Describe the job. KitScout packs a short list of agent tools for it, with the line to install each one.
Try:
Ranked by GitHub stars across every category. Not tested by us yet.
| Tool | Stars | Last update | License | |
|---|---|---|---|---|
| rea-analysis-optimization Optimize REA providers and shared analysis workflows for agent context, latency, CPU, and memory while preserving correctness and Evidence. Use for an SkillInstall · skills CLI | 456,653 | — | ||
| rea-changelog-update Prepare or rewrite REA release changelogs and GitHub release notes from pinned Git history, with verified contributor thanks and Release Please synchr SkillInstall · skills CLI | 456,653 | — | ||
| rea-ci-tests-audit Audit REA CI and test suites for correctness, fixture drift, false passes, and measured performance; use for suite or workflow investigations and effi SkillInstall · skills CLI | 456,653 | — | ||
| ask-matt Ask which skill or flow fits your situation. A router over the skills in this repo. SkillInstall · skills CLI | 323,485 | — | ||
| chief-of-staff Pursue a long-running goal in a single session by co-ordinating subagents. SkillInstall · skills CLI | 323,485 | — | ||
| claude-handoff Hand the current conversation off to a fresh background agent that picks up the work immediately. SkillInstall · skills CLI | 323,485 | — | ||
| karpathy-guidelines Behavioral guidelines to reduce common LLM coding mistakes. Use when writing, reviewing, or refactoring code to avoid overcomplication, make surgical SkillInstall · skills CLI | 232,709 | — | ||
| academy-guide Stop and check this skill before finishing any reply to a question about how to use Claude or a Claude product — it recommends matching courses, tutor SkillOfficial · AnthropicInstall · skills CLI | 193,970 | — | ||
| algorithmic-art Creating algorithmic art using p5.js with seeded randomness and interactive parameter exploration. Use this when users request creating art using code SkillOfficial · AnthropicInstall · skills CLI | 193,970 | — | ||
| brand-guidelines Applies Anthropic's official brand colors and typography to any sort of artifact that may benefit from having Anthropic's look-and-feel. Use it when b SkillOfficial · AnthropicInstall · skills CLI | 193,970 | — | ||
| ponytail Lazy senior dev mode for any coding task: the smallest change that fully solves it, and a reply a busy human understands in one read. SkillInstall · skills CLI | 190,107 | — | ||
| ponytail Lazy senior dev mode: the smallest change that fully solves the task, and a reply a busy human understands in one read. Use on any coding task (writin SkillInstall · skills CLI | 190,107 | — | ||
| ponytail-audit Quality audit of a whole repo: bugs, security holes, what breaks under real load, risky code without tests, slow paths, and what to delete, merge or s SkillInstall · skills CLI | 190,107 | — | ||
| backend-code-review Use only when the user explicitly requests a review or audit of backend code under `api/`. Supports pending-change, file-focused, and pasted-diff revi SkillInstall · skills CLI | 161,089 | — | ||
| difyctl Operate a Dify server through difyctl: find and run any operation, and build, test, publish and change Workflow and Chatflow apps. Use when the task i SkillInstall · skills CLI | 161,089 | — | ||
| e2e-cucumber-playwright Use when writing, changing, or reviewing Cucumber and Playwright tests under `e2e/`, including feature files, step definitions, support code, scenario SkillInstall · skills CLI | 161,089 | — | ||
| api-and-interface-design Guides stable API and interface design. Use when designing APIs, module boundaries, or any public interface. Use when creating REST or GraphQL endpoin SkillInstall · skills CLI | 117,009 | — | ||
| browser-testing-with-devtools Tests in real browsers via Chrome DevTools MCP. Use when building or debugging anything that runs in a browser. Use when you need to inspect the DOM, SkillInstall · skills CLI | 117,009 | — | ||
| ci-cd-and-automation Automates CI/CD pipeline setup. Use when setting up or modifying build and deployment pipelines. Use when you need to automate quality gates, configur SkillInstall · skills CLI | 117,009 | — | ||
| Agent Cost Report Believable agent cost report for any period, default the last 7 full days PT, not counting today. Measured tokens from Claude Code transcripts priced SkillInstall · skills CLI | 116,728 | — | ||
| babysit Watch a pull request or review cycle until it is ready to merge. Use when asked to babysit, monitor, or keep checking PR comments, reviews, and CI unt SkillInstall · skills CLI | 116,728 | — | ||
| backup-setup Set up, check, or restore local claude-mem database snapshots. Use when the user says "set up backups", "back up my memories", "backup status", or "re SkillInstall · skills CLI | 116,728 | — | ||
| design-taste-frontend tasteskill 2.5.1, the anti-slop frontend skill. Builds professional company websites at the level of figma.com and x.ai: plain copy in a voice of its SkillInstall · skills CLI | 114,719 | — | ||
| add-product-e2e-eval Add or extend a Paperclip full-stack runner E2E workflow, fixture, matcher, or report evidence path for local or Daytona execution. SkillInstall · skills CLI | 113,555 | — | ||
| add-runner-eval Add or extend a Paperclip Runner protocol evaluation definition, roster, assertion, or report fixture with provenance and narrow validation. SkillInstall · skills CLI | 113,555 | — | ||
| agent-browser Drive a real browser to inspect or interact with a web page or app — navigate, take screenshots, read console and network, fill simple forms — for ver SkillInstall · skills CLI | 113,555 | — | ||
| impeccable Use when the user wants to design, redesign, shape, critique, audit, polish, simplify, harden, animate, or otherwise improve a frontend interface: web SkillInstall · skills CLI | 109,316 | — | ||
| impeccable Use to design, redesign, critique, audit, polish or animate a frontend: websites, landing pages, dashboards, app UI, components, native iOS/Android sc SkillInstall · skills CLI | 109,316 | — | ||
| article-magazine Huashu / huashu-md-html-inspired magazine article layout for turning Markdown or notes into a polished long-form HTML essay. SkillInstall · skills CLI | 107,474 | — | ||
| aster-atelier Use this template when the user wants an artistic creative-studio website with classical imagery, cobalt skies, elegant serif typography and cinematic SkillInstall · skills CLI | 107,474 | — | ||
| audio-jingle Audio generation skill — jingles, beds, voiceover, and sound effects. Routes music requests to Suno V5 / Udio / Lyria, speech to MiniMax TTS / FishAud SkillInstall · skills CLI | 107,474 | — | ||
| archify Create validated architecture, workflow, sequence, data-flow, lifecycle/state, ERD, class, tree, timeline, and waterfall diagrams as explorable standa SkillInstall · skills CLI | 96,129 | — | ||
| archify-review Review Archify issues, PRs, or code through value, cost, and impact to support evidence-based maintenance decisions. Use for issue triage, change revi SkillInstall · skills CLI | 96,129 | — | ||
| archify-tuning Improve Archify diagram accuracy, visual quality and complete authoring speed with fewer repairs. Use for generation experiments or evaluating changes SkillInstall · skills CLI | 96,129 | — | ||
| understand Analyze a codebase to produce an interactive knowledge graph for understanding architecture, components, and relationships SkillInstall · skills CLI | 92,502 | — | ||
| understand-chat Use when you need to ask questions about a codebase or understand code using a knowledge graph SkillInstall · skills CLI | 92,502 | — | ||
| understand-dashboard Launch the interactive web dashboard to visualize a codebase's knowledge graph SkillInstall · skills CLI | 92,502 | — | ||
| career-ops Open-source AI job search agent -- evaluate offers, generate CVs, scan portals, track applications. Use when the user pastes a job URL or JD, asks to SkillInstall · skills CLI | 82,318 | — | ||
| -21risk-automation Automate 21risk tasks via Rube MCP (Composio). Always search tools first for current schemas. SkillInstall · skills CLI | 79,395 | — | ||
| -2chat-automation Automate 2chat tasks via Rube MCP (Composio). Always search tools first for current schemas. SkillInstall · skills CLI | 79,395 | — | ||
| ably-automation Automate Ably tasks via Rube MCP (Composio). Always search tools first for current schemas. SkillInstall · skills CLI | 79,395 | — | ||
| ast-grep Searches and rewrites code by AST shape across 25 languages. Use when the target is a syntax pattern (every call/class/import shaped like X, a codemod SkillInstall · skills CLI | 70,891 | — | ||
| browser Drives a real browser through the omowright library from the js eval kernel: sites the user is already signed into, forms and clicks, JS-rendered page SkillInstall · skills CLI | 70,891 | — | ||
| codex-qa QA the omo Codex Light edition (lazycodex / packages/omo-codex) itself, in strict isolation so ONLY our plugin is exercised, never the user's real ~/. SkillInstall · skills CLI | 70,891 | — | ||
| agent-browser Browser automation CLI for AI agents. Use when the user needs to interact with websites, including navigating pages, filling forms, clicking buttons, SkillInstall · skills CLI | 69,025 | — | ||
| presentation-structure Knowledge about the presentation slide format, weight system, navigation, and section structure SkillInstall · skills CLI | 69,025 | — | ||
| presentation-styling Knowledge about CSS classes, component patterns, and syntax highlighting in the presentation SkillInstall · skills CLI | 69,025 | — | ||
| humanizer Rewrite AI-sounding text so it reads like the writer without changing what it says. Use when editing or reviewing prose for AI tells: not-X-but-Y cont SkillInstall · skills CLI | 68,655 | — | ||
| diagram-design Create branded architecture, architecture delta, IT current-state, flowchart, sequence, state machine, ER/data model, steps, timeline, swimlane, quadr SkillInstall · skills CLI | 66,834 | — | ||
| i-have-adhd Shape output for a reader with ADHD: lead with the next action, number multi-step work, restate state across turns, suppress tangents, give specific t SkillInstall · skills CLI | 61,080 | — | ||
| ab-testing When the user wants to plan, run, or read A/B tests, or asks a judgement call on one: is the result real, can we stop, which version won, is this wort SkillInstall · skills CLI | 60,077 | — | ||
| ad-creative When the user wants to write or judge ad creative, or asks which ad, hook, or angle to run or kill: headlines, primary text, and variations for Google SkillInstall · skills CLI | 60,077 | — | ||
| ads When the user wants to plan, run, or fix paid ads on Google, Meta, and LinkedIn, or asks a judgement call on them: are ads worth it, which channel or SkillInstall · skills CLI | 60,077 | — | ||
| 13c-metabolic-flux Estimates intracellular metabolic fluxes from steady-state carbon-13 isotope-tracing measurements using validated atom maps, mfapy isotope simulation, SkillInstall · skills CLI | 57,038 | — | ||
| adaptyv Uses the Adaptyv Bio Foundry API and Python SDK to design protein characterization experiments, estimate costs, submit sequences, monitor laboratory p SkillInstall · skills CLI | 57,038 | — | ||
| aeon This skill should be used for time series machine learning tasks including classification, regression, clustering, forecasting, anomaly detection, seg SkillInstall · skills CLI | 57,038 | — | ||
| academic-paper 12-agent academic paper writing pipeline. 11 modes (full/plan/outline/revision/revision-coach/abstract/lit-review/format-convert/citation-check/disclo SkillInstall · skills CLI | 56,769 | — | ||
| academic-paper-reviewer Multi-perspective academic paper review with dynamic reviewer personas. Runs a 5-seat, role-separated review panel (Journal-Fit Reviewer + 3 peer-revi SkillInstall · skills CLI | 56,769 | — | ||
| academic-pipeline Orchestrator for the full academic research pipeline: research -> write -> integrity check -> review -> revise -> re-review -> re-revise -> final inte SkillInstall · skills CLI | 56,769 | — | ||
| animate Build an animation from scratch, making the decisions in the order that determines whether it feels right — should it animate at all, what purpose, wh SkillInstall · skills CLI | 56,547 | — | ||
| animate-expo Build animations in React Native and Expo, making the decisions in the order that determines whether they feel right — should it animate, which thread SkillInstall · skills CLI | 56,547 | — | ||
| animation-performance Keep web animations inside the frame budget — animate composite-only properties, keep motion off the main thread when the page is busy, and find the c SkillInstall · skills CLI | 56,547 | — | ||
| analyzing-financial-statements This skill calculates key financial ratios and metrics from financial statement data for investment analysis SkillOfficial · AnthropicInstall · skills CLI | 54,601 | — | ||
| applying-brand-guidelines This skill applies consistent corporate branding and styling to all generated documents including colors, fonts, layouts, and messaging SkillOfficial · AnthropicInstall · skills CLI | 54,601 | — | ||
| cookbook-audit Audit an Anthropic Cookbook notebook based on a rubric. Use whenever a notebook review or audit is requested. SkillOfficial · AnthropicInstall · skills CLI | 54,601 | — | ||
| agent-notes Use when deciding whether a Cherry Studio change needs an Agent Note, authoring or reviewing a Spec, recording a durable bug-fix decision, moving a no SkillInstall · skills CLI | 53,485 | — | ||
| cherry-assistant-guide 从当前安装包查询 Cherry Studio 产品信息并排查运行问题。当用户询问功能、路由、快捷键、Provider、语言、Agent、频道、定时任务、Code CLI、当前版本，或报告运行错误、连接失败、配置异常并需要诊断时触发。 SkillInstall · skills CLI | 53,485 | — | ||
| cherry-browser Control the user''s visible Agent browser: navigate, click, type, screenshot, debug. Needs the Browser setting. SkillInstall · skills CLI | 53,485 | — | ||
| nature-academic-search Search literature across sources, verify or manage citations, and build MeSH strategies or citation-impact audits. Use for 文献检索、引文核对、参考文献管理、严格他引 and e SkillInstall · skills CLI | 53,448 | — | ||
| nature-citation Find and verify Nature/CNS-family literature supporting manuscript claims, with claim-to-source mapping and reference-manager export. Use for Nature系列 SkillInstall · skills CLI | 53,448 | — | ||
| nature-data Draft or audit manuscript Data/Code Availability statements, dataset access routes, repository plans, and FAIR metadata. Use for 数据可用性声明、数据共享、数据仓库选择 a SkillInstall · skills CLI | 53,448 | — | ||
| defuddle Extract clean Markdown from HTML pages with Defuddle CLI. SkillInstall · skills CLI | 52,209 | — | ||
| json-canvas Create and edit JSON Canvas files (.canvas) with nodes, edges, groups, and connections. Use when working with .canvas files, creating visual canvases, SkillInstall · skills CLI | 52,209 | — | ||
| knap Render Markdown from templates and structured data using Knap CLI. Use when the user asks to apply a Knap template, turn JSON or CSV data into notes, SkillInstall · skills CLI | 52,209 | — | ||
| open-code-review Performs AI-powered code review on Git changes using the `ocr` CLI from alibaba/open-code-review. Use when the user asks to review code, review a pull SkillInstall · skills CLI | 50,231 | — | ||
| open-code-review-delegate Delegation mode for open-code-review (OCR). Instead of OCR calling an LLM endpoint, this skill instructs the host agent to perform the code review its SkillInstall · skills CLI | 50,231 | — | ||
| 3d-web-experience Use when building or debugging web 3D scenes, product configurators or portfolios with Three.js, React Three Fiber or Spline; review assets, loading, SkillInstall · skills CLI | 49,642 | — | ||
| ab-test-setup Use when designing an A/B or split test: define the hypothesis, control and variants, estimate sample size, verify tracking, and predeclare metrics an SkillInstall · skills CLI | 49,642 | — | ||
| accessibility-compliance-accessibility-audit Audit pages and user journeys against a declared WCAG scope. Use when identifying keyboard, screen-reader, focus or contrast barriers and planning ver SkillInstall · skills CLI | 49,642 | — | ||
| image-generation Generate or edit images from text prompts. Use when the user asks to create, draw, design, or edit an image, illustration, photo, icon, poster, or any SkillInstall · skills CLI | 47,913 | — | ||
| Agent Skills Search Server Search and discover Agent Skills from the skills.sh registry. Powered by HAPI MCP server. MCP serverVerified domain · mcp.com.aiRemoteDown | 27,223 | Apache-2.0 | ||
| GitDiagram Architecture diagrams, explanations and Mermaid source for public GitHub repositories. MCP serverVerified domain · gitdiagram.comRemote● LiveFree to try | 18,877 | MIT | ||
| Zotero MCP Search, read, annotate, and add to your Zotero research library, local or web. MCP serverGitHub-verified authorLocal · PyPI | 5,884 | MIT | ||
| AKQuant Write and backtest trading strategies with AKQuant: API lookup, strategy checks, backtest runs MCP serverGitHub-verified authorLocal · PyPI | 2,598 | MIT | ||
| webclaw Web scraping, search, crawling, structured extraction and research for AI agents. MCP serverGitHub-verified authorLocal · npm | 2,440 | AGPL-3.0 | ||
| Ui.Vision MCP MCP server for browser and desktop automation: OCR, image recognition, real mouse and keyboard input MCP serverGitHub-verified authorLocal · npm | 2,104 | — | ||
| Actionbook Let your AI agent operate any website through a real, logged-in browser session. MCP serverVerified domain · actionbook.appRemoteSign-in needed | 1,629 | Apache-2.0 | ||
| AKTools Search and fetch AKShare financial data (stocks, futures, funds, macro) from AI assistants MCP serverGitHub-verified authorLocal · PyPI | 1,565 | MIT | ||
| AgentRQ Task manager for AI agents. Orchestrate agents to achieve large goals in unified control plane. MCP serverGitHub-verified authorRemoteSign-in needed | 1,189 | AGPL-3.0 | ||
| io.github.alisaitteke/photoshop-mcp MCP server for Adobe Photoshop — 128 tools (generative AI + recipes), standalone web UI. Control Ph… MCP serverGitHub-verified authorLocal · npm | 860 | MIT | ||
| io.github.8beeeaaat/touchdesigner-mcp-server MCP server for TouchDesigner - Control and operate TouchDesigner projects through AI agents MCP serverGitHub-verified authorLocal · npm | 629 | MIT | ||
| AKShare Let a model explore AKShare's 1000+ China market data functions on its own — search, inspect, call MCP serverGitHub-verified authorLocal · PyPI | 609 | Apache-2.0 | ||
| Kronos Stock price forecasting for China A-shares — Kronos K-line time-series model MCP serverGitHub-verified authorLocal · PyPI | 609 | Apache-2.0 | ||
| TrueSource First-hand market signals: filings, procurement wins, R&D expansion, macro data MCP serverGitHub-verified authorLocal · PyPI | 609 | Apache-2.0 | ||
| Anki MCP Server MCP server for Anki flashcards: adaptive review, notes, media, and deck management via AnkiConnect. MCP serverVerified domain · ankimcp.aiLocal · npm | 556 | MIT | ||
| Polymarket Paper Trader Polymarket paper trading for AI agents: $10k paper money, real order books, official fees. MCP serverGitHub-verified authorLocal · PyPI | 506 | MIT | ||
| GrayMatter Persistent agent memory as a single Go binary: knowledge graph, TUI observability, zero infra. MCP serverGitHub-verified author | 491 | MIT | ||
| amd-skills AMD's verified Agent Skills in one plugin: route image/audio through local AI on Ryzen AI, serve LLMs on AMD Instinct GPUs with vLLM, optimize inferen PluginAnthropic marketplace | 485 | MIT | ||
| io.github.abelljs/abell AI tools related to Abell. Currently includes MCP of Abell MCP serverGitHub-verified authorLocal · npm | 446 | MIT | ||
| mcptoon MCP tools + agent skills in one zero-dependency CLI: 71,929 -> 581 tokens (-99.2%, measured). MCP serverGitHub-verified authorLocal · PyPI | 429 | Apache-2.0 | ||
| Equation.io Create interactive 2D and 3D graphs with validated equations, shareable links, and PNG previews. MCP serverVerified domain · equation.ioRemote● Live | 409 | MIT | ||
| io.github.AmrDab/clawdcursor Safe cross-OS desktop control for any AI agent - the fallback execution layer. MCP serverGitHub-verified authorLocal · npm | 408 | MIT | ||
| io.github.ai-dashboad/flutter-skill AI-powered E2E testing for 10 platforms. 253 MCP tools. Zero test code needed. MCP serverGitHub-verified authorLocal · npm | 405 | MIT | ||
| io.github.telsav/flutter-skill AI E2E testing bridge — give AI eyes and hands inside any app. 8 platforms, 40+ tools. MCP serverGitHub-verified authorLocal · npm | 405 | MIT | ||
| AkTools MCP Server MCP Server for stock and crypto MCP serverGitHub-verified authorLocal · PyPI | 391 | MIT | ||
| emisar Let AI operate servers without SSH. Choose actions, approve risky changes, and audit every step. MCP serverVerified domain · emisar.devRemoteSign-in needed | 375 | — | ||
| io.github.aa0101181514/tw-legal-rag Taiwan law MCP server: 22M court judgments, statutes, agency rulings, with citation checks MCP serverGitHub-verified authorRemoteSign-in needed | 346 | — | ||
| io.github.andrea9293/mcp-documentation-server Local-first document management and semantic search for AI coding agents MCP serverGitHub-verified authorLocal · npm | 346 | MIT | ||
| Airbyte Build and manage data pipelines, add custom connectors, and chat with your data. MCP serverGitHub-verified authorRemoteSign-in needed | 343 | — | ||
| io.github.aayoawoyemi/ori-memory Persistent memory infrastructure for AI agents. Identity, knowledge graph, and search. MCP serverGitHub-verified authorLocal · npm | 336 | Apache-2.0 | ||
| 2anki Turn text, files, URLs, or photos into Anki flashcard decks from your AI assistant. MCP serverVerified domain · 2anki.netRemoteSign-in needed | 328 | — | ||
| adobe-for-creativity Harness Adobe's creative AI-powered tools to edit images, automate design workflows, and bring creative visions to life — from background removal to v PluginAnthropic marketplace | 325 | Apache-2.0 | ||
| io.github.AliAkhtari78/spotifyscraper Public Spotify metadata, lyrics and podcasts for LLM agents. No API key, read-only. MCP serverGitHub-verified authorLocal · PyPI | 325 | MIT | ||
| ResiMind Exact polynomial checks, sparse expansion and verified rule memory. Local MCP tools, no model key. MCP serverGitHub-verified authorLocal · MCPB | 292 | MIT | ||
| Alfanous - Quranic Search Engine Search and explore the Holy Qur'an with Arabic text, transliteration, and advanced search support. MCP serverGitHub-verified authorLocal · PyPI | 286 | LGPL-3.0 | ||
| io.github.anousss007/blatui shadcn/ui for Laravel Blade — discover, read and install BlatUI components, blocks and charts. MCP serverGitHub-verified authorRemote● LiveFree to try | 263 | — | ||
| io.github.agenticmail/mcp Real email and SMS for AI agents — send mail, receive verification codes, drive a real inbox. MCP serverGitHub-verified authorLocal · npm | 252 | MIT | ||
| olcli Overleaf projects from an MCP client: files, compile and PDF, diff, comments and tracked changes MCP serverGitHub-verified authorLocal · npm | 252 | MIT | ||
| io.github.achiya-automation/safari-mcp Native Safari browser automation for AI agents — 98 tools, zero Chrome overhead. MCP serverGitHub-verified authorLocal · npm | 242 | MIT | ||
| ServiceNow MCP Server 400+ ServiceNow tools across all modules — ITSM, CMDB, HRSD, CSM, SecOps, and more. MCP serverGitHub-verified authorLocal · npm | 237 | — | ||
| ServiceNow MCP Server 400+ ServiceNow tools across all modules — ITSM, CMDB, HRSD, CSM, SecOps, and more. MCP serverGitHub-verified authorLocal · npm | 237 | — | ||
| ServiceNow MCP Server (NowAIKit) ServiceNow MCP server: 450+ tools for Claude, ChatGPT, Copilot & any AI. Read-only by default. MCP serverGitHub-verified authorLocal · npm | 237 | — | ||
| io.github.alphavantage/alpha_vantage_mcp Real-time financial market data: stocks, forex, crypto, commodities, and economic indicators MCP serverGitHub-verified authorRemoteDown | 227 | MIT | ||
| io.github.alibaizhanov/mengram Long-term memory for AI agents: semantic facts, episodic events, and procedural workflows MCP serverGitHub-verified authorRemoteSign-in needed | 207 | Apache-2.0 | ||
| Google Workspace Give AI agents access to Gmail, Calendar, Drive, and more — multi-account, manifest-driven MCP serverGitHub-verified authorLocal · npm | 196 | Apache-2.0 | ||
| paper-preflight Checks every LaTeX reference against Crossref, dblp, arXiv, DataCite, PubMed and OpenAlex. No LLM. MCP serverGitHub-verified authorLocal · PyPI | 182 | MIT | ||
| Joplin MCP Server FastMCP server exposing Joplin notes, notebooks, tags, and imports. MCP serverGitHub-verified authorLocal · PyPI | 174 | MIT | ||
| io.github.Aimino-Tech/office-oxide-mcp Rust-native MCP server for Office document processing MCP serverGitHub-verified authorLocal · npm | 164 | GPL-3.0 | ||
| io.github.Anandb71/arbor The Graph-Native Intelligence Layer for Code. MCP serverGitHub-verified author | 162 | MIT | ||
| Mnemosyne Evidence-tracked local memory MCP server: one SQLite file; corrections retire dependent memories. MCP serverGitHub-verified authorLocal · npm | 159 | MIT | ||
| WebReaper AI-native web scraper: scrape, crawl and map any site to clean markdown over stdio. MIT-licensed. MCP serverGitHub-verified authorLocal · NuGet | 152 | MIT | ||
| freellmpool OpenAI-compatible MCP gateway cataloging 22 LLM providers, with routing, failover, and tools. MCP serverGitHub-verified authorLocal · PyPI | 150 | MIT | ||
| ExpoKit Search and add animated Expo and React Native UI components, charts and screens to your app. MCP serverGitHub-verified authorLocal · npm | 130 | MIT | ||
| AgentPhone Give AI agents real phone numbers, messages, and voice calls via MCP. MCP serverGitHub-verified authorLocal · npm | 126 | MIT | ||
| GoSQLX SQL validation, formatting, parsing, metadata extraction, linting, and security analysis. MCP serverGitHub-verified authorRemote● Live | 124 | Apache-2.0 | ||
| io.github.sonpiaz/openaffiliate-mcp Search and discover affiliate programs with agent-ready data and commission details. MCP serverGitHub-verified authorLocal · npm | 124 | — | ||
| Lunch Money MCP server for managing LunchMoney personal finances: transactions, budgets, categories, and more. MCP serverGitHub-verified authorLocal · npm | 115 | MIT | ||
| com.adspirer/ads Manage Google, Meta, Amazon, TikTok, LinkedIn & ChatGPT ads. 430 tools for campaigns & analytics. MCP serverVerified domain · adspirer.comRemoteSign-in needed | 107 | MIT | ||
| MikroMCP MCP server for MikroTik RouterOS and SwOS: typed tools, dry-run, RBAC, audit logs, and rollback. MCP serverGitHub-verified authorLocal · npm | 105 | MIT | ||
| Open Library Search books and authors on the Internet Archive's Open Library MCP serverGitHub-verified authorLocal · npm | 102 | MIT | ||
| AnkiMCP Server Anki addon that exposes your flashcard collection to AI assistants via a local MCP server. MCP serverVerified domain · ankimcp.ai | 101 | — | ||
| SolidWorks MCP Drive SolidWorks from AI agents: parts, assemblies, drawings and export over the COM API. MCP serverGitHub-verified authorLocal · PyPI | 98 | MIT | ||
| io.github.26zl/cybersec-toolkit Authorization-gated MCP server to discover and run 670+ security tools for CTF, pentest, and DFIR. MCP serverGitHub-verified authorLocal · Docker | 95 | MIT | ||
| Lumen Self-hostable agentic-AI LMS: catalog, RAG tutor, FSRS reviews, AI authoring, ingest. MCP serverGitHub-verified author | 93 | MIT | ||
| Nutrition MCP Nutrition tracking: log meals and macros, USDA and Open Food Facts lookups, history, app import. MCP serverGitHub-verified authorRemoteSign-in needed | 91 | MIT | ||
| io.github.adelinamart/robrain Self-hosted decision memory for AI coding agents; warns before re-proposing a rejected approach. MCP serverGitHub-verified authorLocal · npm | 90 | Apache-2.0 | ||
| Alchemy MCP Server Blockchain data across 100+ chains: token prices, NFTs, transfers, simulation, traces, Solana DAS MCP serverVerified domain · alchemy.comRemoteSign-in needed | 88 | MIT | ||
| WilmAI Finland's Wilma school system for parents and students: schedule, homework, exams and messages. MCP serverVerified domain · wilm.aiLocal · npm | 85 | MIT | ||
| io.github.alvinindra/figma-mcp-rust Figma MCP server in Rust: plugin bridge, no API token, no rate limits, 73 tools. MCP serverGitHub-verified authorLocal · npm | 80 | MIT | ||
| Actual Budget MCP Server Manage Actual Budget accounts, transactions, budgets, rules and reports from an AI assistant. MCP serverGitHub-verified authorLocal · npm | 76 | MIT | ||
| Suno by Ace Data Cloud Create Suno music, lyrics and covers with Ace Data Cloud; retrieve the same task for results. MCP serverGitHub-verified authorLocal · PyPI | 73 | MIT | ||
| Agentic Mermaid Render, verify, describe, and safely edit Mermaid diagrams through MCP. MCP serverGitHub-verified authorLocal · npm | 70 | MIT | ||
| io.github.aicanvas-me/aicanvas Design systems your AI agent builds with and you reshape, plus standalone React components. MCP serverGitHub-verified authorLocal · npm | 69 | MIT | ||
| Agent360 Browser MCP Drive your real, logged-in Chrome from any AI agent - 40 tools. Needs our Chrome extension too. MCP serverGitHub-verified authorLocal · npm | 63 | MIT | ||
| Redmine Work with Redmine issues, projects, time entries, wiki pages and more. Read-only by default. MCP serverGitHub-verified authorLocal · Docker | 63 | MIT | ||
| TiaCommander Siemens TIA Portal MCP server — AI-assisted PLC programming. 19 tools, 230 actions. MCP serverGitHub-verified authorLocal · MCPB | 61 | — | ||
| Zikkaron Biologically-inspired persistent memory engine for Claude Code MCP agents MCP serverGitHub-verified authorLocal · PyPI | 61 | MIT | ||
| KRouter Plain-Markdown memory for your AI: every answer cites its page, and it says when it does not know. MCP serverGitHub-verified authorLocal · MCPB | 59 | MIT | ||
| io.github.alphaonedev/ai-memory Persistent memory for any AI — zero token cost until recall MCP serverGitHub-verified authorLocal · Docker | 57 | Apache-2.0 | ||
| io.github.andreisirbu91-lab/mcpspend Query your MCPSpend usage: cost today, top tools, recent sessions, budget projections. MCP serverGitHub-verified authorLocal · npm | 57 | MIT | ||
| airtable Airtable is the database and operations layer for your agents — whether running product, marketing, sales, ops, HR, or a custom business app. It combi PluginAnthropic marketplace | 53 | MIT | ||
| Continente MCP Unofficial Continente.pt shopping: search, compare unit prices, read orders and fill the cart. MCP serverGitHub-verified authorLocal · npm | 52 | MIT | ||
| GoodWatch Find movies and TV shows, track watches, and get suggestions based on your taste. MCP serverVerified domain · goodwatch.appRemoteSign-in needed | 49 | MIT | ||
| amplitude Use Amplitude as an expert analyst — instrument Amplitude, discover product opportunities, analyze charts, create dashboards, manage experiments, and PluginAnthropic marketplace | 47 | MIT | ||
| Librecrawl — Technical SEO Audit MCP Server Self-hosted technical SEO audit MCP. 50+ checks, WAF detection, ephemeral. Built on LibreCrawl. MCP serverGitHub-verified author | 47 | MIT | ||
| LLMScribe Deterministic local project map, search and file reader for AI agents. MCP serverGitHub-verified authorLocal · PyPI | 47 | Apache-2.0 | ||
| io.github.Alejandro-M-P/git-courer Full git MCP server for LLM agents — 17 tools, AST annotator, auto-backups, real plumbing. MCP serverGitHub-verified author | 46 | MIT | ||
| io.github.Abhigyan-Shekhar/Waggle-mcp Persistent graph-backed conversational memory for AI agents. MCP serverGitHub-verified authorLocal · PyPI | 45 | Apache-2.0 | ||
| Withings Health Data MCP server for Withings health data — sleep, activity, heart, and body metrics. MCP serverGitHub-verified authorRemoteSign-in needed | 45 | MIT | ||
| GEO Tracker by DigestSEO Track brand citations across seven AI search surfaces. Free OSS; optional EUR 99 client-ready audit. MCP serverGitHub-verified authorLocal · npm | 40 | MIT | ||
| UnrealMCP — AI Bridge for Unreal Engine 5 Control the Unreal Engine 5 editor from any MCP client: Blueprints, materials, Niagara. MCP serverGitHub-verified authorLocal · PyPI | 40 | MPL-2.0 | ||
| AIRAS Automated AI research toolkit: hypothesis generation, experiments, and paper writing MCP serverGitHub-verified authorLocal · PyPI | 39 | MIT | ||
| amazon-selling-partner Connect your Amazon Seller Central account to Claude. Ask about sales, inventory, and listing performance and get recommendations grounded in your own PluginAnthropic marketplace | 39 | — | ||
| io.github.aicayzer/companies-house UK Companies House public register: search companies, officers, ownership, filings and documents. MCP serverGitHub-verified authorLocal · npm | 39 | MIT | ||
| io.github.2nd1st/open-mcp-apps Persistent, interactive MCP Apps — the AI builds an app once, you both reuse it MCP serverGitHub-verified authorLocal · npm | 37 | MIT | ||
| Vault Cortex Standalone MCP server for Obsidian vaults — hybrid search, notes & files, memory, tasks, OAuth 2.1 MCP serverGitHub-verified authorLocal · Docker | 37 | MIT | ||
| io.github.alexpfau/zigbee2mqtt-mcp Administer a Zigbee2MQTT estate: health, mesh diagnostics, OTA, pairing, device management. MCP serverGitHub-verified authorLocal · npm | 36 | MIT | ||
| io.github.andrijdavid/vinted-mcp MCP Server for Vinted that allows to search items, compare prices, and analyze sellers. MCP serverGitHub-verified authorLocal · npm | 36 | — | ||
| io.github.aks129/healthclaw-guardrails Guardrailed FHIR access for AI agents: PHI redaction, audit trail, step-up auth, tenant isolation MCP serverGitHub-verified authorRemoteSign-in needed | 34 | MIT | ||
| Pinto Notes Search, read and edit your notes in Pinto Notes: folders, checklists, tables and trackers. MCP serverVerified domain · pintonotes.comRemoteSign-in needed | 34 | MIT | ||
| AgentGate Human-in-the-loop approval gateway for AI agents over MCP: request, decide, approve. MCP serverGitHub-verified authorLocal · npm | 33 | MIT | ||
| io.github.abhishekbhakat/airflow-mcp-server An MCP server for Apache Airflow MCP serverGitHub-verified authorLocal · PyPI | 33 | MIT | ||
| ZulipChat MCP Server ZulipChat MCP: Connect AI to Zulip with 60+ tools for messaging, streams, events, and analytics MCP serverGitHub-verified authorLocal · PyPI | 33 | MIT | ||
| Acquisition.gov Acquisition.gov FAR Overhaul model parts, agency deviations, PDFs, and guidance. 5 tools. MCP serverVerified domain · 1102tools.comLocal · PyPI | 32 | MIT | ||
| afro.tools Open-source API specs for African providers (payments, SMS, KYC, delivery) for AI agents. MCP serverGitHub-verified authorRemote● LiveFree to try | 32 | Apache-2.0 | ||
| BLS OEWS BLS Occupational Employment and Wage Statistics market wages, bundled; no API key. 8 tools. MCP serverVerified domain · 1102tools.comLocal · PyPI | 32 | MIT | ||
| BLS OEWS BLS Occupational Employment and Wage Statistics market wages. 7 tools. MCP serverGitHub-verified authorLocal · PyPI | 32 | MIT | ||
| Django Admin MCP Django admin models over MCP: CRUD, actions, history, autocomplete — capped by Django permissions. MCP serverGitHub-verified authorLocal · PyPI | 32 | MIT | ||
| eCFR Electronic Code of Federal Regulations including FAR, DFARS, and agency supplements. 13 tools. MCP serverVerified domain · 1102tools.comLocal · PyPI | 32 | MIT | ||
| eCFR Electronic Code of Federal Regulations including FAR and DFARS. 13 tools. MCP serverGitHub-verified authorLocal · PyPI | 32 | MIT | ||
| Federal Register Federal Register proposed and final rules, notices, executive orders, and FAR cases. 8 tools. MCP serverVerified domain · 1102tools.comLocal · PyPI | 32 | MIT | ||
| Federal Register Federal Register proposed/final rules, notices, executive orders, FAR cases. 8 tools. MCP serverGitHub-verified authorLocal · PyPI | 32 | MIT | ||
| GSA CALC+ GSA CALC+ awarded labor ceiling rates from more than 230,000 MAS contract records. 8 tools. MCP serverVerified domain · 1102tools.comLocal · PyPI | 32 | MIT | ||
| GSA CALC+ GSA CALC+ awarded labor ceiling rates from 230K+ MAS contracts. 8 tools. MCP serverGitHub-verified authorLocal · PyPI | 32 | MIT | ||
| GSA Per Diem GSA Per Diem access readiness, lodging, and meals and incidental expense rates. 7 tools. MCP serverVerified domain · 1102tools.comLocal · PyPI | 32 | MIT | ||
| GSA Per Diem GSA Per Diem federal travel lodging and M&IE rates. 6 tools. MCP serverGitHub-verified authorLocal · PyPI | 32 | MIT | ||
| iMessage History Read-only MCP server for searching and reading Apple Messages history on macOS. MCP serverGitHub-verified authorLocal · npm | 32 | MIT | ||
| iMessage History Read-only MCP server for searching and reading Apple Messages history on macOS. MCP serverGitHub-verified authorLocal · npm | 32 | MIT | ||
| io.github.9crusher/mcp-server-kalshi MCP server for end-to-end trading on Kalshi prediction markets: discover, research, trade. MCP serverGitHub-verified authorLocal · PyPI | 32 | MIT | ||
| Regulations.gov Regulations.gov readiness, rulemaking dockets, documents, comments, and comment periods. 9 tools. MCP serverVerified domain · 1102tools.comLocal · PyPI | 32 | MIT | ||
| Regulations.gov Regulations.gov rulemaking dockets, documents, public comments. 8 tools. MCP serverGitHub-verified authorLocal · PyPI | 32 | MIT | ||
| SAM.gov SAM.gov readiness, entities, exclusions, opportunities, awards, hierarchy, and subawards. 20 tools. MCP serverVerified domain · 1102tools.comLocal · PyPI | 32 | MIT | ||
| SAM.gov SAM.gov entity registration, exclusions, opportunities, contract awards. 15 tools. MCP serverGitHub-verified authorLocal · PyPI | 32 | MIT | ||
| USASpending.gov USAspending.gov contracts, grants, loans, subawards, recipients, agencies, and federal accounts. MCP serverVerified domain · 1102tools.comLocal · PyPI | 32 | MIT | ||
| USASpending.gov USASpending.gov federal contracts, subawards, recipients, agencies. 55 tools. MCP serverGitHub-verified authorLocal · PyPI | 32 | MIT | ||
| aikido Aikido Security scanning for Claude Code — SAST, secrets, and IaC vulnerability detection powered by the Aikido MCP server. PluginAnthropic marketplace | 15 | — | ||
| airwallex-agentos Bring Airwallex's global financial infrastructure to Claude. Orchestrate actions across your account in plain language, e.g., set up invoices from a P PluginAnthropic marketplace | 8 | Apache-2.0 | ||
| activecampaign Marketing automation, CRM, and email marketing powered by ActiveCampaign. Manage contacts, campaigns, automations, deals, and get AI-powered marketing PluginAnthropic marketplace | 6 | MIT | ||
| altimate-code Delegates dbt and warehouse work to altimate-code, a specialized CLI agent with 100+ purpose-built data tools (SQL analysis, column-level lineage, dbt PluginAnthropic marketplace | 4 | MIT | ||
| 42crunch-api-security-testing Automate API security directly in Claude Code with 42Crunch - automatically audit OpenAPI specs, detect vulnerabilities aligned with OWASP API Securit PluginAnthropic marketplace | 1 | — | ||
| aiven Easily deploy managed PostgreSQL (pg), Kafka, OpenSearch, Clickhouse and other databases, streaming and apps. Free tier available, up and running in m PluginAnthropic marketplace | 1 | Apache-2.0 |
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