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Node.js/TypeScript MCP server for Atlassian Bitbucket. Enables AI systems (LLMs) to interact with workspaces, repositories, and pull requests via tools (list, get, comment, search)

MCP server for Nano Banana AI image generation and editing via Ace Data Cloud.

Agent communication platform for agent to agent messaging via MCP. Messages, channels, skills.

BGI tries to group code based on what the code actually does (its behavior), not just which file imports what.

MCP server that teaches any AI agent the AIDE spec methodology — progressive disclosure specs alongside code

The first nightlife discovery MCP server. Search events, venues, and performers in Tokyo and beyond.

A Model Context Protocol Server for Home Assistant

andyliszewski/webcrawl-mcp — indexed from awesome-mcp-servers-punkpeye

Crypto market signals, technical indicators, and sentiment analysis for AI agents.

baphometnxg/aloha-fyi-mcp — indexed from awesome-mcp-servers-punkpeye

[](https://glama.ai/mcp/servers/beardfaceguy/daimonos) 🦀 🏠 🍎 🐧 - Agent-optimized MCP server replacing built-in file, search, exec, and git tools with compact structured JSON. N

One local, searchable index of your AI coding-agent history Claude Code, Codex, Cursor, Gemini & more. Keyword + semantic search, MCP server, CLI & VS Code extension.

Your coding agent is editing blind. agent-lsp gives it type-aware navigation, blast-radius analysis, and pre-verified edits. 50 tools, 21 skills, 30 languages.

MCP server for maigret, a powerful OSINT tool that collects user account information from various public sources.

Sandboxed bash for agents. Track changes on every command.

Twitter/X skill for AI agents — works with Claude Code, Cursor, Windsurf and 35+ agents. Powered by xbird-mcp.

Telegram MCP server powered by Telethon to let MCP clients read chats, manage groups, and send/modify messages, media, contacts, and settings.

Machine-native listening platform for C.W.A.'s Straight Outta Crompton. Your agent can listen. For real.

The best-benchmarked open-source memory system for AI coding assistants

🐍 ☁️ - Confluent integration to interact with Confluent Kafka and Confluent Cloud REST APIs.

Two OSS products on one rrweb substrate: tracelane (self-contained HTML test-failure replays for WDIO/Playwright/Cypress) + peek (browser companion for AI coding agents over MCP).

Control Figma from the command line. Full read/write access for AI agents — create shapes, text, components, set styles, export images. 100+ commands.

UseCortex MCP Server — Give your AI coding agent a persistent memory. Read and write knowledge from any tool.

🪐 🔧 Model Context Protocol (MCP) Server for Jupyter.

discava - The Business Directory for AI - mcp server

MCP server for the Ejentum API. 8 cognitive operations across 4 harnesses (reasoning, code, anti-deception, memory) in dynamic and adaptive modes.

Open infrastructure for AI agents to discover and pay each other

MCP server for eSignatures (https://esignatures.com)

Official VibeTrader MCP server enabling AI agents to manage trading bots, portfolios, strategies, and market analysis via natural language.

🐍 ☁️ - 67+ tools for fan token intelligence: whale flows, signal scores, sports calendar, backtesting, DEX trading, social sentiment. SSE transport with Bearer auth.

🚀 The fast, Pythonic way to build MCP servers and clients.

[](https://glama.ai/mcp/servers/forgemeshlabs/imagegen-mcp) 📇 ☁️ - AI image generation MCP server with generate, background removal, 4x HD upscale, and full pro pipeline tools. Pa

Cross-manufacturer industrial MCP server — 14 tools for machine identity, telemetry normalization across 16 OEM families, plain-English automation, and on-chain (MINT) work attesta

Agent-first skill marketplace with USK open standard — MCP server for AI agent skill discovery and installation

MCP server for Sieve — local AI chat history secret scanner for macOS

📇 ☁️ - AI agent knowledge marketplace where agents share solutions and earn tokens. Search, publish, and unlock previously solved problems to reduce token usage and computational

[](https://glama.ai/mcp/servers/gingugu/gingugu) 🐍 🏠 🍎 🪟 🐧 - Persistent memory for AI coding assistants. Local SQLite, no cloud. 16 MCP tools: store, recall, search, relate, c

Official GrowthBook MCP server for creating flags, getting experiments, and more.

Universal MCP Server for finding + connecting to agents anywhere on the planet. https://hol.org/mcp

MCP server for La Réunion open data

hugoles/langfuse-mcp — indexed from awesome-mcp-servers-punkpeye

This project implements an MCP server to interact with ionos cloud resources.

Self-improving tool discovery for AI agents. Agents find, install, and learn to use new MCP tools automatically.

Structural graph memory for AI coding assistants — MCP server for codebase navigation

Structured English contracts for AI coding agents — proposed by the agent, approved by you, saved on disk, read by every future session.

Enable any LLM (e.g. Claude) to interactively debug any language for you via MCP and a VS Code Extension

토스증권 Open API(Toss Securities Open API)를 AI 에이전트가 쉽게 탐색·연동하도록 돕는 MCP 서버 (stdio). Claude·Cursor·Codex 지원.

MCP Server for ClawGuard Shield — security scanning via Model Context Protocol.

Make your meetings accessible to AI Agents

MCP Server for RestCSV, Generated using MCPGen

Synthetic monitoring and CI smoke tests for LLM inference endpoints.

MCP server for VC Deal Flow Signal — startup engineering acceleration data for investors

MCP server for Signal Lord. Bitcoin regime detection intelligence for AI agents. Know which market regime you are in and the probabilities of what happens next.

Open-source team memory layer for AI coding agents — markdown files in git, user→team→org hierarchy, cross-vendor MCP server. Apache-2.0.

An MCP server that connects to OPC UA-enabled industrial systems.

From company name to investment decision. Sieve scores startups across 7 dimensions so you know who's worth a meeting.

AI-native developer tools via MCP — filesystem, databases, processes and OpenAPI for any MCP-compatible agent

Long-term memory for AI-coded codebases. A git blame for AI agents — but for the why. MCP server that captures the agent's reasoning live, in context, as each change is made. Local

Official Atlassian MCP. Jira issues, Confluence pages, releases, sprints, exposed to your agent.

A Model Context Protocol (MCP) tool that provides up-to-date documentation for npm packages directly in your IDE. This tool fetches the latest README documentation from either the

📇 ☁️ 🍎 🪟 🐧 - Workspace-aware prompt engineering. Refines, analyzes and generates prompts based on your project's tech stack, dependencies and context. Free to use.

An MCP server that provides the coding agents Figma's design token to write Flutter code.

BriefKit — Engineer-grade specs for AI-built SaaS. 14 files. $9. briefkit.online

Pre-build reality check for AI coding agents. Scans GitHub, HN, npm, PyPI, Product Hunt. MCP server. 290+ stars.

Automatic security vulnerability remediation for your code.

MCP server for MentionsAPI - brand visibility across every AI search surface (ChatGPT, Claude, Gemini, Perplexity, AI Overviews, AI Mode, Bing Copilot)

Plant genomics MCP server — 32 tools across 11 backends (Ensembl Plants, Phytozome, UniProt, Europe PMC, QuickGO, NCBI BLAST, Gramene, KEGG, STRING-DB, ATTED-II, BAR) + cross-sourc

MCP server that gives AI tools full WordPress management via WP-CLI — 30+ tools for themes, plugins, posts, menus, users, database, and scaffolding

Chat with OpenAI models from Claude Desktop

STDIO MCP proxy for Omniology — autonomous AI agent contest platform on Solana mainnet

MCP server for AI agents: 15 tools, 300+ products, 31 categories. mm-precision furniture search, curated sets, replacement finder with fitscore, AI visibility diagnosis, OpenAPI 3.

Model Context Protocol (MCP) server for OpsLevel

MCP server for AI agents to lookup function signatures from any API. Uses SQLite and universal ctags to index source files across multiple languages (Python, C, Go, C++, JS, Rust,

x402 client implementation (x402-fetch), HTTP 402 server implementation and Model Context Protocol (MCP) for P-Link.io : pay, send and receive money with agents

Supply chain risk scorer for npm and PyPI — single-maintainer CRITICAL flags before attacks happen

A powerful MCP (Model Context Protocol) Server that audits npm package dependencies for security vulnerabilities. Built with remote npm registry integration for real-time security

🤖 AI code quality gate for AI-generated code. Detects hallucinated packages, phantom dependencies, stale APIs, and more. MCP Server + CLI + CI/CD Action.

A detective for your data. Zero-config data quality monitoring — works with dbt, Postgres, BigQuery, Snowflake. No YAML.

Agent-MCP is a framework for creating multi-agent systems that enables coordinated, efficient AI collaboration through the Model Context Protocol (MCP). The system is designed for

Translation quality evaluation MCP Server powered by xCOMET (eXplainable COMET).

📇 ☁️ - Free webpage screenshot capture API with format, viewport, and dark mode options. No API key required.

MCP server that turbocharges vibe coding by automating issue tracking

Deep code indexing MCP server for AI agents. 25 tools: hybrid FTS5 + embedding search, call graphs, git blame/hotspots, build system analysis. Multi-repo workspaces, GPU-accelerate

Persistent memory for AI coding agents via MCP — a bitemporal knowledge graph of your codebase, served to Claude Code, Cursor, Gemini CLI, and any MCP client. Tree-sitter + Gemini

🐍 🏠 🍎 🪟 🐧 - Intelligent learning sidecar for AI coding assistants. Helps developers learn from AI-generated code changes through interactive blocking quizzes and provides agen

Local MCP server that extracts high-level Git repository context for AI coding agents

☁️ - MCP server for Blockchain Data. It provides access to Tatum's blockchain API across 130+ networks with tools including RPC Gateway and Blockchain Data insights.

A Model Context Protocol (MCP) server for Substrate blockchains, written in Rust and interfacing the subxt crate.

Cognitive memory for AI agents — learns from use, forgets what's irrelevant, strengthens what matters. Single binary, fully offline.

NEXO Brain — Shared brain for AI agents. Persistent memory, semantic RAG, natural forgetting, metacognitive guard, trust scoring, 150+ MCP tools. Works with Claude Code, Codex, Cla

Webvizio MCP Server - Automatically converts feedback and bug reports from websites and web apps into actionable, context-enriched developer tasks. Delivered straight to your AI co

AI Coders search blindly. Be their guide.

Hosted full-stack app platform. Creates a Postgres database, deploys API functions, and serves static sites from any MCP client. OAuth 2.1 + PKCE with DCR; bearer fallback. Free ti

Local, searchable project memory for AI coding agents. Markdown source of truth, MCP interface, safe structured updates — no cloud.

Open geographic query engine — ask place-based questions in natural language, get answers on a map. Covers disasters, demographics, economics, and climate data across 40+ sources.

Self-learning memory for AI coding agents — MCP server

MCP Server for the VictoriaMetrics.

A Model Context Protocol server for integrating HackMD's note-taking platform with AI assistants.

Message queue for AI coding assistants. Let your AI agents talk to each other.

Enable MCP features for any Gin API with a line of code

Local-first MCP server that gives coding agents structured context packets, code/schema facts, and diagnostics - backed by a local SQLite store.

ARGENTUM core — karma economy for agents and humans

MCP AI Server - Roslyn-powered MCP server for Visual Studio. 20 tools for AI assistants.

Index any TypeScript/React repo into a queryable code graph — CLI, HTTP/WS, MCP server, and 3D viewer. Published on npm as code-graph-indexer.

Record and share your AI-driven product development journey

Reflex - The instant, code-aware local search engine.

AI-powered git commit rewriter, PR generator, and MCP server for Jira, Confluence, and Datadog. Single Rust binary.

The approval and accountability layer for agentic AI. Identity → Policy → Approval → Trace. Try: npx sidclaw-mcp-guard demo

Wanaku MCP Router

Run AI agents in Zulip as @mentionable bots — or wire into any MCP client.

An LLM-powered, autonomous coding assistant. Also offers an MCP and ACP mode.