MCP servers that ship as code — a repository or a package you install and run locally (usually over stdio). They have no hosted endpoint, so we cannot probe or grade them: instead each one shows its repository, install command, license, stars and when it was last updated.
Collected from GitHub repositories and npm, PyPI, Cargo, Go, Maven, NuGet and RubyGems packages tagged as MCP servers, the official MCP Registry, Docker's MCP catalog, ModelScope, Baidu MCP World, Cline and other public directories; one entry per repository. A server that also offers a hosted endpoint is listed under Remote instead. These entries are not counted in our reachability, verification or readiness statistics.
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🕸️ First NetworkX MCP server for graph analysis in AI conversations | Community & Enterprise editions | Graph algorithms • Network analysis • MCP integration
MIT ★ 22 -
MCP server for stochastic algorithms and probabilistic decision making
npm MIT -
algokit-mcpgithub.com/itsme-shawn/algokit-mcpupdated this year
백준(BOJ), 프로그래머스 MCP Toolkit for algorithm learning (AI-powered hints, analysis & review templates for BOJ and Programmers)
npm MIT -
ai-tradergithub.com/whchien/ai-traderupdated this year
Backtrader-powered backtesting framework for algorithmic trading, featuring 20+ strategies, multi-market support, CLI tools, and an integrated MCP server for professional traders.
pypi GPL-3.0 -
algo-coach-mcpgithub.com/Ddhjx-code/algo-coach-mcpupdated this year
Interactive algorithm coach MCP server — 3000+ LeetCode problems, bilingual (CN/EN), local code testing, 12 topic categories, progressive hints
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@mseep/thinking-patternsgithub.com/emmahyde/thinking-patternsupdated this year
MCP server combining systematic thinking, mental models, debugging approaches, and stochastic algorithms for comprehensive cognitive pattern support
npm MIT -
Rust graph-vector database: OpenCypher (99.9% of evaluated TCK scenarios pass), vector search, graph algorithms, RESP + HTTP. LDBC SNB Interactive and BI complete; 1B edges on one machine.
pypi Apache-2.0 ★ 187 -
Production-grade TypeScript SDK for DhanHQ API v2. Features REST APIs, WebSocket market data, option analytics, technical analysis, risk management, and MCP server tools for algorithmic trading agents.
npm MIT -
Rust + WASM sublinear-time solver for asymmetric diagonally dominant systems. Exposes Neumann series, push, and hybrid random-walk algorithms with npm/npx CLI and Flow-Nexus HTTP streaming for swarm cost propagation and verification.
npm MIT ★ 94 -
Free multi-exchange platform for algorithmic crypto trading with AI agents. Build bots as visual node graphs, backtest and optimize them, run them on Bybit, Binance and more. Any MCP agent (Claude, ChatGPT, Cursor, Gemini CLI, local LLMs) can design strategies for you.
★ 1 -
EU Platform Workers Directive (2024/2831) compliance — employment-status presumption, algorithmic-management disclosure, human oversight of significant decisions, worker data protection, member-state transposition tracking, misclassification-risk forecast. Targets EU gig-economy platforms (€20bn market). Transposition deadline 2 Dec 2026. By MEOK AI Labs.
pypi MIT -
uk-ai-bill-compliance-mcpgithub.com/csoai-org/uk-ai-bill-compliance-mcpupdated this year
UK AI Regulation Compliance MCP. Automates audits against the UK AI White Paper five principles (safety, transparency, fairness, accountability, contestability), upcoming AI (Regulation) Bill frontier-model obligations, Algorithmic Transparency Recording Standard, and sector-regulator guidance (ICO, FCA, MHRA, CMA, Ofcom, HSE). HMAC-signed readiness attestations for UK public-sector + CCS / Digital Marketplace procurement. By MEOK AI Labs.
pypi MIT License -
Unofficial evidence-first CLI + read-only MCP server for X's open-source algorithm (xai-org/x-algorithm): commit-pinned SHA-256 spans, code index, findings that go STALE.
Apache-2.0 -
compression-ai-mcpgithub.com/csoai-org/compression-ai-mcpupdated this year
Compression Ai automation via MCP. Includes estimate ratio, suggest algorithm, calculate savings. By MEOK AI Labs.
npm MIT -
MCP-Server-For-Competitive-Programminggithub.com/SAMI-CODEAI/MCP-Server-For-Competitive-Programmingactive
A Model Context Protocol (MCP) server providing modular tools for analyzing, generating, and reviewing competitive programming algorithms.
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aion.ly: where people and their agents discover and discuss all things AI, together. Open source, no ads, no hidden algorithms. A Chatcode Lab project.
MIT -
mifid-ii-ai-mcpgithub.com/csoai-org/mifid-ii-ai-mcpupdated this year
MiFID II Article 17 algorithmic trading + RTS 6 testing/risk controls + best execution AI compliance for investment firms.
pypi MIT License -
Alpaca Trading Integrationno update data
Enable seamless interaction with Alpaca's trading API through a standardized protocol. Execute trading operations, fetch market data, and manage portfolios efficiently within your LLM applications. Simplify algorithmic trading by integrating real-time financial data and actions.
smithery -
DecompGTIgithub.com/yuvraj-rathod-1202/DecompGTIupdated this year
DecompGTI is a graph-reasoning framework that fine-tunes small language models to parse natural-language graph queries into structured JSON plans executed by deterministic algorithms on a FastMCP server.
MIT -
3D vision and medical imaging in one Python package: 73 algorithms, 43 datasets in one line, Open3D / SimpleITK / PyVista, MCP server for AI agents
Apache-2.0 ★ 10 -
Supply chain digital twin simulation via 8 quantitative algorithms — connect any AI agent to live corporate, trade, sanctions, hazard, and financial data across 17 public data sources.
MIT ★ 1 -
mcp-servergithub.com/rogertheunissenmerge-oss/mcp-serverupdated this year
Wine pairing MCP server for AI assistants — Claude, Cursor, Windsurf. Powered by SommelierX Wine DNA algorithm. Supports API key and x402 (USDC on Base) payment.
MIT ★ 1 -
Check citations for retractions, corrections, and expressions of concern via Crossref -- Python CLI/library, MCP server, and GitHub Action sharing one empirically-verified detection algorithm.
MIT ★ 1 -
Full-stack, self-hosted memory infrastructure for AI agents: algorithms, traceable recall, knowledge graph, API/SDK/MCP, apps, deployment, benchmarks, and custom-memory adapters.
Apache-2.0 ★ 1 -
mcp-compressgithub.com/ShipItAndPray/mcp-compressupdated this year
First MCP server for data compression. 60x compression on docs, 30x on SQL, 20x on logs. Zero dependencies. Lossless. Auto-picks best algorithm. 7 tools for any AI agent.
MIT ★ 3 -
@replen/mcpgithub.com/replenhq/replenupdated this year
Replen MCP server: a local intelligence layer for AI coding agents. Surfaces libraries, algorithms and techniques matched to your repos, as tools your AI host (Claude Code, Codex, Cursor) can call. Pairs with the /replen skill.
npm Apache-2.0 -
@thejusdutt/deep-search-mcpgithub.com/thejusdutt/deep-search-mcpupdated this year
MCP server for comprehensive web search - combines Google search with full page content extraction using Mozilla Readability algorithm. Supports web, news, and image search with domain filtering and retry logic.
npm MIT -
Zero-error LLM execution via SPRT voting. Rust library and MCP server implementing the MAKER algorithm for mathematically-grounded error correction in long-horizon AI agent tasks. Research experiment based on arXiv:2511.09030
MIT ★ 5 -
feedpikgithub.com/blezz0102/viberssupdated this year
CLI and MCP server for Feedpik — the RSS reader where the ranking algorithm belongs to you. Pull ranked candidates, tune and roll back your ranking policy, record feedback, manage subscriptions, and install Packs. Agent-friendly: stable {ok,data,error} JS
npm MIT -
An intelligent code memory system that leverages vector embeddings, structured databases, and knowledge graphs to store, retrieve, and analyze code patterns with semantic search capabilities, quality metrics, and relationship modeling. Designed to enhance programming workflows through contextual recall of best practices, algorithms, and solutions.
MIT ★ 8 -
Wine pairing intelligence for AI assistants. Ask any MCP-compatible client (Claude, Cursor, Windsurf) for wine recommendations and get scored matches from a sommelier-grade algorithm. Supports API key and x402 (USDC on Base) payment.
npm MIT -
dnc-mcpgithub.com/kanghohyeong/dnc-mcpupdated this year
An MCP (Model Context Protocol) server that applies the Divide and Conquer paradigm to AI-driven task management. Just like a D&C algorithm, you declare a complex goal, break it into smaller sub-tasks, review and adjust the plan, and then let the agent execute automatically.
MIT -
Tauri 2 desktop intelligence platform — Cesium.js 3D globe, 185 live panels, MCP server for Claude Code, and an explainable algorithm intelligence layer (truth scoring, evidence graph, compound risk, forecast calibration) plus shortage / weather / insights engines. 600+ deterministic tests.
NOASSERTION ★ 12 -
Insider political trading signal detection — this MCP server applies six institution-grade statistical algorithms to congressional stock disclosures, SEC insider filings, campaign finance records, and federal contract data, and returns scored findings to any MCP-compatible AI client in real time.
MIT -
aseke-compass-mcpgithub.com/angrysky56/aseke-compass-mcpupdated this year
Building systemic discernment directly into a population, to recognize how their biological levers are being pulled by external leadership or algorithms—shifts the Cognitive Effort required for an Information System to capture the SEEKING system.
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3D computer vision and medical imaging in Python: 43 public 3D and medical datasets loaded in one line with manifests and licences, 73 algorithms on point clouds, meshes and CT/MRI volumes (registration, segmentation, reconstruction), one typed object over Open3D, PyVista and SimpleITK, and an MCP server for AI agents.
pypi Apache-2.0 -
Free AI-powered Amazon product research & marketplace intelligence. Hidden Profit Index — Sorftime's algorithm for overlooked high-margin products. 120 MCP tools · 8 platform endpoints: Amazon, Walmart, TikTok Shop, Shopee, TEMU, 1688, Mercado + Reddit/Quora. Claude Code, Codex, Cursor, OpenClaw. Open source.
MIT ★ 47 -
iflow-mcp_aitrados-finance-trading-ai-agents-mcpgithub.com/aitrados/finance-trading-ai-agents-mcpupdated this year
A free, specialized MCP server for financial analysis and quantitative trading. Provides one-click setup for local financial MCP services with department-based architecture simulating financial company operations. Supports traditional indicators, price action analysis, economic calendar, fundamental analysis, and news integration for seamless LLM interaction and algorithmic trading.
pypi MIT License -
MCP Server for LeetCode API (supports leetcode.com and leetcode.cn)
npm MIT -
Adaptive-Graph-of-Thoughts-MCP-servergithub.com/SaptaDey/Adaptive-Graph-of-Thoughts-MCP-serverupdated this year
LLM Reasoning Framework for Scientific Research
MIT ★ 31 -
RiMCP_hybridgithub.com/h7lu/RiMCP_hybridupdated this year
Rimworld Coding RAG MCP server
MIT ★ 46 -
Paper trading simulator for Polymarket
MIT ★ 508 -
A self-hosted trading platform your AI agent operates, and you control.
Apache-2.0 ★ 1 -
AI主观交易系统 — Claude Code + MCP协议驱动Binance合约交易，价格行为学(YTC/裸K线)策略。14个MCP工具，主网WebSocket实时行情。
★ 3 -
@iflow-mcp/sperekrestova-interactive-leetcode-mcpgithub.com/sperekrestova/interactive-leetcode-mcpupdated this year
Interactive LeetCode MCP server with authorization and submission capabilities for seamless problem-solving with Claude
npm MIT -
Real-time face detection, recognition, and pan-tilt tracking with OpenCV and MediaPipe.
MIT -
The Biomimetic Context Engine & Neural Runtime for AI Coding Assistants
MIT ★ 93 -
Model Context Protocol (MCP) server for Neural Trader with 87+ trading tools
npm MIT OR Apache-2.0 -
Composer MCP Server - Backtest and Automate your trades with LLMs
pypi MIT -
Open-source tools for AI on Memgraph: persistent agent memory, knowledge graphs, GraphRAG, and integrations for LangChain, LightRAG, and MCP.
MIT ★ 119 -
cozo-memorygithub.com/tobs-code/cozo-memoryupdated this year
Persistent, local-first memory for AI agents. No cloud, no Docker, no external services – just CozoDB embedded in Node.js.
Apache-2.0 ★ 1 -
OBaI is an open-source multi-agent platform for stock research, strategy backtesting, and prediction market intelligence.
NOASSERTION ★ 12 -
bullarcgithub.com/bullarc/bullarcupdated this year
AI-powered technical analysis engine — 11 indicators, multi-source signal fusion, backtesting, paper trading, and MCP server for Claude. Written in Go.
MIT ★ 4 -
music21-mcpgithub.com/eduardoddddddd/music21-mcpupdated this year
Servidor MCP en Python para flujos music21 orientados a DAW, MusicXML, plantillas Logic Pro y generación musical estructurada.
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An MCP server enabling automated access to LeetCode's problems, solutions, and public data with optional authentication for user-specific features, supporting leetcode.com & leetcode.cn sites.
MIT ★ 158 -
metatrader-5-for-Chatgpt-Desktopgithub.com/jorgearturoyap-debug/metatrader-5-for-Chatgpt-Desktopupdated this year
link Chatgpt with Metatrader 5, able to execute trading operations and analysis
★ 1 -
MTXgithub.com/FXDavid-OffbeatForex/MTXupdated this year
MT5 Trade eXecutor — an MCP server that lets Claude place, manage, and guard real MetaTrader 5 trades. Execution sibling of MBT.
MIT ★ 2 -
Agente especialista que gera, executa e monitora algoritmos sob demanda, com análise de complexidade, em uma interface de chat.
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MCP server for backtesting NIFTY and SENSEX options strategies on real 1-minute data, from ChatGPT, Claude or any MCP client
NOASSERTION ★ 1 -
Institutional Quantitative Trading & AI Platform: Microsoft Qlib (Alpha158 + LightGBM), MetaTrader 5 EA Bridge, Bloomberg Feed & FastMCP Agent. Live Demo: https://quantvibeapp.com
MIT ★ 3