diff --git a/README.md b/README.md index 9e9ffd72..f2e78de5 100644 --- a/README.md +++ b/README.md @@ -1,4 +1,3 @@ -image # Awesome MCP Servers [![Awesome](https://awesome.re/badge.svg)](https://awesome.re) [![เน„เธ—เธข](https://img.shields.io/badge/Thai-Click-blue)](README-th.md) @@ -655,7 +654,7 @@ Tools and integrations that enhance the development workflow and environment man - [abrinsmead/mindpilot-mcp](https://github.com/abrinsmead/mindpilot-mcp) ๐Ÿ“‡ ๐Ÿ  - Visualizes code, architecture and other concepts as mermaid diagrams in a locally hosted web app. Just ask your agent to "show me this in a diagram". - [admica/FileScopeMCP](https://github.com/admica/FileScopeMCP) ๐Ÿ ๐Ÿ“‡ ๐Ÿฆ€ - Analyzes your codebase identifying important files based on dependency relationships. Generates diagrams and importance scores, helping AI assistants understand the codebase. - [agent-hanju/char-index-mcp](https://github.com/agent-hanju/char-index-mcp) ๐Ÿ ๐Ÿ  โ˜๏ธ ๐ŸŽ ๐ŸชŸ ๐Ÿง - Precise character-level string indexing for LLMs. Provides tools for finding, extracting, and manipulating text by exact character position to solve position-based operations. -- [CSCSoftware/AiDex](https://github.com/CSCSoftware/AiDex) ๐Ÿ“‡ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง - Persistent code index MCP server using Tree-sitter for fast, precise code search. Replaces grep with ~50 token responses instead of 2000+. Supports 11 languages including C#, TypeScript, Python, Rust, and Go. [![Glama](https://glama.ai/mcp/servers/CSCSoftware/AiDex/badge)](https://glama.ai/mcp/servers/CSCSoftware/AiDex) +- [CSCSoftware/AiDex](https://github.com/CSCSoftware/AiDex) ๐Ÿ“‡ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง - Persistent code index MCP server using Tree-sitter for fast, precise code search. Replaces grep with ~50 token responses instead of 2000+. Supports 11 languages including C#, TypeScript, Python, Rust, and Go. - [akramIOT/MCP_AI_SOC_Sher](https://github.com/akramIOT/MCP_AI_SOC_Sher) ๐Ÿ โ˜๏ธ ๐Ÿ“‡ - MCP Server to do dynamic AI SOC Security Threat analysis for a Text2SQL AI Agent. - [aktsmm/skill-ninja-mcp-server](https://github.com/aktsmm/skill-ninja-mcp-server) ๐Ÿ“‡ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง - Agent Skill Ninja for MCP: Search, install, and manage AI agent skills (SKILL.md files) from GitHub repositories. Features workspace analysis for personalized recommendations and supports 140+ pre-indexed skills. - [alimo7amed93/webhook-tester-mcp](https://github.com/alimo7amed93/webhook-tester-mcp) ๐Ÿ โ˜๏ธ โ€“ A FastMCP-based server for interacting with webhook-test.com. Enables users to create, retrieve, and delete webhooks locally using Claude. @@ -871,6 +870,7 @@ Tools and integrations that enhance the development workflow and environment man - [xzq.xu/jvm-mcp-server](https://github.com/xzq-xu/jvm-mcp-server) ๐Ÿ“‡ ๐Ÿ  - An implementation project of a JVM-based MCP (Model Context Protocol) server. - [yangkyeongmo@/mcp-server-apache-airflow](https://github.com/yangkyeongmo/mcp-server-apache-airflow) ๐Ÿ ๐Ÿ  - MCP server that connects to [Apache Airflow](https://airflow.apache.org/) using official client. - [yanmxa/scriptflow-mcp](https://github.com/yanmxa/scriptflow-mcp) ๐Ÿ“‡ ๐Ÿ  - A script workflow management system that transforms complex, repetitive AI interactions into persistent, executable scripts. Supports multi-language execution (Bash, Python, Node.js, TypeScript) with guaranteed consistency and reduced hallucination risks. +- [ycs77/apifable](https://github.com/ycs77/apifable) [glama](https://glama.ai/mcp/servers/ycs77/apifable) ๐Ÿ“‡ ๐Ÿ  - MCP server that helps AI agents explore OpenAPI specs, search endpoints, and generate TypeScript types. - [yikakia/godoc-mcp-server](https://github.com/yikakia/godoc-mcp-server) ๐ŸŽ๏ธ โ˜๏ธ ๐ŸชŸ ๐Ÿง ๐ŸŽ - Query Go package information on pkg.go.dev - [yiwenlu66/PiloTY](https://github.com/yiwenlu66/PiloTY) ๐Ÿ ๐Ÿ  - AI pilot for PTY operations enabling agents to control interactive terminals with stateful sessions, SSH connections, and background process management - [YuChenSSR/mindmap-mcp-server](https://github.com/YuChenSSR/mindmap-mcp-server) ๐Ÿ ๐Ÿ  - A Model Context Protocol (MCP) server for generating a beautiful interactive mindmap. @@ -1185,7 +1185,6 @@ Persistent memory storage using knowledge graph structures. Enables AI models to - [epicsagas/alcove](https://github.com/epicsagas/alcove)([glama](https://glama.ai/mcp/servers/epicsagas/alcove)) ๐Ÿฆ€ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง - MCP server that gives AI coding agents on-demand access to private project docs via BM25 ranked search. One setup for Claude Code, Cursor, Codex, Gemini CLI, and more. Docs stay private, never in public repos. - [alibaizhanov/mengram](https://github.com/alibaizhanov/mengram) [glama](https://glama.ai/mcp/servers/@alibaizhanov/mengram) ๐Ÿ โ˜๏ธ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง - Human-like memory layer for AI agents with semantic, episodic, and procedural memory. Claude Code hooks (auto-save, auto-recall, cognitive profile). 29 MCP tools, knowledge graph, smart triggers, multi-user isolation. Python & JS SDKs. - [apecloud/ApeRAG](https://github.com/apecloud/ApeRAG) ๐Ÿ โ˜๏ธ ๐Ÿ  - Production-ready RAG platform combining Graph RAG, vector search, and full-text search. Best choice for building your own Knowledge Graph and for Context Engineering -- [AVIDS2/memorix](https://github.com/AVIDS2/memorix) [glama](https://glama.ai/mcp/servers/@AVIDS2/memorix) ๐Ÿ“‡ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง - Cross-agent memory bridge for AI coding agents. Persistent knowledge graph shared across 10 IDEs via MCP. 22 tools including team collaboration, auto-cleanup, mini-skills, session management, and workspace sync. 753 tests. 100% local, zero API keys required. - [besslframework-stack/project-tessera](https://github.com/besslframework-stack/project-tessera) [glama](https://glama.ai/mcp/servers/@besslframework-stack/project-tessera) ๐Ÿ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง - Local workspace memory for Claude Desktop. Indexes your documents (Markdown, CSV, session logs) into a vector store with hybrid search, cross-session memory, auto-learn, and knowledge graph visualization. Zero external dependencies โ€” fastembed + LanceDB, no Ollama or Docker required. 15 MCP tools. - [bh-rat/context-awesome](https://github.com/bh-rat/context-awesome) ๐Ÿ“‡ โ˜๏ธ ๐Ÿ  - MCP server for querying 8,500+ curated awesome lists (1M+ items) and fetching the best resources for your agent. - [bitbonsai/mcp-obsidian](https://github.com/bitbonsai/mcp-obsidian) ๐Ÿ“‡ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง - Universal AI bridge for Obsidian vaults using MCP. Provides safe read/write access to notes with 11 comprehensive methods for vault operations including search, batch operations, tag management, and frontmatter handling. Works with Claude, ChatGPT, and any MCP-compatible AI assistant. @@ -1601,7 +1600,8 @@ Tools for conducting research, surveys, interviews, and data collection. - [zinja-coder/jadx-ai-mcp](https://github.com/zinja-coder/jadx-ai-mcp) โ˜• ๐Ÿ  - JADX-AI-MCP is a plugin and MCP Server for the JADX decompiler that integrates directly with Model Context Protocol (MCP) to provide live reverse engineering support with LLMs like Claude. - [loglux/authmcp-gateway](https://github.com/loglux/authmcp-gateway) [glama](https://glama.ai/mcp/servers/@loglux/auth-mcp-gateway) ๐Ÿ โ˜๏ธ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง - Auth proxy for MCP servers: OAuth2 + DCR, JWT, RBAC, rate limiting, multi-server aggregation, and monitoring dashboard. - [tponscr-debug/oracle-h-mcp](https://github.com/tponscr-debug/oracle-h-mcp) [glama](https://glama.ai/mcp/servers/tponscr-debug/mcp-oracle-h) ๐Ÿ“‡ โ˜๏ธ ๐ŸŽ ๐ŸชŸ ๐Ÿง - Mandatory human approval gate for autonomous AI agents. Intercepts critical, irreversible, or financially significant actions and routes them to a human via Telegram for real-time approve/reject. Raises workflow success probability from 81.5% to 99.6%. - +- [arthurpanhku/DocSentinel](https://github.com/arthurpanhku/DocSentinel) [glama](https://glama.ai/mcp/servers/arthurpanhku/DocSentinel) ๐Ÿ โ˜๏ธ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง - MCP server for AI agent for cybersecurity: automate assessment of documents, questionnaires & reports. Multi-format parsing, RAG knowledge base,Risks, compliance gaps, remediations. + ### ๐ŸŒ Social Media Integration with social media platforms to allow posting, analytics, and interaction management. Enables AI-driven automation for social presence.