Browse all Model Context Protocol servers with quality scores, stars, languages and maintenance activity.
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.
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.
Historical stock chart pattern intelligence for AI agents. 24M pre-computed embeddings across 15K stocks and 10 years of data. Search by ticker+date or screenshot to find the most similar historical patterns and see what happened next. 19 tools including pattern search, forward returns, regime analysis, and trade simulation. Install: `pip install chartlibrary-mcp`. Free tier: 200 calls/day.
Lets the LLM reach you on your phone: live, interruptible voice calls and tiered alerts, using free self-hosted pieces (SIP via pjsua2/Linphone + whisper.cpp STT + macOS say TTS). No paid telephony, no extra API key for the conversation.
Google Ad Manager API integration for managing campaigns, orders, line items, creatives, and advertisers with bulk upload support.
Comprehensive DevOps and networking MCP server providing standardized access to essential infrastructure tools. Features network monitoring, system diagnostics, automation workflows, and infrastructure management with AI-powered operational insights.
Pharo Smalltalk integration enabling code evaluation, class/method introspection, package management, test execution, and project installation for interactive development with Pharo images.
AI-powered SRE observability for Kubernetes and OpenShift with 40+ tools for Tekton pipeline debugging, log analysis, root cause analysis, and predictive monitoring.
Mount many OpenAPI specs (or your existing FastAPI app) as MCP servers in one process. Auto-promotes eligible GETs to MCP resources, exposes huge specs via three `list/get/call` meta-tools instead of N tool schemas, and ships per-user OAuth2 token relay with audience-bound tokens.
Flux AI image generation and editing (Black Forest Labs) via Ace Data Cloud API.
ByteDance Seedream image generation and editing via Ace Data Cloud API.
32 tools for plant-genomics locus lookup across 11 public backends (Ensembl Plants, Phytozome, UniProtKB, KEGG, STRING-DB, Gramene, Europe PMC, QuickGO, NCBI BLAST, ATTED-II, BAR). Single-locus, parallel-batch, and cross-source synthesis variants; JSON output schemas and EDAM ontology tags on every tool. `pipx install plant-genomics-mcp`.
Auditable UniProt MCP server: 41 tools over the UniProt knowledgebase (entries, features, variants, PTMs, GO terms, cross-references) with per-query SHA-256 provenance and offline replay. `uvx uniprot-mcp-server`
Lets an AI agent gate its own work before claiming "done": a fail-closed ship checklist (`verify_gate` counts a check satisfied only if explicitly proven), required independent refute-first review, and an append-only sha256-chained receipts ledger that makes any edit to past receipts detectable. `pip install mcp-agent-gate`.
Browser-backed MCP wrapper for mcp-atlassian with Playwright SSO auth. Enables AI tools to access Atlassian Server/Data Center instances behind corporate SSO (Okta, SAML, ADFS) where API tokens are not available.
Hierarchical code intelligence for AI coding agents. Scans local source code, clusters files by behavioral roles, maps coupling seams, and provides in-repo twins/context for complex implementation tasks.
English-first Korean equity intelligence — real-time DART filings, foreign-holder 5%-rule flows (BlackRock / Vanguard / Norges / GIC + 16 more), Korean activist filings (KCGI / Align / ValueAct / Elliott), and KRX industry news, translated to English. Free public daily snapshot at koreanpulse.dev/today; OSS self-host (AGPL-3.0).
Self-hosted Bitcoin Core MCP server — 43 tools, 6 prompts, and 7 resources. Fee intelligence with USD conversion and send-now-or-wait advice, mempool analysis, mining pool rankings, market sentiment, block/transaction inspection, and BTC price. Your local node or hosted via Satoshi API (zero install).