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Mem0's local-first memory layer: a Dockerized MCP server plus dashboard that keeps agent memories on your machine.
Official Firecrawl MCP server — scrape, crawl, map, search, and structured extraction for any LLM client.
Self-hosted MCP server for Jira and Confluence Cloud and Server/Data Center.
Popular community GitLab MCP server for projects, MRs, issues, pipelines, wikis and releases.
Secure, structured access to MySQL databases for AI clients — query, sample, and inspect schemas via MCP.
Official hosted Sentry MCP for investigating issues, errors, traces and performance data.
On-premises RAG over your local files (PDF, DOCX, CSV, MD, TXT), queryable from Claude via MCP.
Run Facebook & Instagram (Meta) Ads end to end from your AI client — launch campaigns, upload creatives, edit budgets, analyze performance.
Private metasearch via your own SearXNG instance — popular community MCP server for self-hosted search.
AI-driven mini Kubernetes dashboard with a built-in MCP server exposing 49 cluster operation tools
Archived official Mem0 server for long-term agent memory: add, search, update, and delete memories via the Mem0 API.
Let AI agents open and manage secure HTTP/TCP/UDP tunnels to local services over stdio.
Official Chroma server: create collections and run vector, full-text, and metadata search.
MCP-native browser control plane with human takeover, reusable auth profiles, approvals, and audit trails.
Make your meetings accessible to AI agents — let them join, talk, and act in Zoom, Meet & Teams calls in real time.
Deploy HTML, folders, or full-stack projects to Tencent EdgeOne Pages and get a public URL.
Honeycomb observability via AI: query datasets, alerts and boards (community + official).
Official CircleCI MCP server: inspect and fix failed builds, query pipelines in natural language.
Query your Apple Health data with natural language via Elasticsearch, ClickHouse, or DuckDB.
Drive your Opik LLM-observability workspace from your AI host — read traces, log scores, save prompts, ask Ollie.
Official Dynatrace server: run DQL over logs, events, spans and metrics.
On-demand open-source tax & accounting skills for AI agents across 130+ jurisdictions, via MCP.
Secure bridge between Claude.ai/Desktop and a self-hosted OpenClaw AI assistant, with OAuth2 and multi-instance routing.
AI agents search, triage, comment, vote, and manage feedback & changelogs in Quackback.
Expose actions from your connected Membrane integrations to AI agents as MCP tools.
Real-time web search for MCP clients via a self-hosted crawler API over stdio.
Search, govern, and manage Atlan data catalog assets from AI agents via the Model Context Protocol.
Self-hosted MCP gateway connecting Claude to Odoo ERP (15→19) — 197+ tools, multi-tenant, Bulgaria l10n.