Glama

A Python-based MCP server for interactive PostgreSQL data exploration, schema discovery, and safe SQL execution with support for stored procedures. It also enables automation through external HTTP API requests and local bash script execution on Fedora and Linux systems.

A persistent, PostgreSQL-backed repository management system and semantic memory MCP server that stores the entire Git DAG natively in PostgreSQL with temporally-decayed semantic vector embeddings for AI IDEs.

Provides real-time threat intelligence and malware metadata by integrating with MalwareBazaar and VirusTotal APIs. Users can search for IOCs, analyze local file hashes, and access data transformation tools for defensive security research.

Enables secure local proofreading of Korean official documents (.hwpx/.hwp) using 3-layer AI correction for spelling, grammar, and official document style. Provides 50 administrative document templates for generating standardized official correspondence without cloud dependencies or API keys.

Automate AliExpress/Alibaba dropshipping product import to Shopify or Wix via DSers. 7 tools for bulk import, variant editing, pricing rules, and multi-store push.

Enables AI assistants to manage Instagram Business accounts by automating content publishing, scheduling posts, and analyzing performance metrics. Supports posts, stories, reels, and carousels with detailed audience insights and hashtag discovery.

Enables connecting to Zelta through the Model Context Protocol for use with Claude Desktop, Cursor, or Continue.dev.

Enables Codex to retrieve the currently selected file, line numbers, and code snippets from JetBrains IDEs. It leverages the official Claude Code plugin to provide real-time IDE context to the AI.

Persistent 4-tier AI memory (episodic, semantic, project, procedural) with temporal scoring, contradiction detection, entity tracking, and real-time desktop visualization orb.

Provides full Descript integration for transcription, AI-powered editing, voice synthesis, and export. Automates audio/video processing including filler word removal, silence trimming, and project collaboration through natural language commands.

Search and contribute to FixGraph — 25,000+ community-verified engineering fixes. Tools: fixgraph_search, fixgraph_get_fixes, fixgraph_submit_fix.

Enables AI assistants to download TikTok videos without watermarks, analyze creator metrics and audience insights, track trending content and hashtags, and search videos, users, and sounds through RapidAPI integration.

A Model Context Protocol server that provides cryptocurrency data tools and resources via an HTTP endpoint. It enables users to fetch real-time market data from Binance, track activity logs, and generate cryptocurrency executive summaries.

Enables natural language access to Zerodha trading accounts for retrieving portfolio holdings, positions, orders, funds, and real-time market prices. Supports secure authentication for Indian stock market trading operations via Claude, Cursor, and other MCP-compatible AI tools.

Enables AI agents to search restaurants, browse menus, and manage DoorDash carts through structured JSON data. It leverages a background browser to handle authentication and direct GraphQL API calls for efficient interaction.

eBPF-based GPU causal observability agent with MCP server. Traces CUDA Runtime and Driver APIs via kernel uprobes and host events via tracepoints to build causal chains explaining GPU latency. 7 tools: get_check, get_trace_stats, get_causal_chains, get_stacks, run_demo, get_test_report, run_sql. Telegraphic compression reduces token usage ~60%. Supports stdio and HTTPS (TLS 1.3) transport.

Enables developers to find personalized open-source contributions by analyzing GitHub profiles and matching them with relevant 'good first issues' and beginner-friendly repositories. Provides comprehensive contribution tooling including repository health scoring, setup difficulty assessment, impact estimation, and automated PR planning.

Indian stock market trading via Zerodha Kite Connect. 78 tools for order execution, portfolio analytics, options Greeks, paper trading, backtesting, technical indicators, price alerts with Telegram, and SEBI compliance. Multi-user OAuth with remote Streamable HTTP transport.

Accepts a coupling matrix (covariance, correlation, or precision) and returns zone classifications, optimal factorization strategy, and calibrated risk predictions. Answers: which variable dependencies are load-bearing and which can be safely ignored?

Demonstrates a complete MCP server implementation supporting both local Ollama models and remote API models. Enables LangChain applications to dynamically discover and invoke tools including addition calculations and model invocation capabilities.