistants to generate visualizations and perform data analysis.

Connects AI coding assistants to the Unity Editor through MCP tools, skills, and a CLI, allowing automated game development and testing with efficient token use and one-line C# method exposure.

Provides spec-driven development tools for AI-assisted coding teams via Model Context Protocol, managing requirements, design, and tasks with a real-time dashboard and VSCode extension.

Official collection of Cloudflare MCP connectors enabling AI assistants to manage diverse Cloudflare services programmatically through standardized model context protocol interfaces.

Visualization language that lets AI agents reliably create expressive charts from simple human-editable specifications, with multi-backend compilation and MCP-based chart services.

MCP server and CLI tool indexing local source code into a queryable graph database, supplying structured contextual information to AI assistants for improved code understanding.

MCP server for Excel file manipulation, enabling AI assistants to create, read, write, and format workbooks, charts, and pivot tables without requiring local Excel installation.

An enterprise-oriented Agentic RAG implementation covering document parsing, hybrid retrieval, intent detection, query rewriting, conversational memory, deep reasoning, and MCP tool invocation in one codebase.

Graph-enhanced retrieval research framework inspired by human long-term memory, enabling LLMs to continuously integrate knowledge across documents and perform multi-hop question answering.

Second-opinion review tool for stuck developers, packaging code context to query GPT-class models via API or browser and saving session conclusions.

Supplies an integration layer letting AI agents securely call OpenAPI, MCP, GraphQL, and custom JavaScript functions from a unified, centrally configured tool catalog.

An MCP server exposing Ghidra reverse-engineering capabilities to AI assistants through 200+ tools, supporting GUI and headless operation, batch analysis, coding conventions, and Docker deployment.

Cost-efficient and explainable graph-enhanced retrieval framework for agent workflows, intelligently adapting to different use cases, datasets, and queries while delivering high-precision results.

Chrome extension and CLI tool enabling AI agents to control existing browsers by executing Playwright snippets inside a stateful sandbox, supporting browser automation via command line or MCP.

Provides efficient lifelong memory for LLM agents across text, image, audio, and video, using semantic compression and retrieval to preserve context without information loss.

Enhanced MCP server inserting human confirmation checkpoints into AI-assisted development workflows, offering both web and desktop interfaces with intelligent environment detection and cross-platform support.

Collects Microsoft's official MCP server implementations in one catalog, giving AI assistants standardized data access and tool integrations for Azure and related Microsoft services.

Serves as a memory layer that distills AI agents' runtime experience into readable, writable, and shareable Skill files for reuse across tasks and teams.

Augments AI coding assistants with Laravel framework context through an MCP server, helping developers generate higher-quality framework-aware code during local development.

An open-source MCP server for LinkedIn that gives compatible AI agents access to profiles, companies, jobs, and messages, including inbox search and message management workflows.

Supports efficient RAG research with a Python toolkit that reproduces more than twenty retrieval-augmented algorithms and bundles standard benchmark datasets for evaluation.

A token-conscious database MCP gateway supporting Postgres, MySQL, SQL Server, MariaDB, and SQLite, designed to give AI clients secure, read-focused SQL execution with minimal overhead.

An MCP server for Grafana that allows AI agents to search dashboards, query metrics and logs, investigate incidents, and perform administrative operations through standardized tool calls.

An open-source document parsing and agentic retrieval system that turns messy files into navigable memory for AI agents.

A video-oriented retrieval-augmented generation system that lets users chat with their videos, combining content indexing, relevant segment retrieval, and question answering with source references.

A configurable MCP server for PostgreSQL that gives developers and AI agents controlled read/write access, plus performance analysis tools for query plans, index tuning, and safe SQL execution.

A local, privacy-preserving codebase intelligence engine and MCP service that provides hybrid semantic search, polyglot dependency graphs, symbol-level impact analysis, and interactive call-flow visualization for large repositories.

The official Google Analytics MCP service exposing account summaries, report execution, and real-time queries. It lets language models retrieve analytics data through standardized tools.

Zero-cloud AI memory layer backed by SQLite, providing persistent recall and vector retrieval for multiple agents through a single pure-Python dependency and file.

A comprehensive MCP server and CLI for Google Workspace that enables AI-driven management of Gmail, Calendar, Docs, Sheets, Slides, Drive, Tasks, Chat, and Forms with multi-user OAuth.

A Python library, CLI, and MCP server for Google Flights search that lets developers and agents query itineraries by routes, dates, and filters, including exploration of cheapest travel dates.

An MCP server for arXiv that helps research agents search papers, read individual sections, export citations, and monitor topics, streamlining literature review and technical analysis workflows.

Enables AI agents to operate real Android and iOS applications through natural language, providing automation frameworks and tooling for testing, mobile workflows and human-like app interaction research.

An MCP system that lets LLMs control Ableton Live for music creation, supporting track setup, instrument loading, clip arrangement, session control, and assisted composition workflows.

Adds MCP client capabilities to n8n workflows, letting automation builders connect to MCP servers over multiple transports and expose tools and resources for AI agents to call.

An MCP server that supplies LLMs with structured context about shadcn/ui components, blocks, installation, and usage across React, Vue, Svelte 5, and React Native, deployable over SSE.

A CLI that fetches and caches npm, PyPI, and crates package source so coding agents get deeper, searchable context.

An MCP server that converts files, web pages, PDFs, and audio or video transcripts into clean Markdown, giving AI agents a uniform text format for downstream retrieval and processing.

A Graph RAG-based conversational knowledge-base toolkit backed by TiDB Serverless vector storage, featuring a web crawler, embeddable search widget, and chat interface for documentation sites.

A secure local REST API and MCP server for Obsidian vaults. It allows scripts and AI agents to read, search, write, and patch notes while keeping data on the local machine.

An MCP service connecting AI assistants to Supabase projects for database operations such as managing tables, inspecting configuration, running queries, and handling project-level administrative tasks.

An agentic toolkit that lets AI assistants control, debug, and profile iOS and Android apps, supporting touch actions, record-and-replay, visual regression testing, and performance profiling for mobile developers.

A JADX plugin exposing an MCP server for Android reverse engineering. It lets large models inspect APK structure and APIs to assist vulnerability discovery and code analysis.

AI-agent-first JavaScript reverse-engineering MCP server providing headed Chrome debugging, breakpoints, network and WebSocket analysis, plus Patchright anti-detection controls and optional CloakBrowser support.

An on-device GUI vision-action model and toolkit that perceives screens and autonomously clicks, types, and completes desktop workflows.

An all-in-one API platform for search, recommendations, RAG, and analytics. It combines hybrid retrieval, reranking, and evaluation features for production search applications.

Operates an MCP server for code exploration that retrieves precise symbol-level GitHub source code using tree-sitter parsing, helping coding assistants reduce token consumption across Claude Code, Cursor, and other clients.

Official AWS toolkit supplying MCP servers, skills, and plugins that help coding agents build, deploy, and operate applications on AWS infrastructure.

An all-in-one web-data MCP server providing search, page scraping, structured extraction, and browser automation. It gives AI agents controlled access to public web content.

An MCP server integrating 42 Korean legal APIs into nine tools for statutes, precedents, ordinances, and treaties. It supports multi-step legal research and detailed analysis such as citation checks and applicable law reasoning.

Production-grade MCP server connecting AI assistants to the Godot editor, providing automation tools for scenes, nodes, materials, and animations for game developers.

The official MCP server for the Perplexity API, giving AI assistants real-time web search, reasoning, and deep research capabilities through standardized tool calls.

Public web-page reader for Claude Code that uses an adaptive multi-route scheduler to bypass blocks across phases, requiring no API keys.

Document-retrieval engine and knowledge-base toolkit for developers and AI agents, built on an original SAG architecture to deliver traceable, source-cited question answering over documents.

MCP server and Claude Code skill enabling AI agents to programmatically create, edit, and export Excalidraw diagrams. Supports real-time canvas sync for viewing and correcting visual output.

Production-ready MCP server providing real-time web search, extraction, mapping, and crawling for AI agents. Supports connected retrieval and webpage data extraction workflows.

A GraphRAG-based agent that combines GraphRAG, LightRAG, and Neo4j graph construction with DeepSearch reasoning for private knowledge question answering, plus a custom evaluation framework for graph retrieval.

An MCP server that lets AI assistants delegate large-file and codebase analysis to the Google Gemini CLI, using its large context window to improve comprehension of extensive code.

Packages operating-system-level computer operations as MCP tools, allowing AI agents to control desktops across devices as an open-source alternative for computer-use workflows.

MCP tool and relay service enabling multiple Claude Code sessions to discover each other and exchange ad-hoc messages. Provides peer listing and messaging for collaborative agent work.

MCP server allowing AI agents to control iOS simulators, exposing device info, UI interaction, and element inspection. Supports automated testing and simulator operations through model-driven commands.

Asynchronous coordination layer for AI coding agents providing identities, inboxes, searchable threads, and advisory file leases. Built on FastMCP, Git, and SQLite for collaborative coding.

A Windows companion suite for OpenClaw agents, exposing system browsing, audio-video handling, screenshots, and tray plus PowerToys Command Palette integration for desktop automation.

Private, UI-based technical documentation MCP server for developers that intelligently crawls and parses docs for LLM queries. Integrates with Cursor, Windsurf, Cline, Roo Code, and Claude Desktop.

An open-source production-ready RAG platform with hybrid search, multimodal ingestion, and agentic reasoning. It provides indexing, evaluation, and hosted APIs for building high-performance knowledge retrieval applications.

Connects Google Ads, Meta Ads, and GA4 through a remote MCP server, exposing hundreds of tools for campaign management, analytics, and optimization across Claude, ChatGPT, Cursor, and automation platforms.

Exposes flight and hotel search plus booking capabilities for AI agents through an MCP server, CLI, and SDKs, aggregating hundreds of airlines and booking sites with reliability history and flexible hotel payment.

Low-risk CLI tool enabling AI agents to search BOSS Zhipin jobs, filter by welfare, shortlist candidates, and output standardized JSON envelopes. Built for compliant automated job-seeking workflows.

Acts as a control hub connecting AI agents to office and academic software, offering dozens of CLI commands and skills to drive WPS, MS Office, Zotero, Photoshop, and presentation workflows.

Extension enabling the Pi agent to operate desktop applications on macOS and Windows, providing window lookup, observation, clicking, typing, scrolling, and waiting actions.

A personal memory hub that gives every AI assistant one shared, persistent memory with local service and agent runtime.

Executable retrieval service and gateway for AI agents, providing general and vertical real-time search plus webpage content extraction via MCP.

Open-source automation toolkit for CapCut draft files that exposes APIs and agent skills, allowing large models to generate clips programmatically and manage cloud rendering workflows.

Android GUI-agent framework enabling phone-use AI to perceive screens, plan actions, and operate real mobile applications directly through their graphical interfaces.

A REST-based tooling engine with AI skills for directly operating Unity editor scenes, supporting batch operations, permission governance, and control of multiple instances.

A Rust-powered markdown knowledge graph that gives editors IDE features via LSP and gives AI agents structured search and retrieval through a CLI and MCP server.

A local code-intelligence engine that indexes repos into a graph and serves agents via MCP for precise, low-token context.