Browse all Model Context Protocol servers with quality scores, stars, languages and maintenance activity.
AI enhancement middleware: precise retrieval replaces full-memory loading (~80%+ token cut), rule-based conflict arbitration with explainable reasons, and one local SQLite shared across Claude Code/Codex/Cursor/ZCode. Local-first, zero cloud, MIT. `pip install memory-arbiter-mcp`
Durable hybrid memory for AI agents. Combines vector search, BM25, temporal retrieval, and optional Memgraph knowledge graph via reciprocal rank fusion. 6 MCP tools: health, search, answer, feedback, graph_query, graph_add_triple. Self-hosted with Qdrant backend. 82.5% strict accuracy on LoCoMo benchmark. `pip install 'mnemostack[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
Auditable strategic-risk memos for AI agents — sanctions, regulatory, geopolitics, trade. Geography-routed regional specialists (Central Asia/Caspian, Gulf/Middle East), per-claim evidence discipline, schema-validated output, machine-verified audit. No live data retrieval. PyPI: `agenda-intelligence-md`.
Personal travel agent with 66 tools — flights, hotels, visa checks, itinerary planning, travel advisories, currency conversion, passport power index, and credit card points/miles optimization. Offline-capable profile stores home airports, passports, and card portfolio. Install: `pip install wander-agent`.
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.
Convert `.eml` email exports to clean Markdown with YAML front matter — thread splitting, signature stripping, attachment extraction, and calendar parsing. Tuned for feeding archived email into RAG/LLM pipelines.
Local-first production-readiness audit for AI-built apps: read-only checks, an evidence-based 0-100 score, and guided fixes before launch.
Educational MCP server for math operations, statistics, visualization, and persistent workspaces. Built with FastMCP 2.0.
Lightning-native AI reasoning, decisions, persistent memory, and agent marketplace for autonomous agents. Pay-per-use via Bitcoin Lightning. Register free — 250 starter sats. Agents earn sats selling services (seller keeps 95%), DM each other, and run autonomously. `npm install invinoveritas-mcp`
Tautulli (Plex media server monitoring) with 11 read-only tools for activity, history, library stats, user stats, transcode analysis, and resolution breakdowns.
Philippine government data as agent-callable tools: PHIVOLCS earthquakes + volcano alerts, PAGASA weather + typhoons, PhilGEPS procurement, PSA 2020 Census population + poverty, AQICN air quality. Install: `uvx ph-civic-data-mcp`.
MCP server for ScraperAPI web scraping with JavaScript rendering, geotargeting, premium proxies, and auto-parsing support.
Production-ready MCP server for [Greenhouse](https://www.greenhouse.com) ATS with 175 tools for recruiting teams. Role-based profiles (full/recruiter/read-only), composite workflow tools for pipeline views, analytics, candidate search, and bulk operations.
Real-time, AI-enriched financial news for trading agents: full-text & ticker search, trending and "actionable-now" feeds, SEC Form 4 insider transactions, and two-ticker read-across. Each story carries per-ticker analysis and a 1-10 relevance score. Hosted at mcp.alphai.io, OAuth, free 100 calls/hour.
Supports SSE, STDIO; not only limited to MySQL's CRUD functionality; also includes database exception analysis capabilities; controls database permissions based on roles; and makes it easy for developers to extend tools with customization
An MCP server that supports fetching data from a database using natural language queries, powered by XiyanSQL as the text-to-SQL LLM.
A MCP server for Unsplash image search.
MCP server for ComfyUI that lets AI agents view, edit, and run node-based image generation workflows with an embedded terminal.
Access Chess.com player data, game records, and other public information through standardized MCP interfaces, allowing AI assistants to search and analyze chess information.
Cisco pyATS server enabling structured, model-driven interaction with network devices.
An MCP server for GNU Radio that enables LLMs to autonomously create and modify RF `.grc` flowcharts.
Zero-config MCP server for searchable documentation. Loads markdown into SQLite (default) or PostgreSQL with FTS5/tsvector keyword search and optional pgvector hybrid semantic search.
Free web search for AI agents with smart re-ranking. Multi-engine parallel search, zero API keys. Works natively within China's network, no proxy/VPN needed. Install via `pip install searchpin && searchpin-setup`.
provides AI-powered PostgreSQL performance tuning capabilities.
Control FL Studio with AI: in-DAW mixing (Mix Doctor, gain staging, EQ/comp/reverb, reference matching), routing, and composition. 67 tools.
Page-cited retrieval of embedded/firmware reference docs (datasheets, MCU registers, Modbus/CAN, SCPI, IEEE 1547/SunSpec) for coding agents — returns verbatim source snippets with page citations, or "no confident match" instead of a fabricated value. No signup or API key.
The only MCP server bridging DICOM, HL7v2, and FHIR in one package. Cross-standard mapping, Mirth Connect channel generation, vendor private tag decoding (GE, Siemens, Philips), and integration pattern knowledge. Built by a 19-year healthcare IT veteran. `pip install dicom-hl7-mcp`
AlphaFold MCP server integrating AlphaFold DB with eight additional public biomedical data sources, backed by a local SQLite knowledge graph for structural-confidence, variant, disease/phenotype, drug-target, and orthology workflows. `uvx alphafold-sovereign-mcp`
VMware Tanzu / vSphere Kubernetes Service — Supervisor cluster, Namespace, and TKC (Tanzu Kubernetes Cluster) lifecycle management. 20 tools with dry-run mode, kubeconfig export, and double-confirmation for namespace/TKC deletion.
Self-hostable GPU-aware job broker for your own machines. The MCP server exposes the queue as nine tools (submit, status, logs, list, cancel, preempt, workers, job-get, worker-delete) so an agent can dispatch long-running or GPU jobs that outlive the session, route them by VRAM tier, and babysit them across sessions. `pip install "jobd[mcp]"`.
15 semantic GDScript analysis tools via Godot's built-in LSP. Navigation, references, diagnostics, rename, and file sync for AI agents.
Keyless local MCP server bringing ISTQB / OWASP / IEEE / ISO / EU AI Act QA standards into your AI client: standards-grounded retrieval, deterministic QA effort estimation, and automated QA document quality review (0-100 rubric) plus JUnit/CSV test-results flakiness analysis. `uvx qai-consultant-mcp`
Local-first MCP server for Canvas LMS. Stdio transport, no third-party broker, token stays in `~/.canvas.env`. Exposes courses, assignments, modules, announcements, grades, planner items, upcoming events, todo, and bulk file dump as MCP tools.
Rust-powered PDF toolkit: create, read, and analyze PDFs; extract text and entities for RAG; convert to Markdown; split, merge, rotate, and reorder pages; add content, annotations, and form fields; and encrypt documents. Ships in the `oxidize-pdf` PyPI package — run locally with `uvx oxidize-mcp`.
First MCP server for M-PESA (Safaricom Daraja API) — STK push, B2C payments, balance queries, transaction status, SIM swap detection, Bill Manager, and 16 more tools for Kenya's 35M+ mobile money users. `pip install mpesa-mcp`.
Trading 212 API integration with 28 tools for portfolio management, trading (market/limit/stop orders), pies, dividends, market data, and analytics. Built-in rate limiting.
Persistent memory for AI coding assistants. Local SQLite, no cloud. 16 MCP tools: store, recall, search, relate, consolidate, export, and credential vault (OS keychain). Typed memories with confidence lifecycle (verified/inferred/stale/deprecated), namespaces, knowledge graph, and hybrid BM25 + semantic search via fastembed ONNX. Works with Cursor, Windsurf, Claude, and any MCP client. `pip instal
Persistent memory for AI agents with sectioned entries (project/user/context/etc), semantic search, CLI, and per-project scope. Local JSON, zero config, no server required.
Local-first review-gated sidecar for Markdown workspaces. Indexes notes and incoming artifacts into SQLite, proposes domains, links, memory, and growth cards with evidence, and keeps source files unchanged until explicit review. `pip install linza-mcp`
Runtime guardrails and incident read access for coding agents. Query AgentGuard traces, alerts, usage, costs, and budget health.
MCP server that fetches YouTube video transcripts and optionally summarizes them. Supports multiple transcript formats (text, JSON, SRT, WebVTT), multi-language retrieval, and flexible YouTube URL parsing.
MCP server for Zendesk. Read/write tools for tickets, comments, views, macros, users, groups, organizations, and time tracking; optional Help Center knowledge base and Git-Zen GitLab integration.
MCP Server for Odoo 19 ERP using JSON-RPC API, built with FastMCP. Supports CRUD operations, model inspection, and user/company context with readonly mode and delete confirmation safety.
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.
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
Access specialized web3 AI agents for blockchain analysis, smart contract security auditing, token metrics evaluation, and on-chain interactions through the Heurist Mesh network. Provides comprehensive tools for DeFi analysis, NFT valuation, and transaction monitoring across multiple blockchains
MCP server giving AI agents programmatic control over Android devices and emulators via ADB. 11 tools covering UI inspection, screen interaction, ADB commands, and change detection.