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Browse all Model Context Protocol servers with quality scores, stars, languages and maintenance activity.

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25 results (<1ms) · data updated 2026-08-14

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LvcidPsyche/auto-browser B 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.

★ 761 Python Updated 3d ago Score 79 Browser Automation

flytohub/flyto-core B MCP Server Active

flytohub/flyto-core

Deterministic execution engine for AI agents with 412 modules across 78 categories (browser, file, Docker, data, crypto, scheduling). Features execution trace, evidence snapshots, replay from any step, and supports both STDIO and Streamable HTTP transport.

★ 479 Python Updated today Score 77 Developer Tools

Beever-AI/beever-atlas B MCP Server Active

Beever-AI/beever-atlas

Open-source LLM knowledge base for teams. 28-tool native MCP server turns Slack/Discord/Teams/Mattermost chat into a typed knowledge graph + auto-generated wiki with cited answers, semantic search, expert finding, and decision tracing. BYO LLM via LiteLLM, Apache 2.0, on-prem via Docker.

★ 439 Python Updated yesterday Score 76 Knowledge & Memory

tuanle96/mcp-odoo B MCP Server Active

tuanle96/mcp-odoo

Production-grade MCP server for Odoo ERP (16-19) with zero Odoo-side install. 24 tools across read, write (approval-token gated), diagnose, migrate, and audit. JSON-2 transport for Odoo 19+, real Docker Compose smoke tests against Odoo 16/17/18/19, diagnostics (`diagnose_odoo_call`, `upgrade_risk_report`, `fit_gap_report`, `scan_addons_source`), and 5 reusable agent prompts.

★ 385 Python Updated 15d ago Score 76 Workplace & Productivity

co-browser/browser-use-mcp-server B MCP Server Maintained

co-browser/browser-use-mcp-server

browser-use packaged as an MCP server with SSE transport. includes a dockerfile to run chromium in docker + a vnc server.

★ 842 Python Updated 2mo ago Score 72 Browser Automation

3aKHP/prts-mcp C MCP Server Active

3aKHP/prts-mcp

MCP Server for [Arknights](https://www.arknights.global/), querying the [PRTS Wiki](https://prts.wiki) API and serving auto-synced operator archives and voice lines from game data. Designed for fan-creation (同人創作) AI agents. Python (stdio/Docker) and TypeScript (Streamable HTTP) implementations.

★ 7 Python Updated today Score 59 Gaming

dhamma-seeker/tripitaka-mcp C MCP Server Active

dhamma-seeker/tripitaka-mcp

Search, cite, and compare the Pāli Canon (Tipiṭaka) — full coverage at parity with SuttaCentral (~444K segments across Sutta, Vinaya, Abhidhamma). Hybrid trigram+vector search, full-sutta fetch with cross-reference URLs (SuttaCentral + 84000.org), segment-aligned translation comparison, and Pāli word lookup against the P. A. Payutto dictionary. Free, non-commercial — offered as Dhamma Dāna. Hosted

★ 6 Python Updated today Score 58 Research

L337-org/docker-mcp C MCP Server Active

L337-org/docker-mcp

Manages one or more Docker daemons (local socket or remote over TCP/TLS/SSH) with 156 tools spanning containers, images, Compose, Swarm, Buildx, Scout, and OCI registries. Mark hosts as read-only for safe monitoring; logs and stats exposed as MCP resources.

★ 5 Python Updated today Score 58 Cloud Platforms

alexei-led/k8s-mcp-server C MCP Server Stale

alexei-led/k8s-mcp-server

A lightweight yet robust server that empowers AI assistants to securely execute Kubernetes CLI commands (`kubectl`, `helm`, `istioctl`, and `argocd`) using Unix pipes in a safe Docker environment with multi-architecture support.

★ 213 Python Updated 5mo ago Score 56 Cloud Platforms

alexei-led/aws-mcp-server C MCP Server Stale

alexei-led/aws-mcp-server

A lightweight but powerful server that enables AI assistants to execute AWS CLI commands, use Unix pipes, and apply prompt templates for common AWS tasks in a safe Docker environment with multi-architecture support

★ 185 Python Updated 5mo ago Score 56 Cloud Platforms

JaviMaligno/postgres_mcp C MCP Server Active

JaviMaligno/postgres_mcp

PostgreSQL MCP server with 14 tools for querying, schema exploration, and table analysis. Features security-first design with SQL injection prevention and read-only by default.

★ 10 Python Updated 10d ago Score 55 Databases

whw23/searxng-http-mcp C MCP Server Active

whw23/searxng_http_mcp

Self-contained SearXNG MCP server in Docker. 200+ search engines, 30+ categories, multi-page fanout, autocomplete, and engine discovery. Dual transport (HTTP + stdio), API key auth, and built-in SearXNG Web UI reverse proxy. Zero-install deploy.

★ 10 Python Updated 5d ago Score 55 Search & Data Extraction

loglux/authmcp-gateway C MCP Server Maintained

loglux/authmcp-gateway

Auth proxy for MCP servers: OAuth2 + DCR, JWT, RBAC, rate limiting, multi-server aggregation, and monitoring dashboard.

★ 11 Python Updated 1mo ago Score 54 Security

modus-agendi/managed-agent-control-mcp C MCP Server Active

modus-agendi/managed-agent-control-mcp

Start, observe, and interact with Claude Managed Agents from any MCP client — launch an agent, poll its events to watch it work, reply, approve the tools it wants to run, and stop it. Runs over stdio, an HTTP container, or AWS Lambda, with pluggable inbound auth (bearer/OIDC/Cognito).

★ 1 Python Updated 8d ago Score 53 Developer Tools

adanb13/cirdan C MCP Server Active

adanb13/cirdan

AI infrastructure cartographer & MCP server: fingerprints, graphs, and watches the live infrastructure an agent can reach (Docker, Kubernetes, cloud, IaC) and detects incidents.

★ 0 Python Updated 21d ago Score 50 Monitoring

Data-Everything/mcp-server-templates D MCP Server Stale

Data-Everything/mcp-server-templates

One server. All tools. A unified MCP platform that connects many apps, tools, and services behind one powerful interface—ideal for local devs or production agents.

★ 21 Python Updated 11mo ago Score 46 Aggregators

ayushagrawal288/memex D MCP Server Maintained

ayushagrawal288/memex

Production-grade persistent memory service for AI agents. Semantic search with recency decay (configurable α blend), local ONNX embeddings (zero API cost), background memory summarisation, and Prometheus/Grafana observability. `docker compose up` — no cloud dependencies.

★ 1 Python Updated 2mo ago Score 46 Knowledge & Memory

mcasdfgf/mcp-roo-memory D MCP Server Maintained

mcasdfgf/mcp-roo-memory

Persistent fractal graph memory for AI coding agents via MCP. Semantic vector search, hot/cold/archive context tiers, decision tracking, and Docker-based deployment with Qdrant.

★ 1 Python Updated 2mo ago Score 46 Knowledge & Memory

dl4rce/flaiwheel D MCP Server Maintained

dl4rce/flaiwheel

Self-hosted memory and governance layer for AI coding agents. 28 MCP tools with structured knowledge capture, hybrid search (semantic + BM25 + cross-encoder reranking), behavioral documentation nudges, cold-start codebase analyzer, and git-native storage. Single Docker container, zero cloud dependencies.

★ 4 Python Updated 2mo ago Score 45 Knowledge & Memory

grahamrowe82/pt-edge D MCP Server Stale

grahamrowe82/pt-edge

AI project intelligence MCP server. Tracks 300+ open-source AI projects across GitHub, PyPI, npm, HuggingFace, Docker Hub, and Hacker News. 47 MCP tools for discovery, comparison, trend analysis, and semantic search across AI repos, HuggingFace models/datasets, and public APIs.

★ 6 Python Updated 3mo ago Score 41 Developer Tools

daiji-sshr/redmine-mcp-stateless D MCP Server Maintained

daiji-sshr/redmine-mcp-stateless

Stateless Redmine MCP server. Credentials are passed per-request via HTTP headers and never stored on the server. Supports listing/creating/updating issues, full-text search across subjects, descriptions and comments, and editing journals (Redmine 5.0+). Deployable on RHEL (systemd) or Docker.

★ 1 Python Updated 1mo ago Score 41 Product Management

besslframework-stack/project-tessera D MCP Server Stale

besslframework-stack/project-tessera

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 — fastembed + LanceDB, no Ollama or Docker required. 15 MCP tools.

★ 16 Python Updated 4mo ago Score 40 Knowledge & Memory