MCP Servers, Tools and Agent Skills

FastAPI MCP is a Python library for developers who want AI applications to use an existing FastAPI service through the Model Context Protocol (MCP). It creates tools from API endpoints, so developers don't have to build a separate MCP interface for each one.

Engram keeps project knowledge between coding sessions so developers don't have to repeat past decisions, bug fixes, and conventions to their AI agent. It works with existing coding assistants through MCP.

Understory gives AI agents persistent knowledge across sessions in Markdown files you can read, edit, and track in Git. It's for people who want their agents' memory accessible outside a chat history.

Skill Cabinet is a local browser catalog for people whose agent skills are spread across Claude, Codex, Cursor, Hermes, and other tools. It helps you inspect installed skills and manage overlapping copies in one place.

NoteDiscovery is a note-taking app for personal wikis, technical notes and small teams that want to keep their knowledge base on their own computer or server. It stores notes as ordinary Markdown files, so you can bring in an Obsidian vault or use the same files in other editors.

Context+ is a local MCP server for developers who want coding assistants to find relevant code and understand the effects of a change across a large project. It works with Claude Code, Cursor, VS Code, Windsurf and OpenCode.

10xProductivity extends a coding agent into a personal assistant for work that spans messages, tickets and documents. It's aimed at people working within company restrictions on new automation platforms, using the accounts and permissions they already have.

Code Cortex MCP is a local MCP server that helps AI coding agents understand how a codebase fits together. It indexes functions, classes, call paths and service connections, so agents can answer relationship questions without repeatedly searching individual files. It builds on codebase-memory-mcp.

Browser MCP connects AI applications to your everyday browser so they can automate tasks in services you're already signed into. It's for people who want browser automation through their AI assistant without opening a separate browser session.

Desktop Commander lets AI assistants work with files and programs on your computer or a server you own. It's for developers, people handling documents, and server owners who want their assistant to act on a machine and read the results directly.

Perfect Memory AI keeps a searchable record of screen activity and meetings on Mac and Windows. It's for people who want to recover a page, presentation or conversation without remembering which app contained it.

MCP Reference Servers gives developers examples for connecting AI applications to tools and data. Maintained by the MCP steering group, these are educational implementations, not production-ready servers.

Browser4 is a browser automation engine for developers building AI agents, web research tools, and data collection workflows. It controls real Chrome browsers and handles interactive pages that require clicks, forms, or JavaScript before their data is accessible.

WebBrain is an AI browser agent for people who want to ask questions about pages or delegate web tasks from a sidebar. It works in your existing browser, including signed-in tabs, and starts in read-only Ask mode.

Screenpipe records computer activity so people can revisit past work and give AI agents context from screens and conversations. Capture history stays on your device by default.

QMD searches Markdown notes, meeting transcripts, documentation and knowledge bases on your own machine. It's for people who want to find material by its wording or meaning, and make that search available to an AI agent.

OpenLore helps developers keep AI coding agents grounded in large or unfamiliar repositories. It maps code relationships and retains architectural decisions so agents can find relevant context and check proposed changes.

BankMCP connects an AI assistant to your own European bank accounts so you can ask about spending, balances and incoming payments. It's a self-hosted connector for one user, with read-only access: it can't make payments.

Palace gives AI coding agents persistent memory of project decisions, conventions and fixes. Developers can carry that context between sessions in Cursor, Claude Code, Codex and Claude Desktop.

SwarmLLM is a ChatGPT alternative for people who want to run AI models on their own hardware. It can use a single computer or combine several machines to handle a model that won't fit on one.

Claude Task Master helps developers turn product requirements into tasks they can work through with a coding assistant. It keeps task planning and progress tracking inside the editor or terminal where development happens.

Coding Tools MCP gives AI chat apps and coding agents access to a repository on your machine. It's for developers who want to use an existing MCP client to inspect code, make edits and check a running project.

ZeroToken is a local browser automation server for people using AI agents to repeat web tasks such as collecting reports, logging into sites or testing browser workflows. It turns recorded actions into scripts so later runs don't need an LLM to reason through every step again.

EverShelf helps households keep track of food and choose meals that use what's already in the kitchen. It covers the pantry, fridge and freezer, with optional AI assistance.

LongMemory gives LLM applications and AI agents persistent memory across sessions. Developers can use it to retain project decisions and conversation context while distinguishing current facts from information that was true earlier.

Zengram gives AI agents a shared memory across sessions and machines. It's for people using multiple assistants who want a discovery recorded by one agent to be available to the others.

Baserow is a self-hosted no-code database and application builder with a spreadsheet interface. Teams can deploy it through Docker or Helm, or use Baserow Cloud. The open-source core is MIT licensed, with additional commercial capabilities.

GPT Researcher is an AI research agent for people who need detailed reports based on web evidence, their own documents, or both. It investigates a question and writes a report with inline citations readers can check.

ALTK Evolve gives AI agents persistent memory of earlier tasks so they can reuse lessons across sessions. It's for coding assistant users and agent builders who want guidance drawn from past successes and mistakes.

LEANN is a local vector database for people building AI search over personal data or knowledge collections. It reduces index storage by computing embeddings on demand rather than keeping every embedding on disk.

ast-grep MCP lets AI coding assistants find code by syntax structure. It's for developers who need searches for specific constructs or relationships that text matching alone can't express.

Forge Orchestrator coordinates Claude Code, Codex CLI and Gemini CLI working on the same repository, so they can share decisions and avoid conflicting edits. It's built for internal use at NXTG; outside use isn't supported, there's no SLA, and interfaces may change without notice.

OpenContracts is a self-hosted document intelligence platform for teams working with legal archives, research libraries or internal policies. It connects documents through citations and annotations, giving people and AI agents a shared record of how source material relates. The code is open source under the MIT license; the public website also provides collections readers can browse.

Memorix keeps project memory for AI coding agents across chats and switches between tools. It's for developers who want decisions, fixes and unfinished work to remain available to the next session.