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Search MCP servers and agent skills by name, description, category or topic — 560 results.

MCP Server Stale

thevibepreneur/gapbase-mcp

Search 474 validated startup gaps from your AI editor. Find unsolved business problems by industry, role, or keyword — each with pain point, solution direction, and link to full blueprint. Zero API keys, works offline.

2 JavaScript Updated 3mo ago Score 33
MCP Server Inactive

joshuarileydev/supabase-mcp-server

Supabase MCP Server for managing and creating projects and organisations in Supabase

51 JavaScript Updated 1y ago Score 27
MCP Server Inactive

unibaseio/membase-mcp

Save and query your agent memory in distributed way by Membase

24 Python Updated 1y ago Score 24
MCP Server Official Active

netdata/netdata

Discovery, exploration, reporting and root cause analysis using all observability data, including metrics, logs, systems, containers, processes, and network connections

80k Go Updated today Score 100
MCP Server Official Active

Memory

Knowledge graph-based persistent memory system.

89.1k TypeScript Updated today Score 90
Agent Skill Active

Lum1104/understand-anything

Interactive codebase knowledge graphs via multi-agent LLM analysis

77.1k TypeScript Updated 3d ago Score 90
MCP Server Active

mindsdb/mindsdb

Connect and unify data across various platforms and databases with [MindsDB as a single MCP server](https://docs.mindsdb.com/mcp/overview).

39.5k Makefile Updated 22d ago Score 90
Agent Skill Active

phuryn/opportunity-solution-tree

Build Opportunity Solution Trees based on Teresa Torres' method

24.8k Updated 29d ago Score 90
MCP Server Active

googleapis/genai-toolbox

Open source MCP server specializing in easy, fast, and secure tools for Databases.

16.1k Go Updated today Score 90
Agent Skill Active

google/cloud/alloydb-basics

Manages clusters, instances, and backups for AlloyDB for PostgreSQL, and integrates with AlloyDB model context protocol (MCP) tools for automated database operations.

15.4k Python Updated yesterday Score 90
Agent Skill Active

google/cloud/google-cloud-waf-cost-optimization

Generates cost optimization guidance for Google Cloud workloads based on the Google Cloud Well-Architected Framework (WAF).

15.4k Python Updated yesterday Score 90
Agent Skill Active

google/cloud/google-cloud-waf-operational-excellence

Generates operations-focused guidance for Google Cloud workloads based on the design principles and recommendations in the Operational Excellence pillar of the Google Cloud Well-Ar...

15.4k Python Updated yesterday Score 90
Agent Skill Active

google/cloud/google-cloud-waf-performance-optimization

Generates performance-focused guidance for Google Cloud workloads based on the design principles and recommendations in the Performance Optimization pillar of the Google Cloud Well...

15.4k Python Updated yesterday Score 90
Agent Skill Active

google/cloud/google-cloud-waf-reliability

Generates reliability-focused guidance for Google Cloud workloads based on the design principles and recommendations in the Google Cloud Well-Architected Framework.

15.4k Python Updated yesterday Score 90
Agent Skill Active

google/cloud/google-cloud-waf-security

Generates security-focused guidance for Google Cloud workloads based on the design principles and recommendations in the Google Cloud Well-Architected Framework (WAF).

15.4k Python Updated yesterday Score 90
Agent Skill Active

google/cloud/google-cloud-waf-sustainability

Generates sustainability-focused guidance for Google Cloud workloads based on the design principles and recommendations in the Google Cloud Well-Architected Framework (WAF).

15.4k Python Updated yesterday Score 90
MCP Server Active

skill-seekers/Skill_Seekers

Transform 17 source types (docs, GitHub repos, PDFs, videos, Jupyter, Confluence, Notion, Slack/Discord) into AI-ready skills and RAG knowledge. 35 MCP tools for scraping, packaging, enhancing, and exporting to vector databases (Weaviate, Chroma, FAISS, Qdrant). Supports 16+ target platforms.

14.7k Python Updated yesterday Score 90
MCP Server Official Active

ArcadeData/arcadedb

Built-in MCP server for ArcadeDB, a multi-model database (graph, document, key-value, time-series, vector) with SQL, Cypher, Gremlin, and MongoDB QL support.

1.1k Java Updated today Score 90
MCP Server Official Active

DataEval/dingo

MCP server for the Dingo: a comprehensive data quality evaluation tool. Server Enables interaction with Dingo's rule-based and LLM-based evaluation capabilities and rules&prompts listing.

731 Python Updated yesterday Score 89
Agent Skill Active

deanpeters/discovery-interview-prep

Plan customer interviews using Mom Test style based on research goals

6.2k Shell Updated 15d ago Score 88
Agent Skill Active

czlonkowski/n8n-workflow-patterns

Workflow patterns for webhook, HTTP, database, and AI tasks

5.9k Shell Updated 3d ago Score 88
MCP Server Active

repowise-dev/repowise

Codebase intelligence for AI coding agents. Indexes a repo into a dependency graph, git history, defect-risk code health, auto-generated docs, and architectural decisions, served as 9 task-shaped MCP tools across 15 languages. Runs 100% local; hosted option available.

4.6k Python Updated today Score 87
Agent Skill Active

mattpocock/skills

17 dev workflow skills: PRD writing, TDD, codebase architecture, git guardrails, issue triage, refactoring plans, and more

198.9k Shell Updated yesterday Score 85
Agent Skill Active

muratcankoylan/memory-systems

Design short-term, long-term, and graph-based memory architectures

17.5k Python Updated 18d ago Score 85
Agent Skill Active

microsoft/agents-v2-py

Foundry Agents SDK — container-based agents with custom images

2.9k TypeScript Updated 4d ago Score 85
Agent Skill Active

NVIDIA/Megatron-Bridge/build-and-dependency

Dev environment setup for Megatron Bridge — container-based development, uv package management, lockfile regeneration, adding dependencies, Slurm container usage, and common build...

2.8k Python Updated today Score 84
Agent Skill Active

NVIDIA/Megatron-Bridge/perf-moe-optimization-workflow

Systematic workflow for MoE training optimization in Megatron Bridge, based on the Megatron-Core MoE paper.

2.8k Python Updated today Score 84
Agent Skill Active

NVIDIA/Megatron-Core/build-and-dependency

Container-based dev environment setup and dependency management for Megatron-LM.

2.8k Python Updated today Score 84
Agent Skill Active

NVIDIA/Model-Optimizer/debug

Run commands inside a remote Docker container via the file-based command relay (tools/debugger).

2.8k Python Updated today Score 84
Agent Skill Active

NVIDIA/TensorRT-LLM/ad-accuracy-debug

Debug AutoDeploy accuracy regressions vs a reference score (PyTorch backend or published baseline).

2.8k Python Updated today Score 84
Agent Skill Active

NVIDIA/cuopt/cuopt-user-rules

Base rules for end users calling NVIDIA cuOpt (routing/LP/MILP/QP/install/server).

2.8k Python Updated today Score 84
MCP Server Active

gamosoft/NoteDiscovery

Self-hosted plain-markdown knowledge base with a built-in MCP server. Lets Claude Desktop, Cursor, and any MCP client search, read, create, edit, tag, and template notes — same vault that powers the web UI. Pure-stdlib client, no extra deps, MIT-licensed. Can run in Docker.

2.7k JavaScript Updated today Score 84
Agent Skill Active

trailofbits/variant-analysis

Find similar vulnerabilities via pattern-based analysis

6.4k Python Updated today Score 83
MCP Server Active

julien040/anyquery

Query more than 40 apps with one binary using SQL. It can also connect to your PostgreSQL, MySQL, or SQLite compatible database. Local-first and private by design.

1.7k Go Updated 21d ago Score 82
MCP Server Active

qdrant/mcp-server-qdrant

A Qdrant MCP server

1.5k Python Updated 2d ago Score 82
MCP Server Active

shashankss1205/codegraphcontext

An MCP server that indexes local code into a graph database to provide context to AI assistants with a graphical code visualizations for humans.

4k Python Updated today Score 81
MCP Server Active

designcomputer/mysql_mcp_server

MySQL database integration with configurable access controls, schema inspection, and comprehensive security guidelines

1.3k Python Updated 2d ago Score 81
Agent Skill Active

NeoLabHQ/sdd

Spec-driven development workflow that transforms prompts into production-ready implementations through structured planning, architecture design, and LLM-as-a-Judge based quality gates.

1.3k TypeScript Updated 6d ago Score 81
Agent Skill Active

NeoLabHQ/kaizen

Applies continuous improvement methodology with multiple analytical approaches, based on Japanese Kaizen philosophy and Lean methodology.

1.3k TypeScript Updated 6d ago Score 81
MCP Server Official Active

VictoriaMetrics-Community/mcp-victorialogs

Provides comprehensive integration with your [VictoriaLogs instance APIs](https://docs.victoriametrics.com/victorialogs/querying/#http-api) and [documentation](https://docs.victoriametrics.com/victorialogs/) for working with logs, investigating and debugging tasks related to your VictoriaLogs instances.

94 Go Updated 17d ago Score 80
MCP Server Active

opentabs-dev/opentabs

Plugin-based MCP server + Chrome extension that gives AI agents access to web applications through the user's authenticated browser session. 100+ plugins with a plugin SDK for building new ones.

881 TypeScript Updated today Score 79
Agent Skill Active

GanyuanRan/Aegis

Evidence-driven method pack for AI coding agents

870 Python Updated today Score 79
MCP Server Active

LvcidPsyche/auto-browser

Open-source MCP-native browser agent with human takeover via noVNC, reusable auth profiles, and approval/audit rails. Playwright + FastAPI, Docker-based isolated sessions, stdio bridge for Claude Desktop and Cursor.

741 Python Updated 2d ago Score 79
MCP Server Active

benborla29/mcp-server-mysql

MySQL database integration in NodeJS with configurable access controls and schema inspection

2k JavaScript Updated 5d ago Score 78
Agent Skill Active

alinaqi/claude-bootstrap

Opinionated project initialization with security-first guardrails, spec-driven atomic todos, LLM testing patterns, and CLI tool orchestration (gh, vercel, supabase)

705 Python Updated 18d ago Score 78
MCP Server Active

planetscale/mcp

The PlanetScale CLI includes an MCP server that provides AI tools direct access to your PlanetScale databases.

663 Go Updated yesterday Score 78
MCP Server Active

redis/mcp-redis

The Redis official MCP Server offers an interface to manage and search data in Redis.

555 Python Updated yesterday Score 77
MCP Server Active

pab1it0/prometheus-mcp-server

Query and analyze Prometheus, open-source monitoring system.

510 Python Updated today Score 77
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