Browse agents
4299 agents, ranked by overall quality.
#2301
aegis-dq/aegis-dq
Agentic data quality framework that runs structured rules against warehouses (DuckDB, BigQuery, Athena, Databricks, Postgres), diagnoses failures with LLM root cause analysis, and proposes SQL remediations. Every LLM decision is audit-logged with cost and latency.
38%
#2302
Autario/autario-mcp
Search, query, and publish charts across 2,300+ verified public datasets (World Bank, IMF, Eurostat, OECD, WHO). 28 MCP tools for data discovery, analysis, and visualization. Remote MCP + [npm package](https://www.npmjs.com/package/autario-mcp).
38%
#2303
aywengo/kafka-schema-reg-mcp
Comprehensive Kafka Schema Registry MCP server with 48 tools for multi-registry management, schema migration, and enterprise features.
38%
#2304
us-all/airflow-mcp-server
Airflow REST API — 7 tools (DAG list, runs, task instances, log tails, trigger, clear). `dag-health-rollup` aggregation. Airflow 3.x `/api/v2` + JWT (SimpleAuthManager); pin `0.1.x` for Airflow 2.x. Read-only by default; trigger/clear write-gated.
38%
#2305
getnahook/nahook-mcp
"The official MCP server for the Nahook webhook platform — trigger webhooks, inspect deliveries, retry failures, and manage endpoints from your AI assistant."
38%
#2306
tatavarthitarun/nowsecure-mcp-server
MCP server for NowSecure Platform mobile security testing. List applications, pull remediation findings via GraphQL, and generate PDF reports locally (bypasses broken UI export). Published as `nowsecure-mcp-server`. `npx -y nowsecure-mcp-server`
38%
#2307
adrianczuczka/mason
Context engineering MCP server. Generates CLAUDE.md from git history and architectural file sampling, and maintains a concept-map snapshot of features/flows → files so agents can skip grep/glob on repeat queries.
38%
#2308
mithun4elp/briefkit-mcp-server
Generate engineer-grade SaaS specifications — design systems, database schemas, and RLS policies for AI build tools like Lovable, Cursor, and Claude Code.
38%
#2309
3KniGHtcZ/codebeamer-mcp
Codebeamer ALM integration for managing work items, trackers, and projects. Provides 17 tools for reading and writing items, associations, references, comments, and risk management data via Codebeamer REST API v3.
38%
#2310
raye-deng/open-code-review
AI code quality gate detecting hallucinated packages, phantom dependencies, stale APIs, and AI-specific code defects. MCP Server + CLI + CI/CD integration.
38%
#2311
Wopee-io/wopee-mcp
Autonomous testing for web apps — dispatch AI agents that open real browsers, execute test cases, and report pass/fail with screenshots. Generate user stories, test cases, and Playwright code from your app context. 8 tools for end-to-end test automation.
38%
#2312
agent-hanju/char-index-mcp
Precise character-level string indexing for LLMs. Provides tools for finding, extracting, and manipulating text by exact character position to solve position-based operations.
38%
#2313
ambar/simctl-mcp
A MCP server implementation for iOS Simulator control.
38%
#2314
api7/apisix-mcp
MCP Server that support for querying and managing all resource in [Apache APISIX](https://github.com/apache/apisix).
38%
#2315
bitrise-io/bitrise-mcp
MCP Server for the [Bitrise](https://bitrise.io) API, enabling app management, build operations, artifact management and more.
38%
#2316
Chunkydotdev/bldbl-mcp
Official MCP server for Buildable AI-powered development platform [bldbl.dev](https://bldbl.dev). Enables AI assistants to manage tasks, track progress, get project context, and collaborate with humans on software projects.
38%
#2317
cocaxcode/api-testing-mcp
The most complete API testing MCP — Postman inside your AI assistant. Per-project environment groups with {{variable}} interpolation, saved collections, multi-step flows with response extraction, assertions, load testing, and OpenAPI mock generation. 42 tools, zero cloud account needed.
38%
#2318
delimit-ai/delimit
API governance server that detects breaking changes in OpenAPI specs. Diffs two spec versions, applies configurable policy rules (strict/default/relaxed), and returns structured pass/fail verdicts. 23 change types, 10 breaking. Supports OpenAPI 3.0, 3.1, and Swagger 2.0.
38%
#2319
HainanZhao/mcp-gitlab-jira
Unified MCP server for GitLab and Jira: manage projects, merge requests, files, releases and tickets with AI agents.
38%
#2320
InsForge/insforge-mcp
AI-native backend-as-a-service platform enabling AI agents to build and manage full-stack applications. Provides Auth, Database (PostgreSQL), Storage, and Functions as production-grade infrastructure, reducing MVP development time from weeks to hours.
38%
#2321
ios-simulator-mcp
A Model Context Protocol (MCP) server for interacting with iOS simulators. This server allows you to interact with iOS simulators by getting information about them, controlling UI interactions, and inspecting UI elements.
38%
#2322
IvanAmador/vercel-ai-docs-mcp
A Model Context Protocol (MCP) server that provides AI-powered search and querying capabilities for the Vercel AI SDK documentation.
38%
#2323
joshuarileydev/simulator-mcp-server
An MCP server to control iOS Simulators
38%
#2324
kimwwk/repocrunch
MCP server that gives AI agents structured, ground-truth GitHub repository intelligence. Analyze tech stack, dependencies, architecture, health metrics, and security indicators with deterministic JSON output.
38%
#2325
jarvisassistantux/loopsense
MCP server that closes the feedback loop for AI coding agents — CI monitoring, process watching, file changes, HTTP polling.
38%
#2326
lpigeon/unitree-go2-mcp-server
The Unitree Go2 MCP Server is a server built on the MCP that enables users to control the Unitree Go2 robot using natural language commands interpreted by a LLM.
38%
#2327
MarcelRoozekrans/memorylens-mcp
On-demand .NET memory profiling MCP server. Wraps JetBrains dotMemory with a heuristic rule engine (10 rules) to detect memory leaks, LOH fragmentation, and anti-patterns, providing AI-actionable code fix suggestions.
38%
#2328
martingeidobler/android-mcp-server
21-tool Android device control via ADB — screenshots with compression, UI tree inspection, touch automation, logcat, and compound actions like tap-and-wait. One-command install via `npx android-mcp-server`.
38%
#2329
meanands/npm-package-docs-mcp
MCP Server that provides up-to-date documentation for npm packages by fetching the latest README doc from the package's GitHub repository or the README.
38%
#2330
microservices-sh/mcp
MCP server for microservices.sh: inspect verified Cloudflare-native modules/templates, generate app plans/projects, run checks, and trigger confirmation-gated preview deploys. Install via `npx -y @microservices-sh/mcp`.
38%
#2331
Michael-WhiteCapData/ollama-handoff
Offload cheap work from your cloud LLM agent to a local Ollama model — summaries, drafts, extractions, and first-pass code reviews via purpose-built handoff tools with baked-in prompts, at zero cloud cost.
38%
#2332
MikeRecognex/mcp-codebase-index
Structural codebase indexer exposing 17 query tools (functions, classes, imports, dependency graphs, change impact) via MCP. Zero dependencies.
38%
#2333
saranshbamania/mobile-device-mcp
49-tool MCP server for AI control of Android devices and iOS simulators. AI visual analysis (Claude + Gemini), Flutter widget tree inspection, smart element finding (<1ms), video recording, and test script generation. `npx mobile-device-mcp`
38%
#2334
narumiruna/gitingest-mcp
A MCP server that uses [gitingest](https://github.com/cyclotruc/gitingest) to convert any Git repository into a simple text digest of its codebase.
38%
#2335
ofershap/mcp-server-scraper
Web scraping — extract clean markdown, links, and metadata from any URL. Free Firecrawl alternative.
38%
#2336
ooples/token-optimizer-mcp
Intelligent token optimization achieving 95%+ reduction through caching, compression, and 80+ smart tools for API optimization, code analysis, and real-time monitoring.
38%
#2337
OpenZeppelin/contracts-wizard
A Model Context Protocol (MCP) server that allows AI agents to generate secure smart contracts in multiples languages based on [OpenZeppelin Wizard templates](https://wizard.openzeppelin.com/).
38%
#2338
pskill9/website-downloader
This MCP server provides a tool to download entire websites using wget. It preserves the website structure and converts links to work locally.
38%
#2339
ReAPI-com/mcp-openapi
MCP server that lets LLMs know everything about your OpenAPI specifications to discover, explain and generate code/mock data
38%
#2340
Rootly-AI-Labs/Rootly-MCP-server
MCP server for the incident management platform [Rootly](https://rootly.com/).
38%
#2341
sbroenne/mcp-server-excel
Full-featured Excel MCP server. 173 operations: Power Query, DAX, VBA, PivotTables, Tables, Charts, ranges, formatting. 100% Excel compatibility - uses Excel app instead of creating .xlsx files. Windows only.
38%
#2342
selvage-lab/selvage
LLM-based code review MCP server with AST-powered smart context extraction. Supports Claude, GPT, Gemini, and 20+ models via OpenRouter.
38%
#2343
softvoyagers/linkshrink-api
Free privacy-first URL shortener API with analytics and link management. No API key required.
38%
#2344
tao-izm/devpulse-mcp
Zero-config MCP server that gives AI coding assistants a real-time diagnostic snapshot of your local dev environment. Detects framework, running services, recent errors, and git state in one call.
38%
#2345
ukkit/memcord
A MCP server that keeps your chat history organized and searchable—with AI-powered summaries, secure memory, and full control.
38%
#2346
utensils/mcp-nixos
MCP server providing accurate information about NixOS packages, system options, Home Manager configurations, and nix-darwin macOS settings to prevent AI hallucinations.
38%
#2347
ycs77/apifable
MCP server that helps AI agents explore OpenAPI specs, search endpoints, and generate TypeScript types.
38%
#2348
YuliiaKovalova/dotnet-template-mcp
.NET Template Engine MCP server for AI-driven project scaffolding. Search, inspect, preview, and create `dotnet new` projects via natural language with parameter validation, smart defaults, NuGet auto-resolve, and interactive elicitation.
38%
#2349
zaizaizhao/mcp-swagger-server
A Model Context Protocol (MCP) server that converts OpenAPI/Swagger specifications to MCP format, enabling AI assistants to interact with REST APIs through standardized protocol.
38%
#2350
parasxos/cpp26-adapter
C++26 paper reference MCP (`cpp26-ref`) backing a Claude Code plugin: `lookup_paper`, fuzzy `search`, `compiler_status` over a 216-paper ISO/IEC 14882:2026 corpus. The plugin's skill + reviewer subagent use these tools to bias Claude toward reflection, contracts, `std::execution` senders, `#embed`, expansion statements — even when the local compiler lags. 95% on a held 39-task eval gate.
38%
#2351
laszlopere/mcp-abacus
Type-faithful calculator: evaluate expressions under fixed-point, IEEE-754 double, or exact rational arithmetic, with every answer labelled exact vs inexact. Tools: calculate, analyze, solver, help, info. Offline, no network. `uvx mcp-abacus`.
38%
#2352
JSungMin/vs-token-safer
Routes an AI coding agent's code search through an official language-server index (clangd / Roslyn / tsserver / pyright) instead of grep, returning a token-capped `file:line` list with no source bodies — ~20× fewer tokens. Also symbol-level edit-by-name, a Bash-grep→indexed-query rewrite hook, and git/p4 output compaction. Local-only, no IDE. Claude Code plugin + `vts` CLI.
38%
#2353
aarsiv-groups/shipi-mcp-server
Shipi MCP server to create shipments, track packages, and compare rates with 18 tools for various carriers. Supports [remote MCP](https://mcp.myshipi.com/api/mcp).
38%
#2354
kannajune/mcp-architect
Gives any AI assistant real architectural understanding of a codebase: tech-stack overview, internal dependency graph with cycle detection, risk hotspots, and module summaries. Local, zero-config, no API keys. `uvx mcp-architect`.
38%
#2355
arrismo/kaggle-mcp
Connects to Kaggle, ability to download and analyze datasets.
38%
#2356
gpartin/WaveGuardClient
Physics-based anomaly detection via MCP. Uses Klein-Gordon wave equations on GPU to detect anomalies with high precision (avg 0.90). 9 tools: scan, fingerprint, compare, token risk, wallet profiling, volume check, price manipulation detection.
38%
#2357
kdqed/zaturn
Link multiple data sources (SQL, CSV, Parquet, etc.) and ask AI to analyze the data for insights and visualizations.
38%
#2358
mckinsey/vizro-mcp
Tools and templates to create validated and maintainable data charts and dashboards.
38%
#2359
phuongrealmax/code-guardian
AI-powered code refactor engine with 80+ MCP tools for code analysis, hotspot detection, complexity metrics, persistent memory, and automated refactoring plans.
38%
#2360
zcaceres/markdownify-mcp
An MCP server to convert almost any file or web content into Markdown
38%
#2361
Ratnaditya-J/csvglow
Generate beautiful self-contained HTML dashboards from CSV/Excel files with interactive ECharts visualizations, dark gradient theme, and sortable data tables.
38%
#2362
Claynsn/agent-discovery-mcp
Minimal MCP server (~250 lines TS) for ERC-8004 agent discovery + x402 payment. Three tools: `find_agents_by_skill` (via 8004scan public API), `get_agent_card`, `call_agent_with_payment` using Coinbase's official `x402-fetch`. Direct EOA signing — no smart account, no bundler, no relay. Works with Claude Code, OpenClaw, Cursor, Cline. USDC on Base/Ethereum + testnets, MIT.
38%
#2363
Bortlesboat/bitcoin-mcp
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).
38%
#2364
carsol/monarch-mcp-server
MCP server providing read-only access to Monarch Money financial data, enabling AI assistants to analyze transactions, budgets, accounts, and cashflow data with MFA support.
38%
#2365
Handshake58/DRAIN-marketplace
Open marketplace for AI services — LLMs, image/video generation, web scraping, model hosting, data extraction, and more. Agents pay per use with USDC micropayments on Polygon. No API keys, no subscriptions.
38%
#2366
everstake/mcp
An MCP server for Everstake's non-custodial staking data across 130+ networks: live APY, uptime metrics, rewards calculator, integrations, security and compliance. Built for asset managers, custodians, and exchanges evaluating institutional staking.
38%
#2367
FalsifyLab/falsifylab-alpha-mcp
9 MCP tools surfacing FalsifyLab public-market research data: DeFi yield farms (emissions-stripped APY), Hyperliquid vault leaderboard, SEC Form 4 insider buy clusters, material 8-K filings, macro tape (SPX/VIX/UST/DXY/GOLD/BTC/ETH), US spot crypto ETF flows, airdrop yield-gap detection, Polymarket whale positions, and confluence_today (cross-source signal alignment). Free tier requires no signup. Pro $19/mo for real-time + 100 results + 90d history. Install: `pip install falsifylab-alpha-mcp`.
38%
#2368
ferdousbhai/investor-agent
Yahoo Finance integration to fetch stock market data including options recommendations
38%
#2369
financialdatanet/mcp-server
[FinancialData.Net](https://financialdata.net/) MCP server allows you to retrieve end-of-day and intraday stock market data, company financial statements, insider and institutional trading data, sustainability data, earnings releases, and much more.
38%
#2370
flox-foundation/flox-mcp
MCP server for the FLOX trading systems framework. ~30 tools to run backtests, scaffold strategies, validate for lookahead bias, place orders, query PnL via Claude/Cursor. C++23 core with Python/Node/Codon/QuickJS strategy bindings. Same code from backtest to live (CcxtBroker or native connectors). Install: `pip install flox-mcp`.
38%
#2371
GeiserX/cashpilot-mcp
Go-based MCP server for CashPilot bandwidth-sharing dashboards. Monitor passive income, DePIN earnings, and container status across multiple sharing services. Docker image available.
38%
#2372
gpartin/CryptoGuardClient
Per-transaction deterministic crypto validator for AI trading agents. Validate trades (PROCEED/CAUTION/BLOCK), scan tokens, detect rug pulls — powered by WaveGuard physics engine. 5 free calls/day, x402 USDC payments. `pip install CryptoGuardClient`
38%
#2373
gosodax/builders-sodax-mcp-server
SODAX MCP server: live cross-chain DeFi API data and auto-updating SDK docs for 17+ networks. Query swaps, lending, solver volume, and intent history from your AI coding assistant.
38%
#2374
hoqqun/stooq-mcp
Fetch real-time stock prices from Stooq without API keys. Supports global markets (US, Japan, UK, Germany).
38%
#2375
ignaciohermosillacornejo/copilot-money-mcp
Read and manage [Copilot Money](https://copilot.money) personal finance data — 30 tools for transactions, budgets, accounts, recurring charges, investments, and goals. Reads are 100% local from the Firestore cache; opt-in writes (`--write`) go directly to Copilot's GraphQL API.
38%
#2376
IndigoProtocol/cardano-mcp
Cardano blockchain MCP server for wallet interactions — submit transactions, fetch addresses, read UTxOs, check balances, resolve ADAHandles, and check stake delegation
38%
#2377
JamesANZ/bitcoin-mcp
An MCP server that enables AI models to query the Bitcoin blockchain.
38%
#2378
JamesANZ/prediction-market-mcp
An MCP server that provides real-time prediction market data from multiple platforms including Polymarket, PredictIt, and Kalshi. Enables AI assistants to query current odds, prices, and market information through a unified interface.
38%
#2379
kukapay/pancakeswap-poolspy-mcp
An MCP server that tracks newly created pools on Pancake Swap.
38%
#2380
kukapay/rug-check-mcp
An MCP server that detects potential risks in Solana meme tokens.
38%
#2381
kukapay/uniswap-poolspy-mcp
An MCP server that tracks newly created liquidity pools on Uniswap across multiple blockchains.
38%
#2382
kukapay/uniswap-price-mcp
An MCP server that tracks newly created liquidity pools on Uniswap across multiple blockchains.
38%
#2383
lightningfaucet/lightning-wallet-mcp
Give AI agents a Bitcoin Lightning wallet with L402/X402 paid API support, operator/agent hierarchy, budget controls, and CLI interface.
38%
#2384
nckhemanth0/subscription-tracker-mcp
MCP server for intelligent subscription management with Gmail + MySQL integration.
38%
#2385
openMF/mcp-mifosx-self-service
A self-service integration for user registration, authentication, account management, transactions, and third-party transfers with Apache Fineract.
38%
#2386
QuentinCody/braintree-mcp-server
Unofficial PayPal Braintree payment gateway MCP Server for AI agents to process payments, manage customers, and handle transactions securely.
38%
#2387
ShinyDapps/l402-kit
Full-stack L402 SDK: server middleware (Express/FastAPI/axum/net/http) + agent client with auto-pay. 4 languages (TypeScript, Python, Go, Rust). MCP server, LangChain integration, budget control. `npx l402-kit-mcp`
38%
#2388
Wuye-AI/mcp-server-wuye-ai
An MCP server that interact with capabilities of the CRIC Wuye AI platform, an intelligent assistant specifically for the property management industry.
38%
#2389
tradallo/reputation
MCP server + TS client + CLI for the **Tradallo Verified Record Protocol**. Query cryptographically-verified human + AI-agent trading reputations: track records, agent version history, paginated Universal Trade Receipts, and on-chain Solana memo notarization lookup. Every response is JCS-canonicalized + ed25519-verified locally before returning. Install: `npx @tradallo/reputation`.
38%
#2390
Gainium/gainium-mcp
MCP server for Gainium DCA/Combo/Grid trading bots — manage bots, deals, balances, backtests, the crypto screener, and curated strategy presets via AI assistants.
38%
#2391
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.
38%
#2392
Erodenn/godot-mcp-runtime
MCP server for Godot 4.x with runtime control via injected UDP bridge: input simulation, screenshots, UI discovery, and live GDScript execution while the game is running.
38%
#2393
kitao/pyxel-mcp
MCP server for [Pyxel](https://github.com/kitao/pyxel) retro game engine, enabling AI to run, capture screenshots, inspect sprites, and analyze audio of Pyxel games.
38%
#2394
opgginc/opgg-mcp
Access real-time gaming data across popular titles like League of Legends, TFT, and Valorant, offering champion analytics, esports schedules, meta compositions, and character statistics.
38%
#2395
apiarya/wemo-mcp-server
Control WeMo smart home devices via AI assistants using natural language. Built on pywemo for 100% local control — no cloud dependency. Supports dimmer brightness, device rename, HomeKit codes, and multi-phase discovery.
38%
#2396
Auctalis/nocturnusai
Deterministic reasoning engine for AI agent context compression. Extracts structured facts with logical inference, proof chains, and truth maintenance. REST API, Python/TypeScript SDKs, and MCP server integration.
38%
#2397
20alexl/claude-engram
Persistent memory and session intelligence for Claude Code. Auto-tracks mistakes, decisions, and context via hooks. Mines session history for patterns and cross-session search. Loop detection, pre-edit warnings, context compaction survival. Runs locally with Ollama.
38%
#2398
timmx7/acheron-mcp-server
Cross-surface persistent memory for Claude. Bridges context between Claude Chat, Code, and Cowork via local SQLite with full-text search. Save decisions, preferences, and insights in one surface, retrieve them in any other.
38%
#2399
agentic-mcp-tools/memora
Persistent memory with knowledge graph visualization, semantic/hybrid search, cloud sync (S3/R2), and cross-session context management.
38%
#2400
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.
38%