MCP Servers
Model Context Protocol servers that give AI agents access to tools and data — sourced from the official MCP registry and ranked by GitHub stars.
io.github.codelipenghui/mcp-mat
Headless Eclipse MAT MCP server for analyzing Java heap dumps with OQL queries and 56+ built-in analysis commands.
io.github.dusk-network/pituitary
Detect spec drift, stale docs, and code contradictions before they compound into technical debt.
Access logs, events, and metrics from Dynatrace Managed self-hosted deployments via AI assistants.
Scores content on signals that get it cited by ChatGPT, Perplexity, and AI Overviews.
Talkthrough
Convert recordings and video URLs into searchable transcripts, keyframes, OCR, and wall-clock timestamps for AI-assisted bug reports and incident analysis.
Operate and build n8n workflows with 61 tools, 560-node catalog, validation, autofix, snapshots and backups.
36 Clio tools for Claude: read matters, contacts, documents, tasks, billing—audit-logged, encrypted, ABA Opinion 512 compliant.
Behavior Runtime MCP
High-frequency (~60Hz) in-browser behavior tree execution engine with reactive triggers and safety guardrails for AI agents.
BoondManager MCP Server
MCP server for BoondManager ERP/CRM API with 185 tools, 13 prompts, and 22 resources.
M3 Memory
Local-first, offline memory layer for AI agents—99.2% retrieval accuracy, 100+ tools, no cloud.
io.github.tadas-github/a2asearch-mcp
Search 10,000+ AI agents, MCP servers, and CLI tools instantly from Claude, Cursor, or any MCP client.
Connect your AI to 15 Catalan open data portals + radio archive with real-time queries.
ai.aliengiraffe/spotdb
Ephemeral data sandbox for AI workflows with security guardrails and snapshot capabilities.
Educational MCP server examples and guides for building with FastMCP and Python.
Educational examples and code snippets for building MCP servers with TypeScript and the Smithery CLI.
Workix
Search 24 job boards and freelance platforms through one AI agent interface.
hush
A secret store for AI agents where plaintext never reaches the transcript—inject secrets into commands without exposing them.
io.github.AdonaiVera/fiftyone-mcp-server
Control FiftyOne computer vision datasets through AI assistants with 45+ MCP tools for data operations and App UI control.
io.github.Astrix-Labs/genesys-memory
Persistent, explainable causal memory for AI agents with scoring, graph reasoning, and active forgetting.
Persistent 5-level hierarchical memory for AI agents—survive session boundaries with token-efficient, portable knowledge.
Live context engine that resolves git, services, and tests into agent-ready context.
Infimium
Private AI context layer for semantic code search, dependency graphs, memory, and workspaces—100% local, zero token bloat.
Local-first documentation indexer and full-text search daemon for codebases with AST awareness and persistent memory.
CyberChef's 504 data-transformation operations as MCP tools: encryption, encoding, forensics, and analysis.
Chart Library — Market-state research
Market memory for AI: historical market states, published research, and source evidence for agents.
Durable memory for AI agents with fact extraction, hybrid retrieval, and temporal graph storage.
3D Visualizer
Inspect and compare point clouds, meshes, and depth data with fast 3D previews in your editor.
Access 41 sports APIs with 410 tools for scores, stats, odds, esports, chess, motorsport & more.
Mnemoverse Memory
Persistent, outcome-ranked memory for AI agents across Claude, Cursor, and ChatGPT—shared rooms, one account.