AutoGPThttps://agpt.coThe original autonomous-agent project. Difyhttps://dify.aiVisual LLM app builder + agent runtime. TradingAgentshttps://github.com/TauricResearch/TradingAgentsMulti-agent LLM trading framework. DeerFlowhttps://github.com/bytedance/deer-flowByteDance deep-research agent framework. Microsoft AutoGenhttps://microsoft.github.io/autogenMulti-agent conversation framework. CrewAIhttps://crewai.comRole-playing multi-agent crews. OpenManushttps://github.com/FoundationAgents/OpenManusOpen Manus-style general agent. Vibe Tradinghttps://github.com/HKUDS/Vibe-TradingVibe-coding for trading strategies. AgentGPThttps://agentgpt.reworkd.aiBrowser-based autonomous agent. QuantConnect Leanhttps://www.quantconnect.com/leanOpen algorithmic trading engine. ElizaOShttps://elizaos.aiAgent framework for social + onchain agents. SuperAGIhttps://superagi.comAgent platform + tooling. Agent-Native (Builder.io)https://agent-native.comTS framework where the agent and UI are equal partners — one defineAction serves UI, agent, HTTP, MCP, A2A, and CLI. Postgres+Drizzle state, workspace of composable mini-apps, Dispatch control plane. LangChainhttps://www.langchain.comThe incumbent agent/LLM app framework. LlamaIndexhttps://www.llamaindex.aiData framework for LLM apps + agents. smolagentshttps://github.com/huggingface/smolagentsHF's minimal code-agent library. OpenAI Agents SDKhttps://openai.github.io/openai-agents-pythonOpenAI's agent orchestration SDK. Google ADKhttps://google.github.io/adk-docsGoogle's agent development kit. T3rnel Agent OShttps://github.com/t3ratech/t3rnelRust agent operating system (this project's parent). Adalahttps://github.com/HumanSignal/AdalaAdala: Autonomous Data (Labeling) Agent framework Agent4Rechttps://github.com/LehengTHU/Agent4RecRecommender system simulator with 1,000 agents AgentForgehttps://github.com/DataBassGit/AgentForgeLLM-agnostic platform for agent building & testing AgentPilothttps://github.com/jbexta/AgentPilotBuild, manage, and chat with agents in desktop app AgentVersehttps://github.com/OpenBMB/AgentVersePlatform for task-solving & simulation agents AI Legionhttps://github.com/eumemic/ai-legionMulti-agent TS platform, similar to AutoGPT AIlicehttps://github.com/myshell-ai/AIliceCreate agents-calling tree to execute your tasks AutoGenhttps://github.com/microsoft/autogenMulti-agent framework with diversity of agents Automatahttps://github.com/emrgnt-cmplxty/automataGenerate code based on your project context AutoPRhttps://github.com/irgolic/AutoPRAI-generated pull requests agent that fixes issues Autonomous HR Chatbothttps://github.com/stepanogil/autonomous-hr-chatbotAgent that answers HR-related queries using tools BabyAGIhttps://github.com/yoheinakajima/babyagiA simple framework for managing tasks using AI BabyBeeAGIhttps://yoheinakajima.com/babybeeagi-task-management-and-functionality-expansion-on-top-of-babyagi/Task management & functionality BabyAGI expansion BabyCatAGIhttps://replit.com/@YoheiNakajima/BabyCatAGIBabyCatAGI is a mod of BabyBeeAGI BabyDeerAGIhttps://twitter.com/yoheinakajima/status/1666313838868992001Mod of BabyAGI with only ~350 lines of code BabyElfAGIhttps://twitter.com/yoheinakajima/status/1678443482866933760Mod of BabyDeerAGI, with ~895 lines of code BabyCommandAGIhttps://github.com/saten-private/BabyCommandAGITest what happens when you combine CLI and LLM BabyFoxAGIhttps://github.com/yoheinakajima/babyagi/tree/main/classic/babyfoxagiMod of BabyAGI with a new parallel UI panel BambooAIhttps://github.com/pgalko/BambooAIData exploration and analysis for non-programmers BeeBothttps://github.com/AutoPackAI/beebotEarly-stage project for wide range of tasks Blinkyhttps://github.com/seahyinghang8/blinkyAn open-source AI debugging agent for VSCode Bloophttps://bloop.ai/AI code search, works for Rust and Typescript BondAIhttps://bondai.dev/Code interpreter with CLI & RESTful/WebSocket API bumpgenhttps://github.com/xeol-io/bumpgenAI agent that keeps npm dependencies up-to-date Cal.aihttps://cal.aiOpen-source scheduling assistant built on Cal.com CAMELhttps://github.com/camel-ai/camelArchitecture for “Mind” Exploration of agents ChatArenahttps://www.chatarena.org/A chat tool for multi agent interaction ChatDevhttps://github.com/OpenBMB/ChatDevCommunicative agents for software development ChemCrowhttps://github.com/ur-whitelab/chemcrow-publicLangChain agent for chemistry-related tasks Clippyhttps://github.com/ennucore/clippy/Agent that can plan, write, debug, and test code CodeFuse-ChatBothttps://github.com/codefuse-ai/codefuse-chatbotAgent serving entire SW development lifecycle Cody by ajhous44https://github.com/ajhous44/codyQuery and navigate your codebase Cody by Sourcegraphhttps://docs.sourcegraph.com/codyAgent that writes code and answers your questions data-to-paperhttps://github.com/Technion-Kishony-lab/data-to-paperAI-driven research from data to human-verifiable research papers Databerryhttps://www.databerry.ai/(Pivoted to Chaindesk) No-code chatbot building DemoGPThttps://github.com/melih-unsal/DemoGPTGenerates demo of a new app (of any purpose) DevGPThttps://github.com/jina-ai/dev-gptTeam of virtual developers Devikahttps://github.com/stitionai/devikaAgentic AI Software Engineer Devonhttps://github.com/entropy-research/DevonOpen-source Devin alternative DevOpsGPThttps://github.com/kuafuai/DevOpsGPTAI-Driven SW Development Automation Solution dotagenthttps://github.com/dot-agent/dotagentDeploy agents on cloud, PCs, or mobile devices Eidolonhttps://eidolonai.com/Multi Agent SDK with pluggable, modular components English Compilerhttps://github.com/uilicious/english-compilerConverting markdown specs into functional code evo.ninjahttps://evo.ninja/AI agent that adapts its persona to achive tasks FastAgencyhttps://fastagency.ai/latest/The fastest way to deploy multi-agent workflows Flowisehttps://flowiseai.com/Low code Agent builder Fridayhttps://github.com/amirrezasalimi/friday/AI developer assistant for Node.js GeniAhttps://github.com/genia-dev/GeniAEngineering platform engineering AI team member Godmodehttps://godmode.space/Inspired by AutoGPT and BabyAGI, with nice UI GPT Discordhttps://github.com/Kav-K/GPTDiscordThe ultimate AI agent integration for Discord GPT Engineerhttps://gptengineer.app/Generates entire codebase based on a prompt GPT Migratehttps://github.com/0xpayne/gpt-migrateMigrate codebase between frameworks/languages GPT Pilothttps://github.com/Pythagora-io/gpt-pilotCode the entire scalable app from scratch GPT Researcherhttps://github.com/assafelovic/gpt-researcherAgent that researches entire internet on any topic GPT Runnerhttps://github.com/nicepkg/gpt-runnerAgent that converses with your files GPTSwarmhttps://gptswarm.org/Language Agents as Optimizable Graphs IXhttps://github.com/kreneskyp/ixAgents building, debugging, and deploying platform JARVIShttps://github.com/microsoft/JARVISSystem that connects LLMs with the ML community Langroidhttps://github.com/langroid/langroidMulti-agent framework for building LLM apps Lemon Agenthttps://github.com/felixbrock/lemon-agentPlan-Validate-Solve agent for workflow automation LLM Agentshttps://github.com/mpaepper/llm_agentsLibrary for building agents, using tools, planning LLM Stackhttps://llmstack.ai/No-code platform to build LLM Agents Local GPThttps://github.com/PromtEngineer/localGPTChat with documents without compromising privacy Loop GPThttps://github.com/farizrahman4u/loopgpt/tree/mainRe-implementation of AutoGPT as a Python package L2MAChttps://github.com/samholt/l2macAgent framework able to produce large complex codebases and entire books Maigehttps://maige.appNatural-language workflows for your GitHub repo. Magickhttps://www.magickml.com/AIDE for creating, deploying, monetizing agents MemFreehttps://github.com/memfreeme/memfreeOpen Source Hybrid AI Search Engine MemGPThttps://github.com/cpacker/MemGPTMemory management system, providing context to LLM Mentathttps://github.com/biobootloader/mentatAssists you with coding task from command line MetaGPThttps://github.com/geekan/MetaGPTAgent framework returning Design, Tasks, or Repo Mini AGIhttps://github.com/muellerberndt/mini-agiGeneral-purpose agent based on GPT-3.5 / GPT-4 Multiagent Debatehttps://github.com/composable-models/llm_multiagent_debateImplementation of a paper on Multiagent Debate Multi GPThttps://github.com/rumpfmax/Multi-GPTExperimental multi-agent system MutahunterAIhttps://github.com/codeintegrity-ai/mutahunterMutahunterAI: Accelerate developer productivity and code security with our open-source AI NLSOMhttps://github.com/mczhuge/NLSOMNatural Language-Based Societies of Mind OpenAgentshttps://github.com/xlang-ai/OpenAgentsMulti-agent general purpose platform OpenAGIhttps://github.com/agiresearch/OpenAGIR&D agents platform OpenDevinhttps://github.com/OpenDevin/OpenDevinOpenDevin: Code Less, Make More Open Interpreterhttps://openinterpreter.com/Code interpreter that lets LLMs execute code Pezzohttps://www.pezzo.ai/Development toolkit for prompt management & more Private GPThttps://www.privategpt.io/Tool for private interaction with your documents PromethAIhttps://github.com/topoteretes/PromethAI-BackendAI agent that helps with nutrition and other goals React Agenthttps://reactagent.io/Open-source React.js Autonomous LLM Agent Self-operating computerhttps://www.hyperwriteai.com/self-operating-computerLet multimodal models operate a computer Smol developerhttps://github.com/smol-ai/developerYour own junior AI developer, deployed via E2B UI Stackwisehttps://github.com/stackwiseai/stackwiseVSCode extension that writes nodejs functions Superagenthttps://www.superagent.sh/Tool that allows creating agents without coding Suspicion Agenthttps://github.com/CR-Gjx/Suspicion-AgentPaper on imperfect information games SWE Agenthttps://github.com/princeton-nlp/SWE-agentOpen-source Devin alternative Sweephttps://sweep.dev/Github assistant that fixes issues & writes code Taxy AIhttps://github.com/TaxyAI/browser-extensionTaxy AI is a full browser automation Teenage AGIhttps://github.com/seanpixel/Teenage-AGI/blob/main/README.mdBabyAGI-inspired agent, can recall infinite memory UFOhttps://github.com/microsoft/UFOA UI-Focused agent on Windows OS Vanna.AIhttps://vanna.ai/Python-based AI SQL agent trained on your schema Voyagerhttps://voyager.minedojo.org/LLM-powered lifelong learning agent in Minecraft Web3 GPThttps://w3gpt.ai/Write & deploy smart contracts to EVM blockchains WorkGPThttps://github.com/team-openpm/workgptGPT agent framework for invoking APIs Wrenhttps://www.getwren.ai/Natural Language Interface to Your Databases XAgenthttps://github.com/OpenBMB/XAgentExperimental LLM agent that solves various tasks yAgentshttps://github.com/yeagerai/yeagerai-agentCapable of designing, coding and debugging tools Yourgoalhttps://github.com/pj4533/yourgoal/Swift implementation of BabyAGI Ability AIhttps://ability.ai/Secure, People-Centric Autonomous AI Agents Adept AIhttps://www.adept.ai/ML research and product lab building intelligence AGENTS.inchttps://www.agents.inc/Agents for company/regulations, search&monitoring AgentScalehttps://agentscale.ai/Your assistant, email writer, calendar scheduler Aide by Codestoryhttps://codestory.ai/AI code interpreter, AI-powered mod of VSCode AilaFlowhttps://ailaflow.comNo-code platform for building AI agents Airkit.aihttps://www.airkit.aiPlatform for building, testing, deploying Agents Airplane Autopilothttps://www.airplane.dev/autopilot/Autopilot AI assistant of the Airplane company Aomnihttps://www.aomni.com/AI agent designed for business intelligence APIDNAhttps://apidna.ai/Multiple AI Agents for the integration of APIs. Artisian AIhttps://github.com/Artisan-AIAgents for sales, e-mails, book keeping & more Ask Pandihttps://askpandi.com/askAnswer engine to search and generate knowledge AskToSellhttps://asktosell.com/Meet autonomous AI sales agents that close deals AskYourDatabasehttps://www.askyourdatabase.com/Chat with SQL database, explore and visualize data Athena Intelligencehttps://www.athenaintelligence.ai/24/7 Enterprise AI Data Analyst Avanzaihttps://avanz.ai/AI agents for portfolio risk and asset allocation Bardeenhttps://www.bardeen.ai/AI Agent for automating repetitive tasks Beamhttps://beam.ai/A wide selection of AI agents automating workflows Blackbox AIhttps://www.blackbox.ai/Software That Builds Software Blobrhttps://www.blobr.io/AI business assistant connected to all your tools BrainSouphttps://www.nurgo-software.com/products/brainsoupBuild an AI team that works for you, on your PC broadnhttps://www.broadn.io/No-code copilot that allows users to build AI apps Butternut AIhttps://butternut.ai/Build fully-functioning, ready-to-launch website B2 AIhttps://www.b2.work/Autocomplete AI assistant for work ChatHelphttps://chathelp.ai/AI-powered Business, Work, Study Assistant Claros AI Shopperhttps://www.claros.so/AI shopper that finds products for your taste Claygenthttps://www.clay.com/learn/claygentAgent that scrapes and summarize data from the web Code Autopilothttps://www.codeautopilot.com/AI Assistant for your project Codegenhttps://www.codegen.com/Solve tickets, write tests, level up your workflow CodeWPhttps://codewp.ai/AI Agent for WordPress websites Codium AIhttps://www.codium.ai/Coding multipurpose AI assistant for developers Commithttps://commit.devCareer Copilot and AI Agent for SW Developers Cognosyshttps://cognosys.aiWeb-based version of AutoGPT or BabyAGI ContextQAhttps://contextqa.com/AI Agents for Software Testing Cykelhttps://www.cykel.ai/Interact with any UI, website or API Diagramhttps://diagram.com/AI design tools for everyone, acquired by Figma Docket AIhttps://docketai.net/AI Sales Engineer for somplex B2B sales Dosuhttps://dosu.dev/GitHub repo AI teammate helping also with docs Dothttps://www.getdot.ai/Virtual assistant that help with data analytics Duckie AIhttps://duckie.ai/Team of AI SW development companions (Ducklings) Ellipsishttps://ellipsis.dev/(Previously BitBuilder) "Automated code reviews and bug fixes" encodehttps://encode.softwareFully autonomous AI SW engineer in early stage Factoryhttps://www.factory.ai/Coding Droids for building software end-to-end Finehttps://www.fine.dev/Build Software with AI Agents Fine Tunerhttps://fine-tuner.ai/(Pivoted to Synthflow) No-code platform for agents Fixiehttps://www.fixie.ai/Platform for creating LLM-powered AI apps Floodehttps://floodehq.com/Executive agent automating communication busywork GitHub Copilot Xhttps://github.com/features/preview/copilot-xAI-powered software developer GitWithttps://www.gitwit.dev/Automate code generation with AI. In beta version GoCharliehttps://gocharlie.ai/Multimodal content creation autonomous agent Grithttps://www.grit.io/Automating code migrations and dependency upgrades Gumloophttps://www.gumloop.com/Automate any workflow Heights Platformhttps://www.heightsplatform.com/For course creators, community builders & coaches Hex Magichttps://hex.tech/product/magic-ai/AI tools for doing amazing things with data Heymoon.aihttps://heymoon.ai/Keep you on top of your calendar, tasks and info iMean.AIhttps://www.imean.ai/AI personal assistant that automates browser task Inputhttps://useinput.com/AI-powered teammate that can collaborate on code Instrukthttps://github.com/blob42/InstruktTerminal env for interacting with with AI agents Invictahttps://invictai.io/Build your first team of Autonomous AI Agents Juliushttps://julius.ai/AI data processing, analysis, and visualization Kadoahttps://www.kadoa.com/Web Scraping on Autopilot with AI Junohttps://heyjuno.co/AI-led user interviews for rich human insights Kompas AIhttps://kompas.ai/Pick your LLM & build custom conversational agent Kushohttps://kusho.ai/AI agent for API testing Kwalhttps://www.kwal.ai/Voice Agents for Recruiting Lindyhttps://www.lindy.ai/AI assistant that can help with daily tasks Lutra AIhttps://lutra.ai/Platform for creating AI workflows and apps Magic Loopshttps://magicloops.dev/Personal automations made easy Makedrafthttps://makedraft.com/Generate + edit HTML components with text prompts Manaflowhttps://manaflow.ai/Automate technical business workflows Minion AIhttps://minion.ai/By creator of GitHub Copilot, in waitlist stage MultiOnhttps://multion.ai/Book a flight or order a burger with MultiOn Mutable AIhttps://mutable.ai/AI-Accelerated Software Development Nauthttps://www.naut.ai/Build your own agents. In early stage NexusGPThttps://gpt.nexus/Build AI agents in minutes, without coding Otherside's AI Assistant - Hyperwritehttps://www.hyperwriteai.com/Chrome extension - general purpose AI agent Phindhttps://www.phind.com/Personal programming and research AI assistant Powerdrill AIhttps://powerdrill.ai/AI agent that completes your data job 10x faster Proficient AIhttps://proficientai.comInteraction APIs and SDKs for building AI agents Promptlyhttps://www.trypromptly.com/Generative AI for Your Enterprise Q, ChatGPT for Slackhttps://q-bot.suchica.com/AI workforce on Slack for under-resourced SMEs Questflowhttps://questflow.aiMarketplace for autonomous AI workers with no-code Rebytehttps://rebyte.ai/A Multi ai agents builder platform Relevance AIhttps://relevanceai.com/Build your AI Workforce Sagahttps://saga.so/aiDigital AI assistant for notes, tasks, and tools Secondhttps://www.second.dev/Automated migrations and upgrades for your code Sentiushttps://www.sentius.ai/AI Agent operates browser to do your tasks for you ShopPalhttps://shoppal.aiAI assistant, enhance shopping experience. Spellhttps://spell.so/AutoGPT agents with plugins Superluminalhttps://superluminal.devAI copilot to your product's data dashboard TalktoDatahttps://talktodata.ai/Data discovery, cleaing, analysis & visualization ThinkChain AIhttps://www.thinkchain.ai/Financial AI agent platform Test Driverhttps://testdriver.ai/AI Agent for QA in GitHub Tuskhttps://usetusk.ai/AI engineer that pushes and tests code Vortichttps://www.vortic.ai/AI agent helping Insurance Sales and Claims v0 by Vercelhttps://v0.dev/Get React code based on Shadcn UI & Tailwind CSS Wispyhttps://wispy.technicalmagic.ai/Summarize content, compose content, create quizzes Wordwarehttps://www.wordware.ai/Build better language model apps, fast. WorkBothttps://workhub.ai/The Only AI Platform you will ever need! Zapier Centralhttps://zapier.com/centralWork hand in hand with AI bots Transformershttps://huggingface.co/transformersHF's model library. LangChainhttps://www.langchain.comLLM app framework + LangGraph. vLLM (lib)https://docs.vllm.aiHigh-throughput serving library. RAGFlowhttps://ragflow.ioOpen RAG engine with deep document understanding. unslothhttps://unsloth.ai2× faster fine-tuning. Redis vector setshttps://redis.ioVector search inside Redis. Doclinghttps://docling-project.github.io/doclingIBM's document-to-AI parser. Embedchainhttps://embedchain.aiData-to-answer RAG for any source. LiteLLMhttps://litellm.aiOne SDK for 100+ providers. Meilisearchhttps://meilisearch.comInstant search engine + vector store. LlamaIndexhttps://www.llamaindex.aiRAG + agent data framework. Milvushttps://milvus.ioDistributed vector DB. FAISShttps://github.com/facebookresearch/faissMeta's similarity-search library. LightRAGhttps://github.com/HKUDS/LightRAGGraph-augmented RAG. DSPyhttps://dspy.aiProgrammatic LM pipelines + optimizers. Langfusehttps://langfuse.comLLM observability + tracing. GraphRAGhttps://microsoft.github.io/graphragMicrosoft's graph-based RAG. Qdranthttps://qdrant.techVector database (Rust). openai-pythonhttps://github.com/openai/openai-pythonOfficial OpenAI Python SDK. Chromahttps://www.trychroma.comEmbedded vector database. Mastrahttps://mastra.aiTS agent framework. MLXhttps://ml-explore.github.io/mlxApple-silicon ML array framework. Semantic Kernelhttps://github.com/microsoft/semantic-kernelMicrosoft's AI orchestration SDK. Semantic Kernel Pythonhttps://github.com/microsoft/semantic-kernelSK for Python. Vercel AI SDKhttps://sdk.vercel.aiThe AI app SDK for TS. Valkeyhttps://valkey.ioRedis-forked cache + vector sets. promptfoohttps://promptfoo.devLLM eval + red-team toolkit. Typesensehttps://typesense.orgFast typo-tolerant + vector search. Haystackhttps://haystack.deepset.aideepset's RAG pipeline framework. kotaemonhttps://github.com/Cinnamon/kotaemonClean RAG UI + framework. pgvectorhttps://github.com/pgvector/pgvectorVector search inside Postgres. guidancehttps://github.com/guidance-ai/guidanceMicrosoft's structured generation. Candlehttps://github.com/huggingface/candleHF's Rust ML framework. Pydantic AIhttps://ai.pydantic.devType-safe agent framework. TRLhttps://github.com/huggingface/trlHF RL fine-tuning (SFT, DPO, PPO). DeepEvalhttps://deepeval.comLLM evaluation framework. Sentence Transformershttps://sbert.netSentence/paragraph embeddings. LangChain.jshttps://js.langchain.comLangChain for TypeScript. Weaviatehttps://weaviate.ioOpen-source vector DB. Ragashttps://docs.ragas.ioRAG evaluation metrics. Outlineshttps://outlines-dev.github.io/outlinesStructured generation control. Unstructuredhttps://unstructured.ioDocument ETL for RAG. TensorRT-LLMhttps://github.com/NVIDIA/TensorRT-LLMNVIDIA's optimized LLM inference. Instructorhttps://jxnl.github.io/instructorStructured LLM outputs (Pydantic). Einohttps://github.com/cloudwego/einoCloudWeGo's LLM app framework. LangChain4jhttps://github.com/langchain4j/langchain4jLangChain for Java. txtaihttps://neuml.github.io/txtaiEmbeddings + RAG workflows. axolotlhttps://github.com/axolotl-ai-cloud/axolotlLLM fine-tuning toolkit. Arize Phoenixhttps://phoenix.arize.comLLM tracing + eval observability. LanceDBhttps://lancedb.comServerless embedded vector DB. openai-nodehttps://github.com/openai/openai-nodeOfficial OpenAI TS SDK. VoltAgenthttps://voltagent.devTS multi-agent framework. llama-cpp-pythonhttps://llama-cpp-python.readthedocs.iollama.cpp's Python bindings. langchaingohttps://github.com/tmc/langchaingoLangChain for Go. Spring AIhttps://spring.io/projects/spring-aiAI applications on Spring. rigginghttps://github.com/0xPlaygrounds/rigRust LLM app framework. sqlite-vechttps://github.com/asg017/sqlite-vecVector search inside SQLite. BERTopichttps://maartengr.github.io/BERTopicNeural topic modeling. mistral.rshttps://github.com/EricLBuehler/mistral.rsRust local LLM inference. Guardrails AIhttps://www.guardrailsai.comLLM output validation + rails. Vespahttps://vespa.aiBig-data serving + vector search. PostgresMLhttps://postgresml.orgML inside Postgres (embed + infer). Genkithttps://genkit.devGoogle's AI app framework. Heliconehttps://helicone.aiLLM observability proxy. openai-phphttps://github.com/openai-php/clientOpenAI PHP client. Marqohttps://marqo.aiTensor search engine. ExLlamaV2https://github.com/turboderp-org/exllamav2Fast local inference kernels. Cognitahttps://github.com/truefoundry/cognitaTrueFoundry's RAG framework + UI. anthropic-sdk-pythonhttps://github.com/anthropics/anthropic-sdk-pythonOfficial Anthropic Python SDK. FastEmbedhttps://qdrant.github.io/fastembedFast quantized embeddings (Qdrant). Kalosmhttps://github.com/floneum/kalosmRust local AI (embed, transcribe, generate). LangChain.rbhttps://github.com/patterns-ai-core/langchainrbLangChain for Ruby. llm-chainhttps://github.com/sobelio/llm-chainRust LLM chains. qdrant-clienthttps://github.com/qdrant/qdrant-clientQdrant's Python client. Semantic Kernel Javahttps://github.com/microsoft/semantic-kernel-javaSK for Java. Pineconehttps://pinecone.ioManaged vector database. turbopufferhttps://turbopuffer.comServerless vector search. Jina Embeddingshttps://jina.ai/embeddingsLong-context embedding models. LangSmithhttps://smith.langchain.comLangChain's observability platform. zvechttps://github.com/zvec-ai/zvecEmbedded vector DB (Zilliz). dots (OpenAI)https://openai.com/index/introducing-dots/OpenAI's always-on agents on GPT-6 Astra: each dot has its own cloud computer and Chrome browser, reaches 4,000+ apps through plugins and works 24/7. First dot included in Pro and Business Premium (Pro excludes the EEA, Switzerland and the UK at launch). Muse (Meta)https://about.fb.com/news/2026/09/introducing-muse-personal-ai-agent/Meta's personal AI agent, run on a dedicated Muse Secure VM and used through the Muse app and WhatsApp. US-only at launch, free for most uses with paid plans; a Mac app and an iPad app followed. Claude Duet (Anthropic)https://claude.com/resources/articles/claude-duetAnthropic's proactive agent you message like a person: a morning brief, tasks that continue on its own cloud computer and browser, and approval before it sends, pays, signs or deletes. Research preview on iOS, Android and claude.ai for Pro and Max in the US, by waitlist; runs on Claude Opus 5.5. Grok Bot (xAI)https://x.ai/news/introducing-grok-botxAI's bots that share a cloud computer and are messaged like colleagues. Beta on desktop and iOS for listed SuperGrok and Cursor plans; enterprise users join a waitlist. Gemini Spark (Google)https://gemini.google/overview/agent/spark/Google's agent that works in the background around the clock, even with your phone and laptop off. For Google AI Pro and Ultra subscribers aged 18+ in select countries and select business users. Autopilot (Microsoft, formerly Scout)https://www.microsoft.com/en-us/copilot/blog/2026/06/02/introducing-microsoft-scout-your-always-on-personal-agent/Microsoft's always-on agent with its own Entra identity, working across Teams, Outlook, OneDrive and SharePoint. Introduced as Scout at Build on 2 June 2026 and renamed Autopilot in September; powered by OpenClaw open-source technology; experimental release for Frontier organizations and private preview customers, no published price. Cue (Manus)https://manus.imManus's early-access personal-agent app, announced with Manus 2.0 on 28 September 2026: each Cue agent gets its own email address, phone number, wallet and computer. Invite-based early access. Hark Pro (Hark)https://hark.comHark's personal intelligence system with Handoff, a computer-use agent that can navigate any website and complete tasks end-to-end in its own secure cloud computer. Available on iOS, Android and web for free with a subscription tier for heavy users; end-to-end encryption for logins and payments. Firecrawlhttps://firecrawl.devScrape → clean markdown for agents. Postizhttps://postiz.comOpen social-media scheduler + agents. Tavilyhttps://tavily.comSearch API built for agents. Exahttps://exa.aiNeural search API for agents. GitHubhttps://github.comThe code host everything indexes against — API, Models, Copilot, Actions. AgentMailhttps://agentmail.toEmail inboxes for agents. T3rnel Browserhttps://chromewebstore.google.com/detail/t3rnel-browser/egpckhdpkoeimoekciejbmbbcackhdmdReal-browser MCP extension — automation with the user's real profile. Zerniohttps://zernio.comSocial publishing API. Brave Search APIhttps://brave.com/search/apiIndependent web search API. SerpApihttps://serpapi.comSearch-engine results API. Composiohttps://composio.devTool integrations for agents. Arcade.devhttps://arcade.devAgent tool-calling platform + auth. Resendhttps://resend.comDeveloper email API. Twiliohttps://twilio.comSMS/voice/WhatsApp APIs. HF Open LLM Leaderboardhttps://huggingface.co/spaces/open-llm-leaderboardThe canonical open-model benchmark board. LMArenahttps://lmarena.aiCrowd-voted model arena. LiveBenchhttps://livebench.aiContamination-resistant benchmarks. CAMEL-AIhttps://www.camel-ai.orgMulti-agent framework for agent societies. Agent-Shttps://github.com/simular-ai/Agent-SSimular's computer-use agent. claude-executehttps://github.com/vaughanf1/claude-executeClaude + TradingView + BitGet trading bot. solvent-agenthttps://github.com/ianalloway/solvent-agentSolvent agent experiments. Manushttps://manus.imFully autonomous general agent. Sunahttps://suna.soOpen Manus-style generalist agent (self-hostable). browser-usehttps://browser-use.comPython browser automation for agents. Agent-Reachhttps://github.com/Panniantong/Agent-ReachAgent reach/outreach tooling. Agent Browserhttps://github.com/vercel-labs/agent-browserVercel's browser automation CLI for agents. PageAgenthttps://github.com/alibaba/page-agentAlibaba UI agent for web applications. Stagehandhttps://stagehand.devAI-native browser automation SDK (Browserbase). Skyvernhttps://skyvern.comLLM-driven browser agent with captcha solving. Nanobrowserhttps://nanobrowser.aiAI web-automation Chrome extension. Browserlesshttps://browserless.ioHeadless browser as a service. Camoufoxhttps://camoufox.comAnti-detect Firefox for automation. undetected-chromedriverhttps://github.com/ultrafunkamsterdam/undetected-chromedriverClassic undetected Chrome driver. mcp-chromehttps://github.com/hangwin/mcp-chromeChrome automation via MCP. Steel Browserhttps://steel.devOpen browser API for agents (anti-detect, hosted). BrowserMCPhttps://browsermcp.ioBrowser automation via MCP. LaVaguehttps://www.lavague.aiWeb agent framework for browser tasks. Patchrighthttps://github.com/Kaliiiiiiiiii-Vinyzu/patchrightUndetected Playwright/Puppeteer patch. nodriverhttps://github.com/ultrafunkamsterdam/nodriverUndetected async Chrome driver. playwright-stealthhttps://github.com/AtuboDad/playwright_stealthStealth patches for Playwright. Open Browser Usehttps://github.com/iFurySt/open-browser-useBrowser-use as a Chrome extension + SDK. Browserbasehttps://browserbase.comHosted headless browsers for agents. Hyperbrowserhttps://hyperbrowser.aiAgent browser cloud + captcha solving. Anchor Browserhttps://anchorbrowser.ioAI-native browser cloud. Bright Datahttps://brightdata.comWeb scraping infra + unblocking browser. Scrapflyhttps://scrapfly.ioAnti-block scraping API. ScrapingBeehttps://scrapingbee.comScraping API with headless browser. Oxylabshttps://oxylabs.ioProxies + unblocking scraping APIs. Vercelhttps://vercel.comFrontend cloud + serverless. Supabasehttps://supabase.comPostgres backend-as-a-service. Coolifyhttps://coolify.ioSelf-hosted Heroku alternative. Dokployhttps://dokploy.comSelf-hosted PaaS. CapRoverhttps://caprover.comSelf-hosted app platform. Cloudflare Workers + Pageshttps://workers.cloudflare.comEdge compute + static hosting; this product runs on it. Convexhttps://convex.devReactive backend for apps. Replithttps://replit.comBrowser IDE + hosting + agent. Netlifyhttps://netlify.comStatic + functions hosting. Railwayhttps://railway.appSimple full-stack deploys. Fly.iohttps://fly.ioGlobal container hosting. Renderhttps://render.comManaged web services + workers. Deno Deployhttps://deno.com/deployEdge functions for Deno. Val Townhttps://val.townServerless functions as public snippets. HuggingFace Spaceshttps://huggingface.co/spacesFree ML app hosting. Modalhttps://modal.comServerless GPU/CPU compute. Google AI Studio buildhttps://aistudio.google.comPrompt-to-app generation on Gemini. Azure AI Foundryhttps://ai.azure.comMicrosoft's AI app platform. Vertex AI Agent Builderhttps://cloud.google.com/products/agent-builderGCP agent platform. BOWYER Autonomous Businesseshttps://bowyer.appLive autonomous-business marketplace where creators launch paid MCP businesses and receive subscriptions directly to a wallet. OpenClawhttps://github.com/openclaw/openclawMulti-channel AI gateway + messaging integrations. Hermes Agenthttps://github.com/nousresearch/hermes-agentNousResearch agent with flexible toolset. Claw Codehttps://github.com/ultraworkers/claw-codeAgentic coding with Claw. PicoClawhttps://github.com/sipeed/picoclawEmbedded claw agent runtime. OpenFanghttps://github.com/RightNow-AI/openfangOpen agent framework + runtime. memantohttps://github.com/moorcheh-ai/memantoAgent memory tooling. OpenCodehttps://opencode.aiOpen terminal coding agent (sst). OpenAI Codexhttps://github.com/openai/codexOpenAI's CLI coding agent. Gemini CLIhttps://github.com/google-gemini/gemini-cliGoogle's terminal agent. OpenHandshttps://github.com/All-Hands-AI/OpenHandsOpen dev-agent platform (ex-OpenDevin). Ruflohttps://github.com/ruvnet/rufloEnterprise agent orchestration for Claude Code — 60+ agents. Free Claude Codehttps://github.com/alishahryar1/free-claude-codeFree Claude-Code-style agent. Goosehttps://block.github.io/gooseBlock's open agentic developer tool. Aiderhttps://aider.chatTerminal pair-programming agent. OpenVikinghttps://github.com/volcengine/OpenVikingVolcengine open agent. Qwen Codehttps://github.com/QwenLM/qwen-codeAlibaba's coding agent CLI. jCodehttps://github.com/1jehuang/jcodeLightweight agentic code tool. superclihttps://github.com/yashdev9274/supercliAI-powered SWE agent platform. Devinhttps://devin.aiAutonomous software engineer (Cognition). Claude Codehttps://claude.ai/codeAnthropic's terminal agent. Grok Buildhttps://x.aixAI's agentic coding surface. DeepSeek harnesshttps://github.com/deepseek-aiDeepSeek agent harness/tooling. Bitcoinhttps://bitcoin.orgThe original chain — store of value. Ethereumhttps://ethereum.orgSmart-contract L1. Solanahttps://solana.comHigh-throughput L1 — agent trading's home chain. NEAR Protocolhttps://near.orgAgent-oriented chain with a jobs market. Basehttps://base.orgCoinbase's Ethereum L2 — x402's home rail. USDChttps://www.circle.com/usdcThe stablecoin most agent work settles in. TONhttps://ton.orgTelegram's chain — agent channels live there. Polygonhttps://polygon.technologyEthereum scaling — Polymarket's home. BNB Chainhttps://bnbchain.orgBinance's chain. Laya (Convai Innovations)https://github.com/NandhaKishorM/layaOpen, non-autoregressive decision engine: typed choice, score and yes/no decisions in a single forward pass, 100+ languages, with a router that picks the checkpoint per request. Apache-2.0; runs on your own hardware (33 ms for one question on a T4). Kev (Jared Palmer)https://github.com/jaredpalmer/kevA family of small self-hosted decision models built on Qwen3.5 (0.8B, 4B and 9B) with training code and an API that matches TypeSafe's System One, so TypeSafe's own SDK can point at a local server. Apache-2.0. Jev (TypeSafe AI)https://typesafe.aiThe model that defined the category: TypeSafe's hosted System One decision model. One POST to /v1/systemone with a state and typed questions returns calibrated probabilities. Jev 1.14 (jev-1.14.0) has been available since 14 October 2026; text input, closed weights. Clef (Cloudflare)https://blog.cloudflare.com/clef-decision-models/Cloudflare's open decision models Clef and Clef-flash (Clef-omni adds audio and video), hosted on Workers AI and released as Apache-2.0 weights. Drop-in compatible with Jev's System One API; Cloudflare reports Clef 2.5x and Clef-flash 13x faster than Jev at the median. Clef-flash costs $0.038 per 1M input tokens. pplx-decider (Perplexity)https://docs.perplexity.ai/docs/decisions/quickstartPerplexity's Decisions API: pplx-decider-v1.2 (27B, $0.02 per 1M input tokens) and pplx-decider-flash-v1.2 (4B, $0.01). Text and image input, 256K context; the flash model also runs locally in Decider for Mac. Decisions API (OpenAI)https://openai.com/index/decisions-api/OpenAI's Decisions API, generally available 22 October 2026 on GPT-6 Luna: predicate, choice and score questions over text, images and JSON, up to 400 questions per request, $0.10 per 1M input tokens ($0.01 cached). Its own request shape, not Jev's. d1 (Liquid AI)https://www.liquid.ai/blog/d1-decision-modelLiquid AI's decision-model family: hosted d1.1 and d1-ultra (text and images) over the Liquid API, plus open-weight d1-3B and d1-omni-600M (text with image or audio) for local and edge use under the LFM Open License. Uses Jev's request shape. Microsoft-Decision-1https://commandline.microsoft.com/microsoft-decision-1-model-foundry/Microsoft's decision-scoring model, post-trained from Qwen3.5-9B, in public preview in Microsoft Foundry and on OpenRouter. $0.042 per 1M input tokens, matching Jev; Microsoft says it will be rebased on MAI and OpenAI models. GLiDE (Fastino)https://fastino.ai/blog/decision-models-explainedFastino's Generalized Lightweight Decision Engine: a hosted API using the same state-and-questions format as Jev, which reasons further only when its first estimate is uncertain. Fastino's open GLiNER2.5-Decide is a compact English classifier under Apache-2.0. Derivhttps://deriv.comTrading API incl. bot trading (synthetics, forex). Alpacahttps://alpaca.marketsCommission-free stock/crypto trading API. Polygon.iohttps://polygon.ioMarket data API. Interactive Brokershttps://interactivebrokers.comGlobal multi-asset brokerage API. Binancehttps://binance.comLargest crypto exchange API. Coinbase Advancedhttps://coinbase.comUS exchange API. OKXhttps://okx.comExchange API + agent service platform. Krakenhttps://kraken.comExchange API. KuCoinhttps://kucoin.comWide-alt exchange API. Bybithttps://bybit.comDerivatives-focused exchange API. Gate.iohttps://gate.ioLong-tail alt exchange API. MEXChttps://mexc.comAlt-listing exchange API. Deribithttps://deribit.comCrypto options + futures exchange API. OpenRouter free poolhttps://openrouter.ai/models?max_price=0Free models on OpenRouter's unified API. GitHub Modelshttps://github.com/marketplace/modelsFree model playground + API for GitHub accounts. Google AI Studio free tierhttps://aistudio.google.comFree Gemini API keys with a real daily quota. Groq free tierhttps://console.groq.comFree LPU inference on open models. Mistral free experiment tierhttps://console.mistral.aiFree La Plateforme experiment tier. Cerebras free tierhttps://cloud.cerebras.aiFree wafer-scale inference keys. NVIDIA NIM free creditshttps://build.nvidia.comFree hosted open-model endpoints. FreeLLMAPIhttps://freellmapi.coCommunity free-model aggregation (~370 models, 24 providers). Together AI free endpointshttps://together.aiFree open-model inference endpoints. Fireworks free tierhttps://fireworks.aiFree fast open-model inference. SambaNova free cloudhttps://cloud.sambanova.aiFree RDU inference keys. Hyperbolic free tierhttps://hyperbolic.xyzFree cheap GPU inference. Novita free creditshttps://novita.aiFree serverless GPU credits. Z.ai GLM free tierhttps://z.aiFree GLM model endpoints. Alibaba DashScope free quotahttps://dashscope.aliyun.comFree Qwen endpoint quota. Ollama Cloud free tierhttps://ollama.com/cloudFree Ollama-compatible hosted inference. Cloudflare Workers AI free tierhttps://workers.cloudflare.comFree edge inference on Workers. Pollinations.aihttps://pollinations.aiFree open APIs — no key needed for many endpoints. A4Fhttps://a4f.coFree LLM endpoints community. Chuteshttps://chutes.aiFree compute endpoints. Featherlesshttps://featherless.aiFree model endpoints. PublicAIhttps://publicai.coFree public inference endpoints. Infomaniak AI free endpointshttps://www.infomaniak.com/en/hosting/ai-toolsSwiss free AI endpoints. HuggingFace Inference free tierhttps://huggingface.co/inference-apiFree HF inference quota. TokenFactoryhttps://tokenfactory.aiFree inference token pool. OpenAI-compatible self-hosthttps://localai.ioRun an OpenAI-compatible API yourself — free forever. zhipu/glm-5-3https://freellmapi.co/modelsFree model on FreeLLMAPI (provider: zhipu). Zedhttps://zed.devFast editor with built-in agent. Voidhttps://voideditor.comOpen-source Cursor alternative. Kimi Desktophttps://kimi.moonshot.cnMoonshot's agentic desktop assistant. Windsurfhttps://windsurf.comAgentic IDE (Codeium) with Cascade agent. Google Antigravityhttps://antigravity.googleGoogle's agent-first IDE. Cursorhttps://cursor.comAgentic AI IDE. Clinehttps://cline.botAutonomous coding agent in VS Code. Continuehttps://continue.devOpen autopilot for VS Code + JetBrains. Claude CoWorkhttps://claude.aiClaude Desktop local-agent mode. GitLab Duohttps://about.gitlab.com/gitlab-duo/GitLab's AI assistant suite (chat, code, agent workflows). mcp.sohttps://mcp.soLargest public MCP server directory. MCPizehttps://mcpize.comMCP hosting + monetization platform. mcpservers.orghttps://mcpservers.orgMCP server directory + docs. Glamahttps://glama.aiMCP gateway + server directory. PulseMCPhttps://www.pulsemcp.comMCP server directory + news. MCP Markethttps://mcpmarket.comMCP server marketplace. MCP filesystemhttps://github.com/modelcontextprotocol/servers/tree/main/src/filesystemOfficial filesystem MCP. Everything MCPhttps://github.com/modelcontextprotocol/serversThe official MCP servers collection. mem0 MCPhttps://mem0.aiAgent memory MCP. Context7https://context7.comUp-to-date library docs MCP. chrome-devtools-mcphttps://github.com/ChromeDevTools/chrome-devtools-mcpOfficial Chrome DevTools MCP. Graphitihttps://github.com/getzep/graphitiTemporal knowledge-graph memory. Supermemoryhttps://supermemory.aiUniversal memory API + MCP. AWS MCP servershttps://github.com/awslabs/mcpAWS Labs' MCP collection. Firecrawl MCPhttps://github.com/mendableai/firecrawl-mcp-serverScrape/crawl/search MCP. Browser Tools MCPhttps://browsertools.agentdesk.aiBrowser inspection + audit MCP. Snyk MCPhttps://snyk.ioSecurity scanning MCP. Perplexity MCPhttps://github.com/ppl-ai/modelcontextprotocolSonar search MCP. Azure MCPhttps://github.com/Azure/azure-mcpMicrosoft's Azure MCP. MCP GitHubhttps://github.com/github/github-mcp-serverGitHub's official MCP server. MCP memoryhttps://github.com/modelcontextprotocol/servers/tree/main/src/memoryKnowledge-graph memory MCP. MCP sequential-thinkinghttps://github.com/modelcontextprotocol/servers/tree/main/src/sequentialthinkingStep-wise reasoning MCP. MCP fetchhttps://github.com/modelcontextprotocol/servers/tree/main/src/fetchWeb fetch MCP. MCP postgreshttps://github.com/modelcontextprotocol/servers/tree/main/src/postgresPostgreSQL MCP. Playwright MCPhttps://github.com/microsoft/playwright-mcpMicrosoft's browser automation MCP. T3rnel Session MCPhttps://github.com/t3ratech/t3rnel-browser-pluginReal-browser MCP bridge (this product's acceptance path). T3rnel mem0https://github.com/t3ratech/t3rnelT3rnel memory facade MCP. T3rnel Document Intelligencehttps://github.com/t3ratech/t3rnelInvoice/receipt extraction MCP (sibling product). Headroomhttps://github.com/headroomAgent headroom/memory MCP. Composio MCPhttps://composio.devTool integrations MCP. GitLab MCPhttps://gitlab.comGitLab's official MCP. Linear MCPhttps://linear.appLinear's official MCP. Slack MCPhttps://slack.comSlack's official MCP. Notion MCPhttps://notion.soNotion's official MCP. Vercel MCPhttps://vercel.comVercel's official MCP. Stripe MCPhttps://stripe.comStripe's official MCP. Supabase MCPhttps://supabase.comSupabase's official MCP. Figma MCPhttps://figma.comFigma's official MCP. Sentry MCPhttps://sentry.ioSentry's official MCP. Datadog MCPhttps://datadoghq.comDatadog's official MCP. Grafana MCPhttps://grafana.comGrafana's official MCP. Elasticsearch MCPhttps://elastic.coElastic's official MCP. MongoDB MCPhttps://mongodb.comMongoDB's official MCP. Redis MCPhttps://redis.ioRedis's official MCP. GCP MCPhttps://cloud.google.comGoogle Cloud's MCP tools. Everythinghttps://github.com/modelcontextprotocol/servers/blob/main/src/everythingReference / test server with prompts, resources, and tools Githttps://github.com/modelcontextprotocol/servers/tree/main/src/gitTools to read, search, and manipulate Git repositories Timehttps://github.com/modelcontextprotocol/servers/blob/main/src/timeTime and timezone conversion capabilities 1mcpserverhttps://github.com/particlefuture/1mcpserverMCP of MCPs. Automatic discovery and configure MCP servers on your local machine. Fully REMOTE! Just use https://mcp.1mcpserver.com/mcp/ 21st.dev Magichttps://github.com/21st-dev/magic-mcpCreate crafted UI components inspired by the best 21st.dev design engineers. 4everland/4everland-hosting-mcphttps://github.com/4everland/4everland-hosting-mcpAn MCP server implementation for 4EVERLAND Hosting enabling instant deployment of AI-generated code to decentralized storage networks like Greenfield, IPFS, and Arweave. Adfinhttps://github.com/Adfin-Engineering/mcp-server-adfinThe only platform you need to get paid - all payments in one place, invoicing and accounting reconciliations with Adfin. Agent Mindsharehttps://agentmindshare.comTrack and monitor AI agent mindshare across platforms - measure brand visibility in AI conversations with Agent Mindshare. AgentQLhttps://github.com/tinyfish-io/agentql-mcpEnable AI agents to get structured data from unstructured web with AgentQL. AgentRPChttps://github.com/agentrpc/agentrpcConnect to any function, any language, across network boundaries using AgentRPC. Agile Luminaryhttps://github.com/AgileLuminary/mcp-agile-luminarySimpler Project Management - send Agile Luminary stories straight to your IDE Aivenhttps://github.com/Aiven-Open/mcp-aivenNavigate your Aiven projects and interact with the PostgreSQL®, Apache Kafka®, ClickHouse® and OpenSearch® services ALAPIhttps://github.com/ALAPI-SDK/mcp-alapi-cnALAPI MCP Tools,Call hundreds of API interfaces via MCP Alby Bitcoin Payments MCPhttps://github.com/getAlby/mcp/Connect any bitcoin lightning wallet to agents to send and receive payments instantly at low cost. Allysonhttps://github.com/isaiahbjork/allyson-mcpAI-powered SVG animation generator that transforms static files into animated SVG components using the Allyson platform AlibabaCloud DevOps MCPhttps://github.com/aliyun/alibabacloud-devops-mcp-serverYunxiao MCP Server provides AI assistants with the ability to interact with the Yunxiao platform. AllVoiceLabhttps://www.allvoicelab.com/mcpAn AI voice toolkit with TTS, voice cloning, and video translation, now available as an MCP server for smarter agent integration. Apache Dorishttps://github.com/apache/doris-mcp-serverMCP Server For Apache Doris, an MPP-based real-time data warehouse. Apifyhttps://github.com/apify/actors-mcp-serverActors MCP Server: Use 3,000+ pre-built cloud tools to extract data from websites, e-commerce, social media, search engines, maps, and more APIMatic MCPhttps://github.com/apimatic/apimatic-validator-mcpAPIMatic MCP Server is used to validate OpenAPI specifications using APIMatic. The server processes OpenAPI files and returns validation summaries by leveraging APIMatic’s API. Armor Crypto MCPhttps://github.com/armorwallet/armor-crypto-mcpMCP to interface with multiple blockchains, staking, DeFi, swap, bridging, wallet management, DCA, Limit Orders, Coin Lookup, Tracking and more. Augmentshttps://augments.dev/Comprehensive framework documentation and code examples for popular development tools and libraries. Atlahttps://github.com/atla-ai/atla-mcp-serverEnable AI agents to interact with the Atla API for state-of-the-art LLMJ evaluation. Atlanhttps://github.com/atlanhq/agent-toolkit/tree/main/modelcontextprotocolOfficial MCP Server from Atlan which enables you to bring the power of metadata to your AI tools Audiense Insightshttps://github.com/AudienseCo/mcp-audiense-insightsMarketing insights and audience analysis from Audiense reports, covering demographic, cultural, influencer, and content engagement analysis. Audioscrapehttps://www.audioscrape.com/docs/mcpSearch 1M+ hours of podcasts, interviews, talks and your private audio uploads with speaker identification and timestamps. Official Remote MCP server (via https://mcp.audioscrape.com) enabling AI assistants to access and analyze audio conte AWS Bedrock KB Retrievalhttps://github.com/awslabs/mcp/tree/main/src/bedrock-kb-retrieval-mcp-serverQuery Amazon Bedrock Knowledge Bases using natural language to retrieve relevant information from your data sources. AWS CDKhttps://github.com/awslabs/mcp/tree/main/src/cdk-mcp-serverGet prescriptive CDK advice, explain CDK Nag rules, check suppressions, generate Bedrock Agent schemas, and discover AWS Solutions Constructs patterns. AWS Corehttps://github.com/awslabs/mcp/tree/main/src/core-mcp-serverCore AWS MCP server providing prompt understanding and server management capabilities. AWS Cost Analysishttps://github.com/awslabs/mcp/tree/main/src/cost-analysis-mcp-serverAnalyze CDK projects to identify AWS services used and get pricing information from AWS pricing webpages and API. AWS Documentationhttps://github.com/awslabs/mcp/tree/main/src/aws-documentation-mcp-serverFetch, convert, and search AWS documentation pages, with recommendations for related content. AWS Nova Canvashttps://github.com/awslabs/mcp/tree/main/src/nova-canvas-mcp-serverGenerate images using Amazon Nova Canvas with text prompts and color guidance. Axiomhttps://github.com/axiomhq/mcp-server-axiomQuery and analyze your Axiom logs, traces, and all other event data in natural language Azure DevOpshttps://github.com/microsoft/azure-devops-mcpThe MCP server for Azure DevOps, bringing the power of Azure DevOps directly to your agents. Bankless Onchainhttps://github.com/bankless/onchain-mcpQuery Onchain data, like ERC20 tokens, transaction history, smart contract state. Baserowhttps://baserow.io/user-docs/mcp-serverRead and write access to your Baserow tables. Boxhttps://github.com/box-community/mcp-server-boxInteract with the Intelligent Content Management platform through Box AI. Bright Datahttps://github.com/brightdata/brightdata-mcpDiscover, extract, and interact with the web - one interface powering automated access across the public internet. Browserbasehttps://github.com/browserbase/mcp-server-browserbaseAutomate browser interactions in the cloud (e.g. web navigation, data extraction, form filling, and more) BrowserStackhttps://github.com/browserstack/mcp-serverBring the full power of BrowserStack’s Test Platform to your AI tools, making testing faster and easier for every developer and tester on your team. Buckethttps://github.com/bucketco/bucket-javascript-sdk/tree/main/packages/cliFlag features, manage company data, and control feature access using Bucket Buildablehttps://github.com/chunkydotdev/bldbl-mcpOfficial MCP server for Buildable AI-powered development platform. Enables AI assistants to manage tasks, track progress, get project context, and collaborate with humans on software projects. Buildkitehttps://github.com/buildkite/buildkite-mcp-serverManage Buildkite pipelines and builds. CallHubhttps://github.com/callhub/callhub-mcpPython-based MCP tool providing a comprehensive set of functions for managing contacts, phonebooks, agents, teams, campaigns, and other CallHub resources. Campertunityhttps://github.com/campertunity/mcp-serverSearch campgrounds around the world on campertunity, check availability, and provide booking links. Carbon Voicehttps://github.com/PhononX/cv-mcp-serverMCP Server that connects AI Agents to Carbon Voice. Create, manage, and interact with voice messages, conversations, direct messages, folders, voice memos, AI actions and more in [Carbon Voice](https://getcarbon.app). Chargebeehttps://github.com/chargebee/agentkit/tree/main/modelcontextprotocolMCP Server that connects AI agents to Chargebee platform. Charthttps://github.com/antvis/mcp-server-chart🤖 A Model Context Protocol server for generating visual charts using AntV. Chromahttps://github.com/chroma-core/chroma-mcpEmbeddings, vector search, document storage, and full-text search with the open-source AI application database Chroma Package Searchhttps://trychroma.com/package-searchAdd to coding agents like Claude or Cursor to give them the ability to understand and better use thousands of dependencies. Chronulus AIhttps://github.com/ChronulusAI/chronulus-mcpPredict anything with Chronulus AI forecasting and prediction agents. CircleCIhttps://github.com/CircleCI-Public/mcp-server-circleciEnable AI Agents to fix build failures from CircleCI. ClickHousehttps://github.com/ClickHouse/mcp-clickhouseQuery your ClickHouse database server. Cloudflarehttps://github.com/cloudflare/mcp-server-cloudflareDeploy, configure & interrogate your resources on the Cloudflare developer platform (e.g. Workers/KV/R2/D1) Cloudbethttps://github.com/cloudbet/sports-mcp-serverStructured sports and esports data via Cloudbet API: fixtures, live odds, stake limits, and markets. CoinGeckohttps://docs.coingecko.com/reference/mcp-server/Official CoinGecko API MCP Server for Crypto Price & Market Data, across 200+ blokchain networks and 8M+ tokens. Comet Opikhttps://github.com/comet-ml/opik-mcpQuery and analyze your Opik logs, traces, prompts and all other telemtry data from your LLMs in natural language. Convexhttps://stack.convex.dev/convex-mcp-serverIntrospect and query your apps deployed to Convex. Coresignalhttps://github.com/Coresignal-com/coresignal-mcp/Access comprehensive B2B data on companies, employees, and job postings for your LLMs and AI workflows. Couchbasehttps://github.com/Couchbase-Ecosystem/mcp-server-couchbaseInteract with the data stored in Couchbase clusters using natural language. CRIC Wuye AIhttps://github.com/wuye-ai/mcp-server-wuye-aiInteract with capabilities of the CRIC Wuye AI platform, an intelligent assistant specifically for the property management industry. Crawlbase MCPhttps://github.com/crawlbase/crawlbase-mcpEnables AI agents to access real-time web data with HTML, markdown, and screenshot support. SDKs: Node.js, Python, Java, PHP, .NET. Cuahttps://github.com/trycua/cua/tree/main/libs/mcp-serverMCP server for the Computer-Use Agent (CUA), allowing you to run CUA through Claude Desktop or other MCP clients. Currentshttps://github.com/currents-dev/currents-mcpEnable AI Agents to fix Playwright test failures reported to Currents. Cycodehttps://github.com/cycodehq/cycode-cliBoost security in your dev lifecycle via SAST, SCA, Secrets & IaC scanning with Cycode. DAISYShttps://github.com/daisys-ai/daisys-mcpGenerate high-quality text-to-speech and text-to-voice outputs using the DAISYS platform. Darthttps://github.com/its-dart/dart-mcp-serverInteract with task, doc, and project data in Dart, an AI-native project management tool Dash0https://github.com/dash0hq/mcp-dash0Navigate your OpenTelemetry resources, investigate incidents and query metrics, logs and traces on Dash0. DataWorkshttps://github.com/aliyun/alibabacloud-dataworks-mcp-serverA Model Context Protocol (MCP) server that provides tools for AI, allowing it to interact with the DataWorks Open API through a standardized interface. This implementation is based on the Aliyun Open API and enables AI agents to perform clo DealXhttps://github.com/DealExpress/mcp-serverMCP Server for DealX platform Debugg AIhttps://github.com/debugg-ai/debugg-ai-mcpEnable your code gen agents to create & run 0-config end-to-end tests against new code changes in remote browsers via the Debugg AI testing platform. dbthttps://github.com/dbt-labs/dbt-mcpOfficial MCP server for dbt (data build tool) providing integration with dbt Core/Cloud CLI, project metadata discovery, model information, and semantic layer querying capabilities. Decodohttps://github.com/Decodo/decodo-mcp-serverEasy web data access. Simplified retrieval of information from websites and online sources. DevHubhttps://github.com/devhub/devhub-cms-mcpManage and utilize website content within the DevHub CMS platform DeepResearchhttps://github.com/OctagonAI/octagon-deep-research-mcpLightning-Fast, High-Accuracy Deep Research Agent 👉 8–10x faster 👉 Greater depth & accuracy 👉 Unlimited parallel runs DeepWiki by Devinhttps://docs.devin.ai/work-with-devin/deepwiki-mcpRemote, no-auth MCP server providing AI-powered codebase context and answers DexPaprikahttps://github.com/coinpaprika/dexpaprika-mcpAccess real-time DEX analytics across 20+ blockchains with DexPaprika API, tracking 5M+ tokens, pools, volumes, and historical market data. Built by CoinPaprika. Digmahttps://github.com/digma-ai/digma-mcp-serverA code observability MCP enabling dynamic code analysis based on OTEL/APM data to assist in code reviews, issues identification and fix, highlighting risky code etc. DINO-Xhttps://github.com/IDEA-Research/DINO-X-MCPAdvanced computer vision and object detection MCP server powered by Dino-X, enabling AI agents to analyze images, detect objects, identify keypoints, and perform visual understanding tasks. Drandhttps://github.com/randa-mu/drand-mcp-serverAn MCP server for fetching verifiable random numbers from the drand network. DreamFactoryhttps://github.com/dreamfactorysoftware/df-mcp/An MCP server for securely (via RBAC) talking to on-premise and cloud MS SQL Server, MySQL, PostgreSQL databases and other data sources. Driflytehttps://github.com/serkan-ozal/driflyte-mcp-serverMCP Server for Driflyte. The Driflyte MCP Server exposes tools that allow AI assistants to query and retrieve topic-specific knowledge from recursively crawled and indexed web pages. E2Bhttps://github.com/e2b-dev/mcp-serverRun code in secure sandboxes hosted by E2B EChartshttps://github.com/hustcc/mcp-echartsGenerate visual charts using ECharts with AI MCP dynamically, used for chart generation and data analysis. EdgeOne Pages MCPhttps://github.com/TencentEdgeOne/edgeone-pages-mcpAn MCP service for deploying HTML content to EdgeOne Pages and obtaining a publicly accessible URL. EduBasehttps://github.com/EduBase/MCPInteract with EduBase, a comprehensive e-learning platform with advanced quizzing, exam management, and content organization capabilities eSignatureshttps://github.com/esignaturescom/mcp-server-esignaturesContract and template management for drafting, reviewing, and sending binding contracts. ELEMENT.FMhttps://gitlab.com/elementfm/mcpCreate and publish unlimited podcast shows and episodes with ELEMENT.FM ElevenLabshttps://github.com/elevenlabs/elevenlabs-mcpThe official ElevenLabs MCP server Exahttps://github.com/exa-labs/exa-mcp-serverSearch Engine made for AIs by Exa FetchSERPhttps://github.com/fetchSERP/fetchserp-mcp-server-nodeAll-in-One SEO & Web Intelligence Toolkit API FetchSERP Fewsatshttps://github.com/Fewsats/fewsats-mcpEnable AI Agents to purchase anything in a secure way using Fewsats FHIRhttps://github.com/wso2/fhir-mcp-server/Model Context Protocol server for Fast Healthcare Interoperability Resources (FHIR) APIs, enabling seamless integration with healthcare data through SMART-on-FHIR authentication and comprehensive FHIR operations. Fiberyhttps://github.com/Fibery-inc/fibery-mcp-serverPerform queries and entity operations in your Fibery workspace. Find-A-Domainhttps://findadomain.dev/mcpDomain availability checking and WHOIS lookup tools. Financial Datasetshttps://github.com/financial-datasets/mcp-serverStock market API made for AI agents Fireproofhttps://github.com/fireproof-storage/mcp-database-serverImmutable ledger database with live synchronization FlyonUIhttps://github.com/themeselection/flyonui-mcpBuild modern, production-ready UI blocks, components, and landing pages in minutes. Fulcra Contexthttps://github.com/fulcradynamics/fulcra-context-mcpFulcra Context MCP server for accessing your personal health, workouts, sleep, location, and more, all privately. Built around Context by Fulcra. Gcore Cloudhttps://github.com/G-Core/gcore-mcp-serverGcore's Cloud Official MCP Server Giteehttps://github.com/oschina/mcp-giteeGitee API integration, repository, issue, and pull request management, and more. GitKrakenhttps://github.com/gitkraken/gk-cliA CLI for interacting with GitKraken APIs. Includes an MCP server via gk mcp that not only wraps GitKraken APIs, but also Jira, GitHub, GitLab, and more. Globalpinghttps://github.com/jsdelivr/globalping-mcp-serverNetwork access with the ability to run commands like ping, traceroute, mtr, http, dns resolve. Gluestack UI MCP Serverhttps://github.com/gauravsaini/gluestack-ui-mcp-serverAn MCP server tailored for React Native–first development using Gluestack UI. Google Cloud Runhttps://github.com/GoogleCloudPlatform/cloud-run-mcpOfficial MCP Server to deploy to Google Cloud Run. GoLogin MCP serverhttps://github.com/gologinapp/gologin-mcpManage your GoLogin browser profiles and automation directly through AI conversations! gotoHumanhttps://github.com/gotohuman/gotohuman-mcp-serverHuman-in-the-loop platform - Allow AI agents and automations to send requests for approval to your gotoHuman inbox. Grafanahttps://github.com/grafana/mcp-grafanaSearch dashboards, investigate incidents and query datasources in your Grafana instance Graphlithttps://github.com/graphlit/graphlit-mcp-serverIngest anything from Slack to Gmail to podcast feeds, in addition to web crawling, into a searchable Graphlit project. GreptimeDBhttps://github.com/GreptimeTeam/greptimedb-mcp-serverProvides AI assistants with a secure and structured way to explore and analyze data in GreptimeDB. GrowthBookhttps://github.com/growthbook/growthbook-mcpCreate and read feature flags, review experiments, generate flag types, search docs, and interact with GrowthBook's feature flagging and experimentation platform. Harnesshttps://github.com/harness/mcp-serverAccess and interact with Harness platform data, including pipelines, repositories, logs, and artifact registries. Hive Intelligencehttps://github.com/hive-intel/hive-crypto-mcp📇 ☁️ 🏠 - Hive Intelligence: Ultimate cryptocurrency MCP for AI assistants with unified access to crypto, DeFi, and Web3 analytics. Hive's remote mcp server guide remote server. Hologreshttps://github.com/aliyun/alibabacloud-hologres-mcp-serverConnect to a Hologres instance, get table metadata, query and analyze data. Hostingerhttps://github.com/hostinger/api-mcp-serverOfficial Hostinger API MCP server for services managment. Hydrolixhttps://github.com/hydrolix/mcp-hydrolixHydrolix time-series datalake integration providing schema exploration and query capabilities to LLM-based workflows. Hyperbrowserhttps://github.com/hyperbrowserai/mcpHyperbrowser is the next-generation platform empowering AI agents and enabling effortless, scalable browser automation. IBM wxflowshttps://github.com/IBM/wxflows/tree/main/examples/mcp/javascriptTool platform by IBM to build, test and deploy tools for any data source ForeverVMhttps://github.com/jamsocket/forevervm/tree/main/javascript/mcp-serverRun Python in a code sandbox. Inbox Zerohttps://github.com/elie222/inbox-zero/tree/main/apps/mcp-serverAI personal assistant for email Inbox Zero Inkeephttps://github.com/inkeep/mcp-server-pythonRAG Search over your content powered by Inkeep InstantDBhttps://github.com/instantdb/instant/tree/main/client/packages/mcpCreate, manage, and update applications on InstantDB, the modern Firebase. Inspektor Gadget MCP serverhttps://github.com/inspektor-gadget/ig-mcp-serverDebug your Container and Kubernetes workloads with an AI interface powered by eBPF. Integration Apphttps://github.com/integration-app/mcp-serverInteract with any other SaaS applications on behalf of your customers. IP2Location.iohttps://github.com/ip2location/mcp-ip2location-ioIP2Location.io API integration to retrieve the geolocation information for an IP address. IPLocatehttps://github.com/iplocate/mcp-server-iplocateLook up IP address geolocation, network information, detect proxies and VPNs, and find abuse contact details using IPLocate.io ilerthttps://github.com/iLert/mcp-ilertInteract with ilert through natural language. JetBrainshttps://github.com/JetBrains/mcp-jetbrainsWork on your code with JetBrains IDEs Jetty.iohttps://github.com/jettyio/mlcbakery/tree/main/mcp_serverWork on dataset metadata with MLCommons Croissant validation and creation. Kagi Searchhttps://github.com/kagisearch/kagimcpSearch the web using Kagi's search API Keboolahttps://github.com/keboola/keboola-mcp-serverBuild robust data workflows, integrations, and analytics on a single intuitive platform. Knit MCPhttps://developers.getknit.dev/docs/knit-mcp-server-getting-startedConnect with 10,000+ tools across HRIS, ATS, CRM, Accounting, Calendar, Meeting, Ticketing, and more categories. Kontent.aihttps://github.com/kontent-ai/mcp-serverCreate, manage, and explore your content and content model using natural language in any MCP-compatible AI tool. Last9https://github.com/last9/last9-mcp-serverSeamlessly bring real-time production context—logs, metrics, and traces—into your local environment to auto-fix code faster. Logfirehttps://github.com/pydantic/logfire-mcpProvides access to OpenTelemetry traces and metrics through Logfire. Langfuse Prompt Managementhttps://github.com/langfuse/mcp-server-langfuseOpen-source tool for collaborative editing, versioning, evaluating, and releasing prompts. LINE Official Accounthttps://github.com/line/line-bot-mcp-serverIntegrates the LINE Messaging API to connect an AI Agent to the LINE Official Account. Lingo.devhttps://github.com/lingodotdev/lingo.dev/blob/main/mcp.mdMake your AI agent speak every language on the planet, using Lingo.dev Localization Engine. Linked APIhttps://github.com/Linked-API/linkedapi-mcp.gitMCP server that lets AI assistants control LinkedIn accounts and retrieve real-time data with Linked API. Mailgunhttps://github.com/mailgun/mailgun-mcp-serverInteract with Mailgun API. MailSandboxhttps://github.com/btafoya/mailsandboxMailSandbox (a fork of Mailpit) is a fast, zero-dependency email testing tool & API with a web UI, SMTP server, Postmark API emulation, and MCP server for AI-assisted debugging. Mailtraphttps://github.com/railsware/mailtrap-mcpIntegrates with Mailtrap Email API. Makehttps://github.com/integromat/make-mcp-serverTurn your Make scenarios into callable tools for AI assistants. Mapboxhttps://github.com/mapbox/mcp-serverUnlock geospatial intelligence through Mapbox APIs like geocoding, POI search, directions, isochrones and more. Mastra/mcphttps://github.com/mastra-ai/mastra/tree/main/packages/mcpClient implementation for Mastra, providing seamless integration with MCP-compatible AI models and tools. Mastra/mcp-docs-serverhttps://github.com/mastra-ai/mastra/tree/main/packages/mcp-docs-serverProvides AI assistants with direct access to Mastra.ai's complete knowledge base. MCP Toolbox for Databaseshttps://github.com/googleapis/genai-toolboxOpen source MCP server specializing in easy, fast, and secure tools for Databases. Meilisearchhttps://github.com/meilisearch/meilisearch-mcpInteract & query with Meilisearch (Full-text & semantic search API) Mercado Librehttps://mcp.mercadolibre.com/Mercado Libre's official MCP server, offering tools to interact with our marketplace, simplifying tasks and product integration. Mercado Pagohttps://mcp.mercadopago.com/Mercado Pago's official MCP server, offering tools to interact with our API, simplifying tasks and product integration. Metorohttps://github.com/metoro-io/metoro-mcp-serverQuery and interact with kubernetes environments monitored by Metoro Milvushttps://github.com/zilliztech/mcp-server-milvusSearch, Query and interact with data in your Milvus Vector Database. MotherDuckhttps://github.com/motherduckdb/mcp-server-motherduckQuery and analyze data with MotherDuck and local DuckDB Murekahttps://github.com/SkyworkAI/Mureka-mcpgenerate lyrics, song and background music(instrumental) Muxhttps://github.com/muxinc/mux-node-sdk/tree/master/packages/mcp-serverMux is a video API for developers. With Mux's official MCP you can upload videos, create live streams, generate thumbnails, add captions, manage playback policies, dig through engagement data, monitor video performance, and more. Needlehttps://github.com/needle-ai/needle-mcpProduction-ready RAG out of the box to search and retrieve data from your own documents. Neo4jhttps://github.com/neo4j-contrib/mcp-neo4j/Neo4j graph database server (schema + read/write-cypher) and separate graph database backed memory Neonhttps://github.com/neondatabase/mcp-server-neonInteract with the Neon serverless Postgres platform Nebula-Block-Data/nebulablock-mcp-serverhttps://github.com/Nebula-Block-Data/nebulablock-mcp-serverintegrates with the fastmcp library to expose the full range of NebulaBlock API functionalities as accessible tools Notionhttps://github.com/makenotion/notion-mcp-serverNotion official MCP server Nottehttps://github.com/nottelabs/notte/tree/main/packages/notte-mcpLeverage Notte Web AI agents & cloud browser sessions for scalable browser automation & scraping workflows Norman Financehttps://github.com/norman-finance/norman-mcp-serverMCP server for managing accounting and taxes with Norman Finance. OceanBasehttps://github.com/oceanbase/mcp-oceanbaseMCP Server for OceanBase database and its tools Octagonhttps://github.com/OctagonAI/octagon-mcp-serverDeliver real-time investment research with extensive private and public market data. Octocodehttps://github.com/bgauryy/octocode-mcpLeading AI-powered code assistant for advanced research, analysis and discovery across GitHub Repositories in large ecosystems ocireghttps://github.com/StacklokLabs/ocireg-mcpAn SSE-based MCP server that allows LLM-powered applications to interact with OCI registries. It provides tools for retrieving information about container images, listing tags, and more. OctoEverywhere For 3D Printinghttps://octoeverywhere.com/mcpA 3D Printing MCP server that allows for querying for live state, webcam snapshots, and 3D printer control. OP.GGhttps://github.com/opgginc/opgg-mcpAccess real-time gaming data across popular titles like League of Legends, TFT, and Valorant, offering champion analytics, esports schedules, meta compositions, and character statistics. Openforthttps://github.com/openfort-xyz/mcpSupercharge your AI assistant with plug-and-play access to authentication, project scaffolding, and smart wallet tooling. Oxylabshttps://github.com/oxylabs/oxylabs-mcpScrape websites with Oxylabs Web API, supporting dynamic rendering and parsing for structured data extraction. PaddleOCRhttps://paddlepaddle.github.io/PaddleOCR/latest/en/version3.x/deployment/mcp_server.htmlAn MCP server that brings enterprise-grade OCR and document parsing capabilities to AI applications. PayPalhttps://github.com/paypal/agent-toolkitThe PayPal Model Context Protocol server allows you to integrate with PayPal APIs through function calling. This protocol supports various tools to interact with different PayPal services. Pearlhttps://mcp.pearl.comOfficial MCP Server to interact with Pearl API. Connect your AI Agents with 12,000+ certified experts instantly. Pearchhttps://github.com/Pearch-ai/mcp_pearchBest people search engine that reduces the time spent on talent discovery. PGYERhttps://github.com/PGYER/pgyer-mcp-serverMCP Server for PGYER platform, supports uploading, querying apps, etc. PlainSignalhttps://github.com/plainsignal/plainsignal-mcpOfficial MCP server that connects to PlainSignal's API and querying realtime website analytics data in conversational AI. Planehttps://github.com/makeplane/plane-mcp-serverThe official Plane MCP server provides integration with Plane APIs, enabling full AI automation of Plane projects, work items, cycles and more. Plugged.inhttps://github.com/VeriTeknik/pluggedin-mcp-proxyA comprehensive proxy that combines multiple MCP servers into a single MCP. It provides discovery and management of tools, prompts, resources, and templates across servers, plus a playground for debugging when building MCP servers. Postmanhttps://github.com/postmanlabs/postman-mcp-serverPostman’s remote MCP server connects AI agents, assistants, and chatbots directly to your APIs on Postman. Powerdrillhttps://github.com/powerdrillai/powerdrill-mcpAn MCP server that provides tools to interact with Powerdrill datasets, enabling smart AI data analysis and insights. Powertoolhttps://github.com/aws-powertools/powertools-mcpAn MCP implementation that provides search functionality for the Powertools for AWS Lambda documentation across multiple runtimes. Prisma Postgreshttps://github.com/prisma/mcpGives LLMs the ability to manage Prisma Postgres databases (e.g. spin up new databases and run migrations or queries) ProdEAIhttps://github.com/CuriousBox-AI/ProdE-mcYour 24/7 production engineer that preserves context across multiple codebases Prode.ai. QA Spherehttps://github.com/Hypersequent/qasphere-mcpIntegration with QA Sphere test management system, enabling LLMs to discover, summarize, and interact with test cases directly from AI-powered IDEs Qdranthttps://github.com/qdrant/mcp-server-qdrant/Implement semantic memory layer on top of the Qdrant vector search engine RAD Securityhttps://github.com/rad-security/mcp-serverInteract with the RAD Security platform which provides AI-powered security insights for Kubernetes and cloud environments. Ramphttps://github.com/ramp-public/ramp-mcpInteract with Ramp's Developer API to run analysis on your spend and gain insights leveraging LLMs Raygunhttps://github.com/MindscapeHQ/mcp-server-raygunInteract with your crash reporting and real using monitoring data on your Raygun account Reexpresshttps://github.com/ReexpressAI/reexpress_mcp_serverEnable Similarity-Distance-Magnitude statistical verification for your search, software, and data science workflows Refhttps://github.com/ref-tools/ref-tools-mcpUp-to-date documentation for your coding agent. Covers 1000s of public repos and sites. Built by ref.tools Remberhttps://github.com/rember/rember-mcpCreate spaced repetition flashcards in Rember to remember anything you learn in your chats Renderhttps://render.com/docs/mcp-serverThe official Render MCP server: spin up new services, run queries against your databases, and debug rapidly with direct access to service metrics and logs. RevenueCathttps://www.revenuecat.com/docs/tools/mcp/overviewManage your In-app-purchases in RevenueCat without leaving your AI coding environment. Rizahttps://github.com/riza-io/riza-mcpArbitrary code execution and tool-use platform for LLMs by Riza Root Signalshttps://github.com/root-signals/root-signals-mcpEquip AI agents with evaluation and self-improvement capabilities with Root Signals Routinehttps://github.com/routineco/mcp-serverMCP server to interact with Routine: calendars, tasks, notes, etc. Rubehttps://rube.composio.devRube is a Model Context Protocol (MCP) server that connects your AI tools to 500+ apps like Gmail, Slack, GitHub, and Notion. Simply install it in your AI client, authenticate once with your apps, and start asking your AI to perform real ac Search1APIhttps://github.com/fatwang2/search1api-mcpOne API for Search, Crawling, and Sitemaps Scrapelesshttps://github.com/scrapeless-ai/scrapeless-mcp-serverIntegrate real-time Scrapeless Google SERP(Google Search, Google Flight, Google Map, Google Jobs....) results into your LLM applications. This server enables dynamic context retrieval for AI workflows, chatbots, and research tools. Scrapezyhttps://github.com/scrapezy/mcpTurn websites into datasets with Scrapezy ScreenshotMCPhttps://github.com/upnorthmedia/ScreenshotMCP/Capture website screenshots including full page, elements, and device specific sizes. ScreenshotOnehttps://github.com/screenshotone/mcp/Render website screenshots with ScreenshotOne Semgrephttps://github.com/semgrep/mcpEnable AI agents to secure code with Semgrep. Sentryhttps://github.com/getsentry/sentry-mcpOfficial MCP server for Sentry. SingleStorehttps://github.com/singlestore-labs/mcp-server-singlestoreInteract with the SingleStore database platform SlideSpeakhttps://github.com/SlideSpeak/slidespeak-mcpCreate presentations and PowerPoints using AI and SlideSpeak MCP SonarQubehttps://github.com/SonarSource/sonarqube-mcp-serverProvides seamless integration with SonarQube Server or Cloud, and enables analysis of code snippets directly within the agent context ShopSavvyhttps://github.com/shopsavvy/shopsavvy-mcp-serverComplete product and pricing data solution for AI assistants. Search for products by barcode/ASIN/URL, access detailed product metadata, access comprehensive pricing data from thousands of retailers, view and track price history, and more. Supabasehttps://github.com/supabase-community/supabase-mcpConnects to Supabase platform for database, auth, edge functions and more. Supadatahttps://github.com/supadata-ai/mcpOfficial MCP server for Supadata - YouTube, TikTok, X and Web data for makers. Squarehttps://github.com/square/square-mcp-serverA Model Context Protocol (MCP) server for square StarRockshttps://github.com/StarRocks/mcp-server-starrocksInteract with StarRocks Stripehttps://github.com/stripe/agent-toolkitInteract with Stripe API TalentoHQhttps://hr.talentohq.com/mcpConnect to the TalentoHQ HR software via MCP. Transform your organization with the AI first HR software. Taskadehttps://github.com/taskade/mcpConnect to the Taskade platform via MCP. Access tasks, projects, workflows, and AI agents in real-time through a unified workspace and API. Taskeracthttps://github.com/Acqusys/taskeract-mcpOfficial Taskeract MCP Server for integrating your Taskeract project tasks and load the context of your tasks into your MCP enabled app. Tavilyhttps://github.com/tavily-ai/tavily-mcpSearch engine for AI agents (search + extract) powered by Tavily Tencent Cloud COS MCPhttps://github.com/Tencent/cos-mcpQuickly integrate with Tencent Cloud Storage (COS) and Data Processing (CI) capabilities powered Teradatahttps://github.com/Teradata/teradata-mcp-serverA collection of tools for managing the platform, addressing data quality and reading and writing to Teradata Database. ThingsBoardhttps://github.com/thingsboard/thingsboard-mcpThe ThingsBoard MCP Server provides a natural language interface for LLMs and AI agents to interact with your ThingsBoard IoT platform. Thirdwebhttps://github.com/thirdweb-dev/ai/tree/main/python/thirdweb-mcpRead/write to over 2k blockchains, enabling data querying, contract analysis/deployment, and transaction execution, powered by Thirdweb Tinybirdhttps://github.com/tinybirdco/mcp-tinybirdInteract with Tinybird serverless ClickHouse platform Tldvhttps://gitlab.com/tldv/tldv-mcp-serverConnect your AI agents to Google-Meet, Zoom & Microsoft Teams through tl;dv Token Metricshttps://github.com/token-metrics/mcpToken Metrics integration for fetching real-time crypto market data, trading signals, price predictions, and advanced analytics. Trade Agenthttps://github.com/Trade-Agent/trade-agent-mcpExecute stock and crypto trades via Trade Agent TrackMagehttps://github.com/trackmage/trackmage-mcp-serverShipment tracking api and logistics management capabilities through the [TrackMage API] (https://trackmage.com/) Twiliohttps://github.com/twilio-labs/mcpInteract with Twilio APIs to send messages, manage phone numbers, configure your account, and more. Twelve Datahttps://github.com/twelvedata/mcpInteract with Twelve Data APIs to access real-time and historical financial market data for your AI agents. UnifAIhttps://github.com/unifai-network/unifai-mcp-serverDynamically search and call tools using UnifAI Network Unstructuredhttps://github.com/Unstructured-IO/UNS-MCPSet up and interact with your unstructured data processing workflows in Unstructured Platform urlDNAhttps://github.com/urldna/mcpDynamically scan and analyze potentially malicious URLs using the urlDNA Vectorizehttps://github.com/vectorize-io/vectorize-mcp-server/Vectorize MCP server for advanced retrieval, Private Deep Research, Anything-to-Markdown file extraction and text chunking. Verodathttps://github.com/Verodat/verodat-mcp-serverInteract with Verodat AI Ready Data platform VeyraXhttps://github.com/VeyraX/veyrax-mcpSingle tool to control all 100+ API integrations, and UI components VideoDBhttps://github.com/video-db/agent-toolkit/tree/main/modelcontextprotocolServer for advanced AI-driven video editing, semantic search, multilingual transcription, generative media, voice cloning, and content moderation. VISO TRUSThttps://github.com/visotrust/viso-mcp-serverAccess and manage your VISO TRUST third-party risk program directly through your AI assistant. VpunaAiSearchhttps://github.com/vpuna/vpuna-ai-searchConnect to Vpuna AI Search Service, a developer first platform for semantic search, summarization, and contextual chat. Each project dynamically exposes its own Remote HTTP MCP server, enabling real-time context injection from structured an WayStationhttps://waystation.ai/connect/mcp-serverA universal remote MCP server that connects to popular productivity tools such as Notion, Monday, AirTable, and many more. WebDataSourcehttps://webdatasource.com/releases/latest/mcp/index.htmlWeb Crawler for AI Agents. Supercharge your AI agents with an MCP-ready web crawler that delivers real-time insights from the web and your private knowledge bases. Webflowhttps://github.com/webflow/mcp-serverInteract with Webflow APIs to list and edit your site and CMS data. WebScraping.AIhttps://github.com/webscraping-ai/webscraping-ai-mcp-serverInteract with WebScraping.AI for web data extraction and scraping. Willi MaKo Knowledge Servicehttps://mcp.stromhaltig.deA knowledge service for Germany's complex Energy Market Communications (MaKo) regulations. Winston AIhttps://github.com/gowinston-ai/winston-ai-mcp-serverAI detector MCP server with industry leading accuracy rates in detecting use of AI in text and images. The Winston AI MCP server also offers a robust plagiarism checker to help maintain integrity. Xerohttps://github.com/XeroAPI/xero-mcp-serverInteract with the accounting data in your business using our official MCP server XRAYhttps://github.com/srijanshukla18/xrayProgressive code-intelligence server: lets AI assistants map structure, fuzzy-find symbols, and assess change-impact across Python, JS/TS, and Go codebases (powered by ast-grep) YepCodehttps://github.com/yepcode/mcp-server-jsExecute any LLM-generated code in the YepCode secure and scalable sandbox environment and create your own MCP tools using JavaScript or Python, with full support for NPM and PyPI packages Zapierhttps://zapier.com/mcpConnect your AI Agents to 8,000 apps instantly. Zenablehttps://docs.zenable.io/integrations/mcp/getting-startedClean up sloppy AI code and prevent vulnerabilities ZenMLhttps://github.com/zenml-io/mcp-zenmlInteract with your MLOps and LLMOps pipelines through your ZenML MCP server AnyCrawlhttps://github.com/any4ai/anycrawl-mcp-serverAnyCrawl MCP Server, Powerful web scraping and crawling for Cursor, Claude, and other LLM clients via the Model Context Protocol (MCP). AllInOneMCPhttps://github.com/particlefuture/MCPDiscoveryMCP of MCPs. A central hub for MCP servers. Helps you discover available MCP servers and learn how to install and use them. REMOTE! Use the url https://mcp.pfvc.io/mcp/ to add the server. Remember the final backslash\\. Airtablehttps://github.com/domdomegg/airtable-mcp-serverRead and write access to Airtable databases. Agentsethttps://github.com/agentset-ai/mcp-serverRAG MCP for your Agentset data. Alertmanagerhttps://github.com/ntk148v/alertmanager-mcp-serverA Model Context Protocol (MCP) server that enables AI assistants to integrate with Prometheus Alertmanager Algorandhttps://github.com/GoPlausible/algorand-mcpA comprehensive MCP server for tooling interactions(40+) and resource accessibility(60+) plus many useful prompts to interact with Algorand Blockchain. Android MCPhttps://github.com/minhalvp/android-mcp-server📲 An MCP server that provides control over Android devices through ADB. Offers device screenshot capture, UI layout analysis, package management, and ADB command execution capabilities. AniListhttps://github.com/yuna0x0/anilist-mcpAniList MCP server for accessing AniList API data AnkiConnecthttps://github.com/spacholski1225/anki-connect-mcpAnkiConnect MCP server for interacting with Anki via AnkiConnect. any-chat-completions-mcphttps://github.com/pyroprompts/any-chat-completions-mcpChat with any other OpenAI SDK Compatible Chat Completions API, like Perplexity, Groq, xAI and more APISIX-MCPhttps://github.com/api7/apisix-mcpAPISIX Model Context Protocol (MCP) server is used to bridge large language models (LLMs) with the APISIX Admin API, supporting querying and managing all resources in Apache APISIX. Apple Noteshttps://github.com/RafalWilinski/mcp-apple-notesTalk with your Apple Notes Apple Shortcutshttps://github.com/recursechat/mcp-server-apple-shortcutsAn MCP Server Integration with Apple Shortcuts AutoGen documentationhttps://github.com/sykuang/mcp-autogen-docA Model Context Protocol (MCP) server that provides AI assistants with the ability to search and retrieve Microsoft AutoGen documentation. AWS EC2 Pricinghttps://github.com/trilogy-group/aws-pricing-mcpGet up-to-date EC2 pricing information with one call. Fast. Powered by a pre-parsed AWS pricing catalogue. Backuphttps://github.com/hexitex/MCP-Backup-ServerAdd smart Backup ability to coding agents like Windsurf, Cursor, Cluade Coder, etc Basecamphttps://github.com/georgeantonopoulos/Basecamp-MCP-ServerIntegration with Basecamp project management platform for managing projects, to-dos, card tables, documents, and team collaboration BGG MCPhttps://github.com/kkjdaniel/bgg-mcpBGG MCP enables AI tools to interact with the BoardGameGeek API. BigQueryhttps://github.com/LucasHild/mcp-server-bigquery(by LucasHild) - BigQuery database integration with schema inspection and query capabilities Binary Ninjahttps://github.com/fosdickio/binary_ninja_mcpA Binary Ninja plugin, MCP server, and bridge that seamlessly integrates Binary Ninja with your favorite MCP client. Bing Webmaster Toolshttps://github.com/isiahw1/mcp-server-bing-webmasterMCP server for Bing Webmaster Tools API integration providing access to search analytics, site management, URL submission, and SEO insights Blueskyhttps://github.com/keturiosakys/bluesky-context-serverintegrates with Bluesky API to query and search feeds and posts. BloodHound-MCPhttps://github.com/MorDavid/BloodHound-MCP-AI(by MorDavid) - integration that connects BloodHound with AI through MCP, allowing security professionals to analyze Active Directory attack paths using natural language queries instead of Cypher. bytebase/dbhubhttps://github.com/bytebase/dbhub📇 Universal database MCP server supporting mainstream databases.\ Calculatorhttps://github.com/githejie/mcp-server-calculatorThis server enables LLMs to use calculator for precise numerical calculations. CalDAV MCPhttps://github.com/dominik1001/caldav-mcpA CalDAV MCP server to expose calendar operations as tools for AI assistants. context-awesomehttps://github.com/bh-rat/context-awesomeA MCP server for querying 8,500+ curated awesome lists (1M+ items) and fetching the best resources for your agent. Danielpeter-99/calcom-mcphttps://github.com/Danielpeter-99/calcom-mcpMCP server for Calcom (Also known as [Cal.com](https://cal.com/)). Manage event types, create bookings, and access Cal.com scheduling data through LLMs. Career Site Jobshttps://apify.com/fantastic-jobs/career-site-job-listing-api/api/mcpA MCP server to retrieve up-to-date jobs from company career sites. Canvas LMShttps://github.com/ahnopologetic/canvas-lms-mcpMCP server for easy access to education data through your Canvas LMS instance. Chaitin IP Intelligencehttps://github.com/co0ontty/chaitin-ip-intelligence-search-toolSearch for IP addresses using Chaitin's IP Intelligence API. ChuckNorrishttps://github.com/pollinations/chucknorris-mcpA specialized MCP gateway for LLM enhancement prompts and jailbreaks with dynamic schema adaptation. Provides prompts for different LLMs using an enum-based approach. clj-kondo-MCPhttps://github.com/Bigsy/clj-kondo-MCPClojure linter Clojarshttps://github.com/Bigsy/Clojars-MCP-ServerObtains latest dependency details for Clojure libraries. clojure-mcphttps://github.com/bhauman/clojure-mcpClojure development tools, direct access to the running program via REPL. CockroachDBhttps://github.com/amineelkouhen/mcp-cockroachdbA Model Context Protocol server for managing, monitoring, and querying data in CockroachDB. Codesys-mcp-toolkithttps://github.com/johannesPettersson80/codesys-mcp-toolkitA Model Context Protocol (MCP) server for CODESYS V3 programming environments. CoinCaphttps://github.com/QuantGeekDev/coincap-mcpA MCP server that provides real-time cryptocurrency market data through CoinCap's public API without requiring authentication Creatifyhttps://github.com/TSavo/creatify-mcpMCP Server that exposes Creatify AI API capabilities for AI video generation, including avatar videos, URL-to-video conversion, text-to-speech, and AI-powered editing tools. Contentfulhttps://github.com/ivo-toby/contentful-mcpInteract with your content on the Contentful platform consult7https://github.com/szeider/consult7Analyze large codebases and document collections using high-context models via OpenRouter, OpenAI, or Google AI -- very useful, e.g., with Claude Code Data Explorationhttps://github.com/reading-plus-ai/mcp-server-data-explorationMCP server for autonomous data exploration on .csv-based datasets, providing intelligent insights with minimal effort. DropBinhttps://dropbin.org/mcpRemote SSE MCP server for hosting HTML webpages and sharing content through temporary URLs without authentication Databasehttps://github.com/TheRaLabs/legion-mcp(by Legion AI) - Universal database MCP server supporting multiple database types including PostgreSQL, Redshift, CockroachDB, MySQL, RDS MySQL, Microsoft SQL Server, BigQuery, Oracle DB, and SQLite Druid MCP Serverhttps://github.com/iunera/druid-mcp-serverSTDIO/SEE MCP Server for Apache Druid by iunera that provides extensive tools, resources, and prompts for managing and analyzing Druid clusters. dbt-docshttps://github.com/mattijsdp/dbt-docs-mcpMCP server for dbt-core (OSS) users as the official dbt MCP only supports dbt Cloud. Supports project metadata, model and column-level lineage and dbt documentation. DeepView MCPhttps://github.com/ai-1st/deepview-mcpEnables IDEs like Cursor and Windsurf to analyze large codebases using Gemini's 1M context window. DigitalOcean MCP Serverhttps://github.com/rohit-kaundal/digitalocean-mcp-serverA Model Context Protocol (MCP) server that provides programmatic access to DigitalOcean's API. This server exposes tools for managing droplets, Kubernetes clusters, and container registries through the MCP interface. DifyWorkflowhttps://github.com/gotoolkits/mcp-difyworkflow-serverTools to the query and execute of Dify workflows Django REST Framework MCPhttps://github.com/zacharypodbela/djangorestframework-mcpExpose Django REST Framework APIs as MCP tools for LLMs and agentic applications Dockerhttps://github.com/QuantGeekDev/docker-mcpRun and manage docker containers, docker compose, and logs Dolthttps://github.com/dolthub/dolt-mcpThe official MCP server for version-controlled Dolt databases. DynamoDB-Toolboxhttps://www.dynamodbtoolbox.com/docs/databases/actions/mcp-toolkitLeverages your Schemas and Access Patterns to interact with your DynamoDB Database using natural language. elisp-dev-mcphttps://github.com/laurynas-biveinis/elisp-dev-mcpelisp (Emacs Lisp) development support tools, running in Emacs. Emailhttps://github.com/Shy2593666979/mcp-server-emailThis server enables users to send emails through various email providers, including Gmail, Outlook, Yahoo, Sina, Sohu, 126, 163, and QQ Mail. It also supports attaching files from specified directories, making it easy to upload attachments Email Send MCPhttps://github.com/YUHAI0/email-send-mcpA fixed one from above one. More user-friendly. Everything Searchhttps://github.com/mamertofabian/mcp-everything-searchFast Windows file search using Everything SDK fast-filesystem-mcphttps://github.com/efforthye/fast-filesystem-mcpAdvanced filesystem operations with large file handling capabilities and Claude-optimized features. Provides fast file reading/writing, sequential reading for large files, directory operations, file search, and streaming writes with backup Excelhttps://github.com/haris-musa/excel-mcp-serverExcel manipulation including data reading/writing, worksheet management, formatting, charts, and pivot table Facebook Adshttps://github.com/gomarble-ai/facebook-ads-mcp-serverMCP server acting as an interface to the Facebook Ads, enabling programmatic access to Facebook Ads data and management features. Facebook Ads Libraryhttps://github.com/trypeggy/facebook-ads-library-mcpGet any answer from the Facebook Ads Library, conduct deep research including messaging, creative testing and comparisons in seconds. Fathom Analyticshttps://github.com/mackenly/mcp-fathom-analyticsAccess and analyze Fathom Analytics data and reports Fileshttps://github.com/flesler/mcp-filesEnables agents to quickly find and edit code in a codebase with surgical precision. Find symbols, edit them everywhere. FHIR MCPhttps://github.com/the-momentum/fhir-mcp-serverMCP Server that connects AI agents to FHIR servers FileScopeMCPhttps://github.com/admica/FileScopeMCPAnalyzes your codebase identifying important files based on dependency relationships. Generates diagrams and importance scores per file, helping AI assistants understand the codebase. Automatically parses popular programming languages, Pyth FrankfurterMCPhttps://github.com/anirbanbasu/frankfurtermcpMCP server acting as an interface to the Frankfurter API for currency exchange data. GDBhttps://github.com/pansila/mcp_server_gdbA GDB/MI protocol server based on the MCP protocol, providing remote application debugging capabilities with AI assistants. Gemsuitehttps://github.com/PV-Bhat/gemsuite-mcpThe ultimate open-source server for advanced Gemini API interaction with MCP, intelligently selects models. Gentorohttps://github.com/gentoro-GT/mcp-nodejs-serverGentoro generates MCP Servers based on OpenAPI specifications. godoc-mcp-serverhttps://github.com/yikakia/godoc-mcp-serverMCP server to provide golang packages and their information from pkg.go.dev Godot MCPhttps://github.com/Coding-Solo/godot-mcpMCP server for interacting with the Godot game engine, providing tools for editing, running, debugging, and managing scenes in Godot projects. Google Adshttps://github.com/gomarble-ai/google-ads-mcp-serverMCP server acting as an interface to the Google Ads, enabling programmatic access to Google Ads data and management features. Google Admin MCPhttps://github.com/securityfortech/google-admin-mcpA Model Context Protocol (MCP) server enabling interaction with Google Admin APIs. Google Keephttps://github.com/feuerdev/keep-mcpRead, create, update and delete Google Keep notes. Google Newshttps://github.com/ChanMeng666/server-google-newsGoogle News search capabilities with automatic topic categorization and multi-language support via SerpAPI integration. Google PSE/CSEhttps://github.com/rendyfebry/google-pse-mcpA Model Context Protocol (MCP) server providing access to Google Programmable Search Engine (PSE) and Custom Search Engine (CSE). Google Search Consolehttps://github.com/ahonn/mcp-server-gscA Model Context Protocol (MCP) server providing access to Google Search Console. GitHub Repos Manager MCP Serverhttps://github.com/kurdin/github-repos-manager-mcpToken-based GitHub automation management. No Docker, Flexible configuration, 80+ tools with direct API integration. gotoolkits/wecombothttps://github.com/gotoolkits/mcp-wecombot-server.git🏎️ ☁️ An MCP server application that sends various types of messages to the WeCom group robot. Gru Sandboxhttps://github.com/babelcloud/gru-sandboxGru-sandbox(gbox) is an open source project that provides a self-hostable sandbox for MCP integration or other AI agent usecases. gx-mcp-serverhttps://github.com/davidf9999/gx-mcp-serverExpose Great Expectations data validation and GXtracthttps://github.com/sascharo/gxtractGXtract is a MCP server designed to integrate with VS Code and other compatible editors (documentation: sascharo.github.io/gxtract). It provides a suite of tools for interacting with the GroundX platform, enabling you to leverage its powerf HackMDhttps://github.com/yuna0x0/hackmd-mcpA Model Context Protocol server for integrating HackMD's note-taking platform with AI assistants. HALhttps://github.com/dean/HALHTTP toolkit providing all 7 HTTP methods (GET, POST, PUT, PATCH, DELETE, HEAD, OPTIONS) with secret substitution, comprehensive error handling, and support for JSON, XML, HTML, and form data. HAP-MCPhttps://github.com/mingdaocloud/hap-mcp.gitHAP (Super Application Platform) is developed by Mingdao（ https://www.mingdao.com ）The launched APaaS platform helps you build enterprise level applications quickly without coding. This is HAP's MCP (Model Context Protocol) server, used for Hetzner Cloud MCP Serverhttps://github.com/dkruyt/mcp-hetznerA Model Context Protocol (MCP) server for interacting with the Hetzner Cloud API. This server allows language models to manage Hetzner Cloud resources through structured functions. Hippycampushttps://github.com/cromwellian/hippycampusTurns any Swagger/OpenAPI REST endpoint with a yaml/json definition into an MCP Server with Langchain/Langflow integration automatically. Home Assistanthttps://github.com/voska/hass-mcpInteract with Home Assistant to control smart home devices, query states, manage automations, and troubleshoot your smart home setup. Homeyhttps://github.com/pigmej/python-homey-mcpInteract with Homey to control smart home system. Supports devices, flows, and zones. Contains a few goodies for better integrations with LLMs. Homebrew MCPhttps://github.com/jeannier/homebrew-mcpInteract with Homebrew (the package manager for macOS and Linux) using natural language commands. HuggingFace Spaceshttps://github.com/evalstate/mcp-hfspaceServer for using HuggingFace Spaces, supporting Images, Audio, Text and more. Claude Desktop mode for ease-of-use. Imagicianhttps://github.com/flowy11/imagicianA MCP server for comprehensive image editing operations including resizing, format conversion, cropping, compression, and more based on sharp. ImageSorcery MCPhttps://github.com/sunriseapps/imagesorcery-mcpComputerVision-based 🪄 sorcery of image recognition and editing tools for AI assistants. IMAP MCPhttps://github.com/dominik1001/imap-mcp📧 An IMAP Model Context Protocol (MCP) server to expose IMAP operations as tools for AI assistants. Instagram DMshttps://github.com/trypeggy/instagram_dm_mcpSend Instagram DMs via your LLM interactive-mcphttps://github.com/ttommyth/interactive-mcp📇 - Enables interactive LLM workflows by adding local user prompts and chat capabilities directly into the MCP loop. irulescan MCPhttps://github.com/simonkowallik/irulescan:shield: MCP enabled code security analyzer for F5 iRules aymericzip/intlayerhttps://github.com/aymericzip/intlayerA MCP Server that enhance your IDE with AI-powered assistance for Intlayer i18n / CMS tool: smart CLI access, versioned docs. IDA Pro MCPhttps://github.com/mrexodia/ida-pro-mcpMCP Server for automated reverse engineering with IDA Pro. Israel Statistics MCPhttps://github.com/reuvenaor/israel-statistics-mcpMCP server that provides programmatic access to the Israeli Central Bureau of Statistics (CBS) price indices and economic data. Jean Memoryhttps://github.com/jonathan-politzki/your-memoryPremium memory consistent across all AI applications. Jina Readerhttps://github.com/wong2/mcp-jina-readerFetch the content of a remote URL as Markdown with Jina Reader. Jira Context MCPhttps://github.com/rahulthedevil/Jira-Context-MCPMCP server to provide Jira Tickets information to AI coding agents like Cursor. Jira MCP Serverhttps://github.com/ahmetbarut/jira-mcpA modular and extensible MCP server designed to interact with Jira Cloud, providing tools to query boards, issues, and user data — ideal for integrating Jira with AI agents, bots, or automation systems JSON MCPhttps://github.com/VadimNastoyashchy/json-mcpMCP server empowers LLMs to interact with JSON files efficiently. With JSON MCP, you can split, merge, etc. just-every/mcp-read-website-fasthttps://github.com/just-every/mcp-read-website-fastFast, token-efficient web content extraction that converts websites to clean Markdown. Features Mozilla Readability, smart caching, polite crawling with robots.txt support, and concurrent fetching with minimal dependencies. just-every/mcp-screenshot-website-fasthttps://github.com/just-every/mcp-screenshot-website-fastHigh-quality screenshot capture optimized for Claude Vision API. Automatically tiles full pages into 1072x1072 chunks (1.15 megapixels) with configurable viewports and wait strategies for dynamic content. Kagihttps://github.com/ac3xx/mcp-servers-kagiKagi search API integration Keycloak MCP Serverhttps://github.com/sshaaf/keycloak-mcp-serverdesigned to work with Keycloak for identity and access management, with about 40+ tools covering, Users, Realms, Clients, Roles, Groups, IDPs, Authentication. Native builds available. Kuberneteshttps://github.com/Flux159/mcp-server-kubernetesConnect to Kubernetes cluster and manage pods, deployments, services. Language Serverhttps://github.com/isaacphi/mcp-language-server🏎️ - MCP Language Server gives MCP enabled clients access to semantic tools like get definition, references, rename, and diagnostics. Latex MCP Serverhttps://github.com/Yeok-c/latex-mcp-serverMCP Server to compile latex, download/organize/read cited papers, run visualization scripts and add figures/tables to latex. Lazy Toggl MCPhttps://github.com/movstox/lazy-toggl-mcpSimple unofficial MCP server to track time via Toggl API libSQL by xexrhttps://github.com/Xexr/mcp-libsqlMCP server for libSQL databases with comprehensive security and management tools. Supports file, local HTTP, and remote Turso databases with connection pooling, transaction support, and 6 specialized database tools. Linearhttps://github.com/tacticlaunch/mcp-linearIntegrates with Linear project management systems. llm-contexthttps://github.com/cyberchitta/llm-context.pyShare code context with LLMs via Model Context Protocol or clipboard. LunchMoneyhttps://github.com/akutishevsky/lunchmoney-mcpMCP server for LunchMoney personal finance and budgeting tool. Local History MCPhttps://github.com/xxczaki/local-history-mcpMCP server for accessing VS Code/Cursor's Local History. 🧲 Magg 🧲https://github.com/sitbon/maggA meta-MCP server that acts as a universal hub, allowing LLMs to autonomously discover, install, and orchestrate multiple MCP servers - essentially giving AI assistants the power to extend their own capabilities on-demand. Mavenhttps://github.com/Bigsy/maven-mcp-serverTools to query latest Maven dependency information Maven Toolshttps://github.com/arvindand/maven-tools-mcpEnhanced Maven Central integration with intelligent caching, bulk operations, and version classification Maya MCPhttps://github.com/PatrickPalmer/MayaMCPMCP server for Autodesk Maya MCPJunglehttps://github.com/mcpjungle/MCPJungle🌳 - Open-source, Self-hosted MCP server Gateway that connects your AI Agents to MCP Servers (for developers and enterprises) Microsoft 365https://github.com/softeria/ms-365-mcp-server📇 ☁️ - MCP server that connects to the whole Microsoft 365 suite (Microsoft Office, Outlook, Excel) using Graph API (including mail, files, calendar) Microsoft Entra ID MCP Serverhttps://github.com/hieuttmmo/entraid-mcp-serverA Python MCP server for Microsoft Entra ID (Azure AD) directory, user, group, device, sign-in, and security operations via Microsoft Graph. MCP Aggregatorhttps://github.com/nazar256/combine-mcpAn MCP (Model Context Protocol) aggregator that allows you to combine multiple MCP servers into a single endpoint allowing to filter specific tools. MCP-CLI Adapterhttps://github.com/inercia/mcp-cli-adapterUse command line tools in a secure fashion as MCP tools. MCP Expr Langhttps://github.com/ivan-saorin/mcp-expr-langMCP Expr-Lang provides a seamless integration between Claude AI and the powerful expr-lang expression evaluation engine. MCP Installerhttps://github.com/anaisbetts/mcp-installerSet up MCP servers in Claude Desktop mcp-k8s-gohttps://github.com/strowk/mcp-k8s-goGolang-based Kubernetes MCP Server. Built to be extensible. MKPhttps://github.com/StacklokLabs/mkpModel Kontext Protocol Server for Kubernetes that allows LLM-powered applications to interact with Kubernetes clusters through native Go implementation with direct API integration and comprehensive resource management. MCP Open Libraryhttps://github.com/8enSmith/mcp-open-libraryA Model Context Protocol (MCP) server for the Open Library API that enables AI assistants to search for book and author information. MCP-SearXNG-Enhanced Web Searchhttps://github.com/OvertliDS/mcp-searxng-enhancedAn enhanced MCP server for SearXNG web searching, utilizing a category-aware web-search, web-scraping, and includes a date/time retrieval tool. Mermaidhttps://github.com/hustcc/mcp-mermaidGenerate mermaid diagram and chart with AI MCP dynamically. Memory-Plushttps://github.com/Yuchen20/Memory-Plusa lightweight, local RAG memory store to record, retrieve, update, delete, and visualize persistent "memories" across sessions—perfect for developers working with multiple AI coders (like Windsurf, Cursor, or Copilot) or anyone who wants th Meta Ads Remote MCPhttps://github.com/pipeboard-co/meta-ads-mcpRemote MCP server to interact with Meta Ads API - access, analyze, and manage Facebook, Instagram, and other Meta platforms advertising campaigns. Minimahttps://github.com/dmayboroda/minimaLocal RAG (on-premises) with MCP server. MintMCPhttps://github.com/mintmcp/serversMCP servers for Google Calendar, Gmail, Outlook Calendar, and Outlook. Mongohttps://github.com/QuantGeekDev/mongo-mcpA Model Context Protocol (MCP) server that enables LLMs to interact directly with MongoDB databases MongoDBhttps://github.com/kiliczsh/mcp-mongo-serverA Model Context Protocol Server for MongoDB MongoDB Lenshttps://github.com/furey/mongodb-lensFull Featured MCP Server for MongoDB Database. Mirohttps://github.com/k-jarzyna/mcp-miroMiro MCP server, exposing all functionalities available in official Miro SDK. Multi Chat MCP Server (Google Chat)https://github.com/siva010928/multi-chat-mcp-serverConnect AI assistants like Cursor to Google Chat and beyond — enabling smart, extensible collaboration across chat platforms. MySQLhttps://github.com/designcomputer/mysql_mcp_serverMySQL database integration with configurable access controls and schema inspection Nanoleafhttps://github.com/srnetadmin/nanoleaf-mcp-serverControl Nanoleaf smart lights through MCP - turn on/off, adjust brightness, change colors, set effects, and discover devices Netbirdhttps://github.com/aantti/mcp-netbirdList and analyze Netbird network peers, groups, policies, and more. Nextcloud Calendarhttps://github.com/Cheffromspace/mcp-nextcloud-calendarCalDAV Nectcloud calendar integration. Manage calendars, events, attendees, etc. Nexushttps://github.com/adawalli/nexusWeb search server that integrates Perplexity Sonar models via OpenRouter API for real-time, context-aware search with citations Nile Postgreshttps://github.com/niledatabase/nile-mcp-serverManage and query databases, tenants, users, auth using LLMs NocoDBhttps://github.com/edwinbernadus/nocodb-mcp-serverManage NocoDB server, support read and write databases NodeCodeStudiohttps://nodecodestudio.comActivate MCP services (Gmail, Calendar, WordPress, etc.) and run browser automation workflows via a Chrome extension with importable sequences NPM Searchhttps://github.com/btwiuse/npm-search-mcp-serverSearch for npm packages Ntfyhttps://github.com/gitmotion/ntfy-me-mcpAn ntfy MCP server for sending/fetching ntfy notifications to your self-hosted ntfy server from AI Agents 📤 (supports secure token auth & more - use with npx or docker!) Obsidianhttps://github.com/MarkusPfundstein/mcp-obsidianInteracting with Obsidian via REST API Odoohttps://github.com/ivnvxd/mcp-server-odooConnect AI assistants to Odoo ERP systems for business data access and workflow automation. OSVhttps://github.com/StacklokLabs/osv-mcpAccess the OSV (Open Source Vulnerabilities) database for vulnerability information. Query vulnerabilities by package version or commit, batch query multiple packages, and get detailed vulnerability information by ID. OpenAIhttps://github.com/pierrebrunelle/mcp-server-openaiQuery OpenAI models directly from Claude using MCP protocol OpenAPI Schema Explorerhttps://github.com/kadykov/mcp-openapi-schema-explorerToken-efficient access to OpenAPI/Swagger specs via MCP Resources OpenMF-mifosx-self-servicehttps://github.com/openMF/mcp-mifosx-self-serviceAccess Apache Fineract self-service APIs for registration, authentication, account management, and transactions via MCP. Package Registry Searchhttps://github.com/artmann/package-registry-mcpSearch and get up-to-date information about NPM, Cargo, PyPi, and NuGet packages. Pandochttps://github.com/vivekVells/mcp-pandocMCP server for seamless document format conversion using Pandoc, supporting Markdown, HTML, and plain text, with other formats like PDF, csv and docx in development. Paperless-MCPhttps://github.com/baruchiro/paperless-mcpAn MCP server for interacting with a Paperless-NGX API server. This server provides tools for managing documents, tags, correspondents, and document types in your Paperless-NGX instance. PBS APIhttps://github.com/matthewdcage/pbs-mcp-server🐍 ☁️ Access Australian Pharmaceutical Benefits Scheme data for medicine information, pricing, and availability. Built with Python and FastAPI. Peekaboohttps://github.com/steipete/Peekabooa macOS-only MCP server that enables AI agents to capture screenshots of applications, or the entire system. Peliqanhttps://github.com/Peliqan-io/mcp-server-peliqanData platform with ETL and built-in data warehouse, access all business applications (ERP, CRM, Accounting etc.) via MCP and run queries on your business data. Perplexityhttps://github.com/tanigami/mcp-server-perplexityInteracting with Perplexity Poland KRShttps://github.com/pkolawa/krs-poland-mcp-serverAccess to Polish National Court Register (KRS)—the government's authoritative registry of all businesses, foundations, and other legal entities. Pollinationshttps://github.com/pollinations/model-context-protocolMultimodal MCP server for generating images, audio, and text with no authentication required Phabricatorhttps://github.com/baba786/phabricator-mcp-serverInteracting with Phabricator API PiAPIhttps://github.com/apinetwork/piapi-mcp-serverPiAPI MCP server makes user able to generate media content with Midjourney/Flux/Kling/Hunyuan/Udio/Trellis directly from Claude or any other MCP-compatible apps. PiloTYhttps://github.com/yiwenlu66/PiloTYAI pilot for PTY operations that enables agents to control interactive terminals with stateful sessions, SSH connections, and background process management Playwright MCP Serverhttps://github.com/executeautomation/mcp-playwrightAn MCP server using Playwright for browser automation and webscrapping Project Managerhttps://github.com/croffasia/mcp-project-managerHierarchical task management (ideas → epics → tasks) with CLI dashboard Public APIs MCPhttps://github.com/zazencodes/public-apis-mcpSearch for free APIs using MCP. QuantConnecthttps://github.com/QuantConnect/mcp-serverDockerized Python MCP server that lets LLMs like Claude or OpenAI o3 Pro autonomously create projects, backtest strategies, and deploy live-trading workflows via the QuantConnect API. QGIShttps://github.com/jjsantos01/qgis_mcpconnects QGIS Desktop to Claude AI through the MCP. This integration enables prompt-assisted project creation, layer loading, code execution, and more. Random Numberhttps://github.com/zazencodes/random-number-mcpProvides LLMs with essential random generation abilities, built entirely on Python's standard library. Repo Maphttps://github.com.mcas.ms/pdavis68/RepoMapper🐧 🪟 🍎 - An MCP server (and command-line tool) to provide a dynamic map of chat-related files from the repository with their function prototypes and related files in order of relevance. Based on the "Repo Map" functionality in Aider.chat Reloaderoohttps://github.com/cameroncooke/reloaderooA local MCP server for developers that mirrors your in-development MCP server, allowing seamless restarts and tool updates so you can build, test, and iterate on your MCP server within the same AI session without interruption. Reminderhttps://github.com/arifszn/reminder-mcpMCP server for scheduling and triggering reminders via Slack or Telegram. Renamifyhttps://docspring.github.io/renamify/mcp/overview/Smart, case-aware search & replace for codebases. Provides atomic renaming of symbols, files, and directories with full undo/redo. The MCP server lets AI assistants plan, preview, and apply rename operations safely, handling all naming conv Rootly-AI-Labs/Rootly-MCP-serverhttps://github.com/Rootly-AI-Labs/Rootly-MCP-serverMCP server for the incident management platform Rootly. run-sql-connectorxhttps://github.com/gigamori/mcp-run-sql-connectorxExecute SQL (PostgreSQL, MariaDB, BigQuery, MS SQL Server, RedShift, etc.) via ConnectorX and stream results to CSV/Parquet. MCP tool: runsql. Salaah MCPhttps://github.com/yusufk/salaah-mcpFastAPI and MCP service providing Islamic prayer times and other useful calculations. Scaffoldhttps://github.com/Beer-Bears/scaffoldScaffold is a Retrieval-Augmented Generation (RAG) system designed to structural understanding of large codebases. It transforms your source code into a living knowledge graph, allowing for precise, context-aware interactions that go far be scan-mcphttps://github.com/jacksenechal/scan-mcpMinimal MCP server for scanner capture (ADF/duplex/page-size); typed tools; JSON Schema–validated I/O; multipage assembly; Node 22 + SANE. SchemaCrawlerhttps://github.com/schemacrawler/SchemaCrawler-MCP-Server-UsageConnect to any relational database, and be able to get valid SQL, and ask questions like what does a certain column prefix mean. SchemaFlowhttps://github.com/CryptoRadi/schemaflow-mcp-serverReal-time PostgreSQL & Supabase database schema access for AI-IDEs via Model Context Protocol. Provides live database context through secure SSE connections with three powerful tools: getschema, analyzedatabase, and checkschemaalignment. Sc ScrapeGraphAIhttps://github.com/ScrapeGraphAI/Scrapegraph-aiAI-powered web scraping library that creates scraping pipelines using natural language.- ScrapeGraphAI Screenyhttps://github.com/rohanrav/screenyPrivacy-first macOS MCP server that provides visual context for AI agents through window screenshots SearXNGhttps://github.com/ihor-sokoliuk/mcp-searxngA Model Context Protocol Server for SearXNG Secure Fetchhttps://github.com/appsec-innovation-labs/secure-mcp-fetchSecure fetch to prevent access to local resources Shadcn Registry Managerhttps://github.com/reuvenaor/shadcn-registry-managerMCP server for Shadcn UI, enabling automated, remote, or containerized project management via local or remote registries. shadcn-ui-mcp-serverhttps://github.com/heilgar/shadcn-ui-mcp-serverA powerful and flexible MCP server designed to enhance the development experience with Shadcn UI components, providing tools for component management, documentation, and installation. Slackhttps://github.com/korotovsky/slack-mcp-serverThe most powerful MCP server for Slack Workspaces. This integration supports both Stdio and SSE transports, proxy settings and does not require any permissions or bots being created or approved by Workspace admins 😏. slite-mcphttps://github.com/fajarmf/slite-mcpModel Context Protocol server for Slite integration. Search and retrieve notes, browse note hierarchies, and access content from your Slite workspace. Snowflakehttps://github.com/isaacwasserman/mcp-snowflake-serverSnowflake database integration with read/write capabilities and insight tracking Skyvernhttps://github.com/Skyvern-AI/skyvern/tree/main/integrations/mcpMCP Server to let Claude / your AI control the browser Sonatype MCP Serverhttps://github.com/brianveltman/sonatype-mcpMCP for Sonatype Nexus Repository Manager and Sonatype Repository Firewall. Manage your DevSecOps practices through AI-assisted Workflows. Sourcererhttps://github.com/st3v3nmw/sourcerer-mcpMCP for semantic code search & navigation that reduces token waste spm-mcphttps://github.com/simpleswift/spm-mcpiOS Swift Package Manager server written in Swift Spotify Playerhttps://github.com/vsaez/mcp-spotify-playerControl Spotify playback, queue, volume and playlists from Claude/Cursor via MCP. (Python) SQLitehttps://github.com/panasenco/mcp-sqliteMCP server for SQLite files. Supports Datasette-compatible metadata! Squad AIhttps://github.com/the-basilisk-ai/squad-mcpProduct‑discovery and strategy platform integration. Create, query and update opportunities, solutions, outcomes, requirements and feedback from any MCP‑aware LLM. Storyblokhttps://github.com/Kiran1689/storyblok-mcp-serverStoryblok MCP server enables your AI assistants to directly access and manage your Storyblok spaces, stories, components, assets, workflows, and more. Svelte Documentationhttps://github.com/khromov/llmctxRemote server (SSE/Streamable) for the latest Svelte and SvelteKit documentation Task Orchestratorhttps://github.com/EchoingVesper/mcp-task-orchestratorAI-powered task orchestration and workflow automation with specialized agent roles, intelligent task decomposition, and seamless integration across Claude Desktop, Cursor IDE, Windsurf, and VS Code. Taskshttps://github.com/flesler/mcp-tasksAn efficient task manager. Designed to minimize tool confusion and maximize LLM budget efficiency while providing powerful search, filtering, and organization capabilities across multiple file formats (Markdown, JSON, YAML) Text-To-GraphQLhttps://github.com/Arize-ai/text-to-graphql-mcpMCP server for text-to-graphql, integrates with Claude Desktop and Cursor. TeamCityhttps://github.com/itcaat/teamcity-mcpMCP server for TeamCity, integrates with Claude Desktop and Cursor. TikTokhttps://github.com/Seym0n/tiktok-mcpTikTok integration for getting post details and video subtitles Tmuxhttps://github.com/nickgnd/tmux-mcpInteract with your Tmux sessions, windows and pane, execute commands in tmux panes and retrieve result. Todoisthttps://github.com/stanislavlysenko0912/todoist-mcp-serverFull implementation of Todoist Rest API for MCP server Trellohttps://github.com/m0xai/trello-mcp-serverTrello integration for working with boards, lists in boards and cards in lists. Trello MCPhttps://github.com/kocakli/Trello-Desktop-MCPTrello Desktop MCP server that enables Claude Desktop to interact with Trello boards, cards, lists, and team members through natural language commands. Terragrunt-Docshttps://github.com/Excoriate/mcp-terragrunt-docsTerragrunt documentation always up to date. Trino MCP Serverhttps://github.com/tuannvm/mcp-trinoA Go implementation of a Model Context Protocol (MCP) server for Trino, enabling LLM models to query distributed SQL databases through standardized tools. Unified Diff MCP Serverhttps://github.com/gorosun/unified-diff-mcpBeautiful HTML and PNG diff visualization using diff2html, designed for filesystem editfile dry-run output with high-performance Bun runtime. Unity3d Game Enginehttps://github.com/CoderGamester/mcp-unityMCP Server to control and interact with Unity3d Game Engine for game development User Feedbackhttps://github.com/mrexodia/user-feedback-mcpSimple MCP Server to enable a human-in-the-loop workflow in tools like Cline and Cursor. User Prompt MCPhttps://github.com/nazar256/user-prompt-mcpAn MCP server for Cursor that enables requesting user input during generation process. Vega-Litehttps://github.com/isaacwasserman/mcp-vegalite-serverGenerate visualizations from fetched data using the VegaLite format and renderer. Vibe Checkhttps://github.com/PV-Bhat/vibe-check-mcp-serverThe definitive Vibe Coder's sanity check MCP server: Prevents cascading errors by calling a "Vibe-check" agent to ensure alignment and prevent scope creep Wassengerhttps://github.com/wassengerhq/mcp-wassengerWassenger MCP server to chat, send messages and automate WhatsApp from any AI model client (free trial available). Weatherhttps://github.com/TimLukaHorstmann/mcp-weatherAccurate weather forecasts via the AccuWeather API (free tier available). KnowAir Weatherhttps://github.com/shuowang-ai/Weather-MCPReal-time weather and air quality via the Caiyun Weather API (meteorology + AQI, CN & US standards). Webexhttps://github.com/Kashyap-AI-ML-Solutions/webex-messaging-mcp-serverA Model Context Protocol (MCP) server that provides AI assistants with comprehensive access to Cisco Webex messaging capabilities. Web Search MCPhttps://github.com/mrkrsl/web-search-mcpA server that provides local, full web search, summaries and page extration for use with Local LLMs. Website Snapshothttps://github.com/gustavo-meilus/mcp-web-snapshotA MCP server that provides comprehensive website snapshot capabilities using Playwright. This server enables LLMs to capture and analyze web pages through structured accessibility snapshots, network monitoring, and console message collectio weibaohui/k8mhttps://github.com/weibaohui/k8mProvides multi-cluster Kubernetes management and operations using MCP, featuring a management interface, logging, and nearly 50 built-in tools covering common DevOps and development scenarios. Supports both standard and CRD resources. weibaohui/komhttps://github.com/weibaohui/komProvides multi-cluster Kubernetes management and operations using MCP, It can be integrated as an SDK into your own project and includes nearly 50 built-in tools covering common DevOps and development scenarios. Supports both standard and C Whois MCPhttps://github.com/bharathvaj-ganesan/whois-mcpMCP server that performs whois lookup against domain, IP, ASN and TLD. Windows CLIhttps://github.com/SimonB97/win-cli-mcp-serverMCP server for secure command-line interactions on Windows systems, enabling controlled access to PowerShell, CMD, and Git Bash shells. Windows Controlhttps://github.com/Cheffromspace/nutjs-windows-controlProgrammatic control over Windows system operations including mouse, keyboard, window management, and screen capture using nut.js. Windsorhttps://github.com/windsor-ai/windsor_mcpWindsor MCP (Model Context Protocol) enables your LLM to query, explore, and analyze your full-stack business data integrated into Windsor.ai with zero SQL writing or custom scripting. X (Twitter)https://github.com/mbelinky/x-mcp-serverEnhanced MCP server for Twitter/X with OAuth 2.0 support, v2 API media uploads, smart v1.1 fallbacks, and comprehensive rate limiting. Post tweets with text/media, search, and delete tweets programmatically. xcodebuildhttps://github.com/ShenghaiWang/xcodebuild🍎 Build iOS Xcode workspace/project and feed back errors to llm. XcodeBuildMCPhttps://github.com/cameroncooke/xcodebuildmcp Popular MCP server that enables AI agents to scaffold, build, run and test iOS, macOS, visionOS and watchOS apps or simulators and wired and wireless devices. It has powerful UI-automation capabilities like controlling the simulator, capt xcsimctlhttps://github.com/nzrsky/simctl-mcp-server🍎 Manage Xcode simulators. xctoolshttps://github.com/nzrsky/xctools-mcp-server🍎 MCP server for Xcode's xctrace, xcrun, xcodebuild. YouTubehttps://github.com/anaisbetts/mcp-youtubeFetch YouTube subtitles Yuga Plannerhttps://github.com/blackopsrepl/yuga-plannerAI Task schedule planning with LLamaIndex and Timefold: breaks down a task description and schedules it around an existing calendar MBrohttps://github.com/sitbon/magg/blob/main/docs/mbro.mdA powerful interactive terminal MCP Browser client with tab completion and automatic documentation that allows you to work with multiple MCP servers, manage tools, and create complex workflows using AI assistants. mcp-clihttps://github.com/wong2/mcp-clia cli inspector for MCP servers mcp-clienthttps://github.com/rakesh-eltropy/mcp-clientMCP REST API and CLI client for interacting with MCP servers, supports OpenAI, Claude, Gemini, Ollama etc. MCP-Bridgehttps://github.com/SecretiveShell/MCP-Bridge🐍 an openAI middleware proxy to use mcp in any existing openAI compatible client MCP-Chatbothttps://github.com/3choff/mcp-chatbotA simple yet powerful ⭐ CLI chatbot that integrates tool servers with any OpenAI-compatible LLM API. genkithttps://github.com/firebase/genkitagent and data transformation framework gpt-computer-assistanthttps://github.com/Upsonic/gpt-computer-assistantdockerized mcp client with Anthropic, OpenAI and Langchain. MCP-Connecthttps://github.com/EvalsOne/mcp-connectA client that enables cloud-based AI services to access local Stdio based MCP servers by HTTP/HTTPS requests. codemirror-mcphttps://github.com/marimo-team/codemirror-mcpCodeMirror extension that implements the Model Context Protocol (MCP) for resource mentions and prompt commands. LibreChathttps://www.librechat.ai/Open-source AI Web UI, supporting multiple providers including OpenAI, Anthropic, Google, Ollama, and local models. Includes MCP support for Agents. mcphub.nvimhttps://github.com/ravitemer/mcphub.nvimA Neovim plugin that provides a UI and api to interact with MCP servers. Nervehttps://github.com/evilsocket/nerveis an open source command line tool designed to be a simple yet powerful platform for creating and executing MCP integrated LLM-based agents. Shinkaihttp://github.com/dcSpark/shinkai-apps/is a two click install AI manager (Local and Remote) that allows you to create AI agents in 5 minutes or less using a simple UI. Agents and tools are exposed as an MCP Server. mcps-playgroundhttps://mcpsplayground.com/chata playground for Remote MCP servers create-mcp-tshttps://github.com/stephencme/create-mcp-tsCreate a new MCP server in TypeScript, batteries included - supports user-defined templates! LiteMCPhttps://github.com/wong2/litemcpA TypeScript framework for building MCP servers elegantly mcp-frameworkhttps://github.com/QuantGeekDev/mcp-frameworkFast and elegant Typescript framework for building MCP servers MCP Plexushttps://github.com/super-i-tech/mcp_plexusA secure, multi-tenant Python MCP server framework built to integrate easily with external services via OAuth 2.1, offering scalable and robust solutions for managing complex AI applications. oatpp-mcphttps://github.com/oatpp/oatpp-mcpAnthropic's Model Context Protocol implementation for Oat++ centralmind/gatewayhttps://github.com/centralmind/gatewayCLI that generates MCP tools based on your Database schema and data using AI and host as REST, MCP or MCP-SSE server ToolHivehttps://github.com/Stacklok/toolhiveA lightweight utility designed to simplify the deployment and management of MCP servers, ensuring ease of use, consistency, and security through containerization FileStashhttps://github.com/mickael-kerjean/filestash/tree/master/server/plugin/plg_handler_mcpRemote Storage Access: SFTP, S3, FTP, SMB, NFS, WebDAV, GIT, FTPS, gcloud, azure blob, sharepoint, etc... FileSystemhttps://github.com/mark3labs/mcp-filesystem-serverGolang implementation for local file system access Microsandboxhttps://github.com/microsandbox/microsandboxSelf-hosted platform for secure execution of AI code. Great for Code Interpreter, Data Analysis, Browser Use. GitLabhttps://github.com/modelcontextprotocol/servers/tree/main/src/gitlabGitLab platform integration for project management and CI/CD operations Gitingest-MCPhttps://github.com/puravparab/Gitingest-MCPGitingest integration providing prompt friendly summmaries of Github repos Google Drivehttps://github.com/modelcontextprotocol/servers/tree/main/src/gdriveGoogle Drive integration for file access, search, and management Adeuhttps://github.com/dealfluence/adeuAutomated DOCX Redlining Engine and "Virtual DOM" for Microsoft Word. Enables agents to read, diff, edit, and negotiate contracts locally or via live COM interop. DuckDBhttps://github.com/ktanaka101/mcp-server-duckdbDuckDB database integration with schema inspection and query capabilities DBUtilshttps://github.com/donghao1393/mcp-dbutilsA unified database access service for MCP that seamlessly integrates PostgreSQL and SQLite with a clean abstraction layer. TiDBhttps://github.com/c4pt0r/mcp-server-tidbMCP server implementation for TiDB (serverless) database. Redishttps://github.com/redis/mcp-redisA natural language interface designed for agentic applications to efficiently manage and search data in Redis. Atlassianhttps://github.com/sooperset/mcp-atlassianComprehensive integration with Atlassian suite including Confluence for documentation management and Jira for issue tracking. sslmonhttps://github.com/firesh/sslmon-mcpDomain/HTTPS/SSL domain registration information and SSL certificate monitoring capabilities. Query domain registration and expiration information, and SSL certificate information and validity status for any domain. Signozhttps://github.com/DrDroidLab/signoz-mcp-serverComprehensive integration with Signoz APIs and [documentation](https://signoz.io/docs/) for monitoring, observability, and debugging tasks related to your Signoz instances. VictoriaMetricshttps://github.com/VictoriaMetrics-Community/mcp-victoriametricsComprehensive integration with VictoriaMetrics APIs and [documentation](https://docs.victoriametrics.com/) for monitoring, observability, and debugging tasks related to your VictoriaMetrics instances. Puppeteerhttps://github.com/modelcontextprotocol/servers/tree/main/src/puppeteerBrowser automation for web scraping and interaction Brave Searchhttps://github.com/modelcontextprotocol/servers/tree/main/src/brave-searchWeb search capabilities using Brave's Search API Dumpling AIhttps://github.com/Dumpling-AI/mcp-server-dumplingaiAccess data, web scraping, and document conversion APIs by Dumpling AI NYTimeshttps://github.com/angheljf/nytSearch articles using the NYTimes API RivalSearchMCPhttps://github.com/damionrashford/RivalSearchMCPA powerful MCP server providing a suite of tools for web search, content discovery, and automated research workflows. ArXivhttps://github.com/blazickjp/arxiv-mcp-serverSearch ArXiv research papers PapersWithCodehttps://github.com/hbg/mcp-paperswithcodeSearch research papers, conferences, and codebases through PapersWithCode API Websearchhttps://github.com/mnhlt/WebSearch-MCPSelf-hosted Websearch service. Browser Controlhttps://github.com/eyalzh/browser-control-mcpAn MCP server paired with a browser extension allowing local browser control. RAG Web Browserhttps://github.com/apify/mcp-server-rag-web-browserAn MCP server for Apify's open-source RAG Web Browser Actor to perform web searches, scrape URLs, and return content in Markdown. mcp-server-webcrawlhttps://github.com/pragmar/mcp-server-webcrawlAdvanced search and retrieval for web crawler data. Supports WARC, wget, Katana, SiteOne, and InterroBot crawlers. Google Mapshttps://github.com/modelcontextprotocol/servers/tree/main/src/google-mapsGoogle Maps integration for location services, routing, and place details Open Strategy Partners Marketing Toolshttps://github.com/open-strategy-partners/osp_marketing_toolsa standardized editing code system, writing guidelines, web metadata generator, and product communication framework. Apple Bookshttps://github.com/vgnshiyer/apple-books-mcpTransform your Apple Books to a queryable knowledge base. eBook-mcphttps://github.com/onebirdrocks/ebook-mcpA lightweight MCP server that allows LLMs to read and interact with your personal PDF and EPUB ebooks on your local machine. Ideal for building AI reading assistants or chat-based ebook interfaces. Shellhttps://github.com/rusiaaman/wcgwAutonomous shell execution and computer control (Mac) Command Linehttps://github.com/phialsbasement/cmd-mcp-serverMCP server allowing any and all command execution over CMD(BE CAREFUL). Spotifyhttps://github.com/varunneal/spotify-mcpConnects with Spotify for playback control and track/album/artist/playlist management. Unity Enginehttps://github.com/IvanMurzak/Unity-MCPTools for Unity Editor and for a game made with Unity CoinMarkethttps://github.com/anjor/coinmarket-mcp-serverCoinmarket API integration for cryptocurrency data LongPort OpenAPIhttps://github.com/longportapp/openapi/tree/main/mcpProvides real-time stock market data, provides AI access analysis and trading capabilities through MCP. ZBDhttps://github.com/zebedeeio/zbd-payments-typescript-sdk/tree/main/packages/mcp-serverInteract with ZBD's payment processing APIs for instant global payments with Bitcoin and Lightning Network Ancestryhttps://github.com/reeeeemo/ancestry-mcpRead .ged files and genetic data Probe.devhttps://mcp.probe.devProfessional media analysis and validation MCP server with FFprobe, MediaInfo, and comprehensive reporting capabilities OpenNutritionhttps://github.com/deadletterq/mcp-opennutritionSearch 300,000+ foods, nutrition facts, and barcodes from the OpenNutrition database Congresshttps://github.com/amurshak/congressMCPQuery and reeason about legislative data from Congress.gov LlamaCloudhttps://github.com/run-llama/mcp-server-llamacloudLlamaCloud MCP Server. A TypeScript-based MCP server connecting to a managed index on LlamaCloud. OpenRPChttps://github.com/shanejonas/openrpc-mpc-serverA Model Context Protocol server that provides JSON-RPC functionality through OpenRPC. Figmahttps://github.com/GLips/Figma-Context-MCPPaste a link to your Figma design to get its data in a ready-to-implement format. VSCode Devtoolshttps://github.com/biegehydra/BifrostMCPConnect to VSCode ide and allows using semantic tools like findusages tom28881/mcp-jira-serverhttps://github.com/tom28881/mcp-jira-serverComprehensive TypeScript MCP server for Jira with 20+ tools covering complete project management workflow: issue CRUD, sprint management, comments/history, attachments, batch operations. Features universal field auto-detection, full Czech/l DefangLabs/defanghttps://github.com/DefangLabs/defangCLI and MCP server for building and deploying Docker Compose-compatible projects to your own AWS, GCP, or DigitalOcean account. Keycloakhttps://github.com/ChristophEnglisch/keycloak-model-context-protocolMCP server implementation for managing Keycloak users, groups, and realms using natural language queries. Pipedreamhttps://github.com/PipedreamHQ/pipedream/tree/master/modelcontextprotocolConnect with 2,500 APIs with 8,000+ prebuilt tools, and manage servers for your users, in your own app. Larahttps://github.com/translated/lara-mcpMCP Server for Lara Translate API, enabling powerful translation capabilities with support for language detection and context-aware translations Netwrixhttps://github.com/netwrix/mcp-server-naaA FastMCP-based server for Netwrix Access Analyzer data analysis, designed for enhanced data analysis capabilities. CDSPhttps://github.com/sanyambassi/ciphertrust-manager-mcp-serverMCP server for Thales CipherTrust Manager integration, enabling secure key management, cryptographic operations, and compliance monitoring through AI assistants. CAKMhttps://github.com/sanyambassi/thales-cdsp-cakm-mcp-serverMCP server for Thales CDSP CAKM integration, enabling secure key management, cryptographic operations, and compliance monitoring through AI assistants for Ms SQL and Oracle Databases. CRDPhttps://github.com/sanyambassi/thales-cdsp-crdp-mcp-serverMCP server for Thales CipherTrust Manager RestFul Data Protection service. CSMhttps://github.com/sanyambassi/thales-cdsp-csm-mcp-serverMCP server for Thales CipherTrust Secrets Management Coreflux MQTThttps://github.com/CorefluxCommunity/CorefluxMCPServerMCP server for the Coreflux MQTT broker, enabling AI agents to transfom the broker into a automation hub and interact with IoT devices and messaging systems through the MQTT protocol. Bagelhttps://github.com/Extelligence-ai/bagelChatGPT for physical data. Troubleshoot your robots and drones with natural language. No fuss. mcp-gethttps://github.com/michaellatman/mcp-getCLI tool for installing and managing MCP servers. Simplifies server installation and configuration for Claude Desktop. mxcphttp://github.com/raw-labs/mxcpOpen-source framework for building secure, testable, enterprise-grade MCP tools from SQL or Python on top of dbt + DuckDB. Remote MCPhttps://github.com/ssut/Remote-MCPSolution to Remote MCP Communication, enabling effortless integration for centralized management of Model Context yamcphttps://github.com/hamidra/yamcpA Model Context Workspace Manager. Oraganize your MCP servers in local workspaces (coding, design, research, ...), scan, monitor, and integrate each workspace with AI apps via a unified CLI. Kronoshttps://github.com/shiyu-coder/KronosFoundation model for financial K-line data. MiniMax M2https://github.com/MiniMax-AI/MiniMax-M2MiniMax's agent model. Kimi K2.5https://github.com/MoonshotAI/Kimi-K2.5Moonshot's agentic K2.5 stack. GPT-4ohttps://platform.openai.com/docs/models/gpt-4oOpenAI multimodal flagship. GPT-4o minihttps://platform.openai.com/docs/models/gpt-4o-miniCheap GPT-4o-class small model. Claude Sonnet 4.5https://www.anthropic.com/claude/sonnetAnthropic's coding-focused frontier model. Claude 3.5 Sonnethttps://www.anthropic.com/claudePrevious-gen Claude, still widely deployed. Gemini 2.5 Prohttps://deepmind.google/models/gemini/pro/Google's top reasoning model; video + audio input. Gemini 2.5 Flashhttps://deepmind.google/models/gemini/flash/Fast multimodal Gemini; free AI Studio tier. Llama 3.3 70Bhttps://llama.meta.comMeta's flagship open-weights model. Llama 3.1 405Bhttps://llama.meta.comMeta's largest open model. DeepSeek-V3https://deepseek.comMoE open-weights flagship. DeepSeek-R1https://deepseek.comOpen reasoning model. Qwen2.5 72Bhttps://qwen.aiAlibaba's strong open model. Mixtral 8×22Bhttps://mistral.aiMistral's open MoE. Mistral Large 2https://mistral.aiMistral's dense flagship. Command R+https://cohere.com/commandCohere RAG-tuned model. Kimi K2https://kimi.moonshot.cnMoonshot's open agentic model. GLM-4.6https://z.aiZ.ai's open coding model. Veo 3https://deepmind.google/models/veo/Google video generation. Sora 2https://openai.com/soraOpenAI video generation. Kling 2https://klingai.comKuaishou video generation. Wan 2.5https://github.com/Wan-VideoAlibaba open video model. HunyuanVideohttps://github.com/Tencent/HunyuanVideoTencent open video generation. FLUX 1.1 Prohttps://bfl.aiBlack Forest Labs image generation. FLUX.1 [dev]https://github.com/black-forest-labs/fluxOpen-weights FLUX image model. Whisper large-v3https://github.com/openai/whisperOpenAI open speech-to-text. Eleven v3https://elevenlabs.ioExpressive TTS. GPT-6 Astrahttps://platform.openai.comOpenAI's GPT-6 frontier flagship — agentic coding, computer use, million-token retrieval. GPT-6.1 Solhttps://platform.openai.comNear-Astra capability at one-fifth the list price — the cost-efficient frontier pick. GPT-5.6https://platform.openai.comOpenAI frontier flagship family. GPT-5.6 Solhttps://platform.openai.comGPT-5.6 reasoning variant. GPT-5.5https://platform.openai.comGPT-5.5 flagship. GPT-5.4https://platform.openai.comGPT-5.4 generation. GPT-5.3 Codexhttps://platform.openai.comGPT-5.3 coding-specialized. Claude Opus 5.5https://www.anthropic.com/claudeAnthropic's 5.5 flagship — SOTA Terminal-Bench 4.0 (vendor-run 66.4% xhigh; independent 59.6%). Claude Sonnet 5.5https://www.anthropic.com/claudeNear-Opus quality at Sonnet price — 30%+ faster than Sonnet 5. Claude Fable 5.1https://www.anthropic.com/claudeAnthropic Fable frontier. Claude Fable 5https://www.anthropic.com/claudeAnthropic Fable generation. Claude Opus 5https://www.anthropic.com/claudeAnthropic Opus tier. Claude Opus 4.8https://www.anthropic.com/claudeOpus 4.x flagship. Claude Sonnet 5https://www.anthropic.com/claudeSonnet 5 mid tier. Grok 4.6https://x.aixAI Grok frontier. Grok 4https://x.aixAI Grok 4. Kimi K3https://kimi.moonshot.cnMoonshot's K3 agentic flagship. DeepSeek-V4 Prohttps://deepseek.comDeepSeek V4 reasoning flagship. DeepSeek-V4 Flashhttps://deepseek.comDeepSeek V4 fast variant. Muse Spark 1.3https://ai.meta.comMeta's frontier — reported 75.4% DeepSWE v1.1 at max reasoning. Qwen 3.8 Maxhttps://qwen.aiAlibaba's Qwen 3.8 flagship. Qwen 3.7 Maxhttps://qwen.aiQwen 3.7 generation. Gemini 3.8 Flashhttps://deepmind.google/models/gemini/Gemini 3.8 fast multimodal — strong DeepSWE for a Flash tier. Gemini 3.1 Prohttps://deepmind.google/models/gemini/Gemini 3.1 reasoning pro. Gemini 3.7 Flashhttps://deepmind.google/models/gemini/Gemini 3.7 fast multimodal. Gemini 3.6 Flashhttps://deepmind.google/models/gemini/Gemini 3.6 fast multimodal. GLM-5.3https://z.aiZ.ai GLM 5.3 flagship. GLM-5.3 Flashhttps://z.aiGLM 5.3 fast variant. Nemotron Ultrahttps://build.nvidia.comNVIDIA's open reasoning model. Morph V3https://morphllm.comMorph's fast apply/edit model. K2 Thinkinghttps://kimi.moonshot.cnKimi K2 reasoning variant. Gemini 4 Hydrogenhttps://openrouter.ai/google/gemini-4-hydrogenGemini 4 Hydrogen is the high-efficiency workhorse model of the Gemini 4 family from Google, built for high-throughput agentic workflows, coding and multi-model routing at lower cost and latency than. Gemini 4 Carbonhttps://openrouter.ai/google/gemini-4-carbonGemini 4 Carbon is a frontier Gemini 4 model from Google for coding, agentic and complex reasoning work. Claude Fable 5.2https://openrouter.ai/anthropic/claude-fable-5.2Claude Fable 5.2 is Anthropic's most capable model for the most demanding technical work, with gains over Fable 5.1 in coding, reasoning, and vision. Muse Emberhttps://openrouter.ai/meta/muse-emberMuse Ember is the smallest and most efficient model from Meta that’s designed for complex reasoning execution and the work agents repeat all day: tool calls, coding agent subtasks, routing,... Gemini Omni 1.2 Flashhttps://openrouter.ai/google/gemini-omni-1.2-flashGemini Omni 1.2 Flash is Google's native multimodal video generation and editing model, the successor to Gemini Omni 1.1 Flash. Gemini Omni 1.1 Flashhttps://openrouter.ai/google/gemini-omni-1.1-flashGemini Omni 1.1 Flash is Google's native multimodal video generation and editing model, the generally available successor to Gemini Omni Flash Preview. GLM 5.3 FlashX Legalhttps://openrouter.ai/z-ai/glm-5.3-flashx-legalGLM-5.3-FlashX-Legal (GLM-Legal) is Z.ai's legal-domain variant of GLM-5.3-FlashX, a native multimodal model that accepts text, image, and video input and produces text. GPT-6.1 Terra Prohttps://openrouter.ai/openai/gpt-6.1-terra-proGPT-6.1 Terra Pro is the same underlying model as [GPT-6.1 Terra](https://openrouter.ai/openai/gpt-6.1-terra), served with `reasoning.mode` set to `pro` for higher-quality responses on complex tasks. GPT-6.1 Terrahttps://openrouter.ai/openai/gpt-6.1-terraGPT-6.1 Terra is the mid-tier model in OpenAI's GPT-6.1 series, priced below GPT-6.1 Sol. Kimi K3.1 Prohttps://openrouter.ai/moonshotai/kimi-k3.1-proKimi K3.1 Pro is Moonshot AI's flagship open-weight multimodal reasoning model and a post-trained successor to Kimi K3, with a 1M-token context window. MiniMax M3.1 Flashhttps://openrouter.ai/minimax/minimax-m3.1-flashMiniMax-M3.1-Flash is a multimodal model from MiniMax. Muse Spark Openhttps://openrouter.ai/meta/muse-spark-openMuse Spark Open is a coding-optimized open-weight model. Nemotron 3.5 Super VLhttps://openrouter.ai/nvidia/nemotron-3.5-super-vlNVIDIA Nemotron 3.5 Super VL is an open multimodal mixture-of-experts model from NVIDIA, with 12B active parameters out of 120B total. Gemini 4 Argonhttps://openrouter.ai/google/gemini-4-argonGemini 4 Argon is Google's flagship reasoning model, built for complex software engineering, deep mathematical and scientific problem solving, and autonomous multi-step agents. Muse Wonderhttps://openrouter.ai/meta/muse-wonderMuse Wonder is a frontier reasoning model from Meta, designed for complex personal and professional agentic tasks. Claude Haiku 5.5https://openrouter.ai/anthropic/claude-haiku-5.5Claude Haiku 5.5 is Anthropic's small, fast model for high-volume, cost-sensitive work such as summarization, subagents, and browser use. Nano Banana 2.1https://openrouter.ai/google/gemini-nano-banana-2.1Nano Banana 2.1 (Gemini Nano Banana 2.1) is Google's image generation and editing model on the Flash tier, succeeding Nano Banana 2 and Nano Banana Pro. Mistral Large 4https://openrouter.ai/mistralai/mistral-large-4-0Mistral Large 4 is a frontier multimodal (text and image input) model from Mistral AI built for reasoning, coding, and agentic workloads. GPT-6.1 Sol Prohttps://openrouter.ai/openai/gpt-6.1-sol-proGPT-6.1 Sol Pro is the same underlying model as [GPT-6.1 Sol](https://openrouter.ai/openai/gpt-6.1-sol), served with `reasoning.mode` set to `pro` for higher-quality responses on complex tasks. GLM 5.3 Primehttps://openrouter.ai/z-ai/glm-5.3-primeGLM-5.3-Prime is the high-speed variant of Z.ai's GLM-5.3, inheriting its full capabilities while delivering 1.5–2× the output throughput through inference acceleration. Qwen3.8 Max Primehttps://openrouter.ai/qwen/qwen3.8-max-primeQwen3.8 Max Prime is a higher-throughput variant of Qwen3.8 Max from Alibaba's Qwen team, served as a separate SKU at a higher price point. Command A+https://openrouter.ai/cohere/command-a-plusCommand A+ is Cohere's flagship model for enterprise agentic workflows. GPT-6 Luna Prohttps://openrouter.ai/openai/gpt-6-luna-proGPT-6 Luna Pro is the same underlying model as [GPT-6 Luna](https://openrouter.ai/openai/gpt-6-luna), served with `reasoning.mode` set to `pro` for higher-quality responses on complex tasks. GPT-6 Lunahttps://openrouter.ai/openai/gpt-6-lunaGPT-6 Luna is the fast, cost-efficient model in OpenAI's GPT-6 series, positioned below GPT-6 Sol. GPT-6 Sol Prohttps://openrouter.ai/openai/gpt-6-sol-proGPT-6 Sol Pro is the same underlying model as [GPT-6 Sol](https://openrouter.ai/openai/gpt-6-sol), served with `reasoning.mode` set to `pro` for higher-quality responses on complex tasks. GPT-6 Solhttps://openrouter.ai/openai/gpt-6-solGPT-6 Sol is the cost-efficient high-end model in OpenAI's GPT-6 series, positioned below the flagship GPT-6 Astra and above the fast GPT-6 Luna tier. Grok 4.7https://openrouter.ai/x-ai/grok-4.7Grok 4.7 is SpaceXAI's flagship model for coding, agentic tasks, and knowledge work, succeeding Grok 4.6. Qwen3.8 Omni Flashhttps://openrouter.ai/qwen/qwen3.8-omni-flashQwen3.8 Omni Flash is an omni-modal reasoning model from Alibaba, the first Qwen model built around agentic capabilities with native audio-video understanding. GLM 5.3 FlashXhttps://openrouter.ai/z-ai/glm-5.3-flashxGLM-5.3-FlashX is the high-speed variant of Z.ai's GLM-5.3-Flash, a native multimodal model delivering inference speeds of up to 200 tokens/s. DeepSeek V4.1 Flashhttps://openrouter.ai/deepseek/deepseek-v4.1-flashDeepSeek V4.1 Flash is a sparse mixture-of-experts model from DeepSeek, and the first built on the company's Causal Encoder-Decoder (CED) architecture. GPT-6 Astra Prohttps://openrouter.ai/openai/gpt-6-astra-proGPT-6 Astra Pro is the same underlying model as [GPT-6 Astra](https://openrouter.ai/openai/gpt-6-astra), served with `reasoning.mode` set to `pro` for higher-quality responses on complex tasks. Qwen3.8 Flashhttps://openrouter.ai/qwen/qwen3.8-flashQwen3.8 Flash is a multimodal reasoning model from Alibaba. DeepSeek V4 Flash Vision Exphttps://openrouter.ai/deepseek/deepseek-v4-flash-vision-expDeepSeek V4 Flash Vision Exp is an experimental vision-enabled version of [DeepSeek V4 Flash 0731](https://openrouter.ai/deepseek/deepseek-v4-flash-0731) from DeepSeek, adding image understanding whil Qwen3.8 27Bhttps://openrouter.ai/qwen/qwen3.8-27bQwen3.8 27B is an open-weight dense vision-language model from Qwen. Qwen3.8 2.4T A95Bhttps://openrouter.ai/qwen/qwen3.8-2.4t-a95bQwen3.8 2.4T A95B is an open-weight sparse mixture-of-experts model from Qwen and the open-weight variant of [Qwen3.8 Max](/qwen/qwen3.8-max), with 95 billion active parameters out of 2.4 trillion tot Nemotron 3.5 Lightninghttps://openrouter.ai/nvidia/nemotron-3.5-lightningNVIDIA Nemotron 3.5 Lightning is an open mixture-of-experts model from NVIDIA, with 3B active parameters out of 30B total. Muse Glimmer 30Bhttps://openrouter.ai/meta/muse-glimmer-30bMuse Glimmer 30B is a dense, open-weight multimodal model from Meta Superintelligence Labs, distilled from Muse Spark and optimized for autonomous agents on consumer hardware. Muse Spark 1.2https://openrouter.ai/meta/muse-spark-1.2Muse Spark 1.2 is a reasoning model from Meta, designed for complex agentic tasks. Qwen3.7 Flashhttps://openrouter.ai/qwen/qwen3.7-flashQwen3.7 Flash is a vision-language reasoning model from Alibaba. Gemini 3.5 Flash Litehttps://openrouter.ai/google/gemini-3.5-flash-liteGemini 3.5 Flash Lite is a high-efficiency model from Google with upgraded agentic capabilities. Muse Spark 1.1https://openrouter.ai/meta/muse-spark-1.1Muse Spark 1.1 is a multimodal reasoning model from Meta, built for agentic tasks. GPT-5.6 Luna Prohttps://openrouter.ai/openai/gpt-5.6-luna-proGPT-5.6 Luna Pro is the same underlying model as [GPT-5.6 Luna](https://openrouter.ai/openai/gpt-5.6-luna), served with `reasoning.mode` set to `pro` for higher-quality responses on complex tasks. GPT-5.6 Lunahttps://openrouter.ai/openai/gpt-5.6-lunaGPT-5.6 Luna is a fast, cost-efficient model in OpenAI's GPT-5.6 series. GPT-5.6 Terra Prohttps://openrouter.ai/openai/gpt-5.6-terra-proGPT-5.6 Terra Pro is the same underlying model as [GPT-5.6 Terra](https://openrouter.ai/openai/gpt-5.6-terra), served with `reasoning.mode` set to `pro` for higher-quality responses on complex tasks. GPT-5.6 Terrahttps://openrouter.ai/openai/gpt-5.6-terraGPT-5.6 Terra is a balanced model in OpenAI's GPT-5.6 series, positioned between the flagship Sol tier and the cost-efficient Luna tier. GPT-5.6 Sol Prohttps://openrouter.ai/openai/gpt-5.6-sol-proGPT-5.6 Sol Pro is the same underlying model as [GPT-5.6 Sol](https://openrouter.ai/openai/gpt-5.6-sol), served with `reasoning.mode` set to `pro` for higher-quality responses on complex tasks. Grok 4.5https://openrouter.ai/x-ai/grok-4.5Grok 4.5 is a model from SpaceXAI with frontier performance on coding, knowledge work, and STEM. GLM 5.2https://openrouter.ai/z-ai/glm-5.2GLM 5.2 is a large-scale reasoning model from Z.ai. Kimi K2.7 Codehttps://openrouter.ai/moonshotai/kimi-k2.7-codeMoonshotAI: Kimi K2.7 Code is a coding-focused model in Moonshot AI's Kimi K2 family, built to complete end-to-end programming tasks reliably over long contexts. Qwen3.7 Plushttps://openrouter.ai/qwen/qwen3.7-plusQwen3.7-Plus is a cost-effective model in Alibaba's Qwen3.7 series. MiniMax M3https://openrouter.ai/minimax/minimax-m3MiniMax-M3 is a multimodal foundation model from MiniMax. Grok Build 0.1https://openrouter.ai/x-ai/grok-build-0.1Grok Build 0.1 is SpaceXAI’s fast coding model trained specifically for agentic software engineering workflows. Gemini 3.5 Flashhttps://openrouter.ai/google/gemini-3.5-flashGemini 3.5 Flash is Google's high-efficiency multimodal model, bringing near-Pro level coding and reasoning at Flash-tier cost and speed. Groqhttps://groq.comUltra-fast LPU inference for open models. Google AI Studio / Gemini APIhttps://aistudio.google.comGemini family with a genuinely free tier. OpenRouterhttps://openrouter.aiUnified API over hundreds of models incl. a free pool. NVIDIA NIMhttps://build.nvidia.comHosted open-model endpoints with free credits. Mistral La Plateformehttps://console.mistral.aiMistral models; free experiment tier. Cerebras Inferencehttps://cerebras.aiWafer-scale fast inference, free tier. GitHub Modelshttps://github.com/marketplace/modelsFree model playground + API for GitHub accounts. HuggingFace Inferencehttps://huggingface.co/inference-apiHosted inference across the HF model hub. FreeLLM APIhttps://freellmapi.comCommunity free-tier LLM endpoints. OpenAIhttps://platform.openai.comGPT frontier models, images, audio, video. Anthropichttps://console.anthropic.comClaude frontier models. AWS Bedrockhttps://aws.amazon.com/bedrockManaged multi-provider model service. Azure OpenAIhttps://azure.microsoft.com/products/ai-services/openai-serviceOpenAI models on Azure. Google Vertex AIhttps://cloud.google.com/vertex-aiGCP's managed model + agent platform. DeepSeekhttps://platform.deepseek.comDeepSeek models, very low cost. xAI / Grokhttps://console.x.aiGrok models. Together AIhttps://together.aiOpen-model inference + fine-tuning. Fireworks AIhttps://fireworks.aiFast open-model inference. Perplexity Sonarhttps://docs.perplexity.aiSearch-grounded answer models. Moonshot / Kimihttps://platform.moonshot.aiKimi models, long context. MorphLLMhttps://morphllm.comFast apply/edit model endpoints. Z.ai GLMhttps://z.aiGLM model family. Alibaba DashScopehttps://dashscope.aliyun.comQwen model endpoints. SambaNovahttps://sambanova.aiRDU inference + free cloud tier. Hyperbolichttps://hyperbolic.xyzCheap open-model GPU inference. Novita AIhttps://novita.aiServerless GPU model APIs. Ollama Cloudhttps://ollama.com/cloudHosted Ollama-compatible inference. Ollamahttps://ollama.comThe default local model runner; CLI + OpenAI-compatible API. ComfyUIhttps://www.comfy.orgNode-graph image/video generation UI. llama.cpphttps://github.com/ggml-org/llama.cppGGUF inference engine underneath most local runners. vLLMhttps://github.com/vllm-project/vllmHigh-throughput GPU serving for open models. whisper.cpphttps://github.com/ggerganov/whisper.cppLocal Whisper inference. LocalAIhttps://localai.ioSelf-hosted OpenAI-compatible API. exohttps://github.com/exo-explore/exoCluster everyday devices into a GPU pool. text-generation-webuihttps://github.com/oobabooga/text-generation-webuiFeature-rich local web UI for models. Janhttps://jan.aiOpen-source local AI desktop app. AirLLMhttps://github.com/lyogavin/airllmRun 70B models on 4GB RAM via layer-wise inference. Tabbyhttps://tabby.tabbyml.comSelf-hosted coding assistant. InvokeAIhttps://invoke-ai.github.ioVisual creative engine for diffusion. MLC LLMhttps://llm.mlc.aiCompile models for every device incl. phones/browser. KoboldCpphttps://github.com/LostRuins/koboldcppSingle-binary local runner. Text Generation Inferencehttps://github.com/huggingface/text-generation-inferenceHF's production serving stack. Hyperspace Podshttps://hyperspaceai.agiDecentralized inference pods network. LM Studiohttps://lmstudio.aiPolished local model desktop app + local server. Colibri.aihttps://github.com/nickr-s/ColibriLightweight local inference toolkit. T3rnel WavePayhttps://github.com/t3ratech/t3rnelPayment authority (sibling product; PayNow-first). PayNowhttps://paynow.co.zwZimbabwe payment gateway. PayPalhttps://developer.paypal.comPayments + payouts API. Stripehttps://stripe.comPayments infrastructure. x402https://x402.orgHTTP-native micropayment protocol for agents. Lemon Squeezyhttps://lemonsqueezy.comMerchant-of-record for digital products. Gumroadhttps://gumroad.comDigital product storefront + API. Ko-fihttps://ko-fi.comTips + shop + memberships. GitHub Sponsorshttps://github.com/sponsorsOSS funding. Open Collectivehttps://opencollective.comTransparent project funding. Amazon KDPhttps://kdp.amazon.comSelf-publishing rail. OpenSeahttps://opensea.ioLargest NFT marketplace. Blurhttps://blur.ioPro-trader NFT market. Magic Edenhttps://magiceden.ioMulti-chain NFT marketplace. Tensorhttps://tensor.tradeSolana pro NFT exchange. Rariblehttps://rarible.comMulti-chain NFT marketplace + protocol. LooksRarehttps://looksrare.orgNFT marketplace with rewards. X2Y2https://x2y2.ioCommunity-run NFT marketplace. Joepegshttps://joepegs.comAvalanche NFT marketplace. Polymarkethttps://polymarket.comThe largest crypto prediction market — bots trade USDC on Polygon. Manifoldhttps://manifold.marketsPlay-money prediction market with an open API. Kalshihttps://kalshi.comRegulated US prediction exchange with an API. Limitless Exchangehttps://limitless.exchangeCrypto prediction market. Metaculushttps://www.metaculus.comForecasting platform with a public API. Hedgyhttps://hedgy.marketPrediction market on Solana. Myriad Marketshttps://myriad.marketsPrediction markets + news. Drift Forecasthttps://drift.tradeSolana perpetuals + prediction rails. Strixhttps://strix.aiAutonomous AI penetration testing. Trivyhttps://trivy.devContainer + IaC + dependency scanner. Nucleihttps://github.com/projectdiscovery/nucleiTemplate-based vuln scanner. TruffleHoghttps://github.com/trufflesecurity/trufflehogFind leaked credentials. MobSFhttps://mobsf.github.io/Mobile-Security-Framework-MobSFMobile app security framework. OWASP ZAPhttps://www.zaproxy.orgThe Zed Attack Proxy — DAST. Grypehttps://github.com/anchore/grypeVuln scanner for images + filesystems. OSV-Scannerhttps://github.com/google/osv-scannerGoogle's vuln database scanner. Checkovhttps://www.checkov.ioIaC security scanning. Bandithttps://github.com/PyCQA/banditPython security linter. Snykhttps://snyk.ioSAST/SCA/secret scanning platform + MCP + CLI. Bearerhttps://github.com/Bearer/bearerPrivacy + security SAST. cargo audithttps://github.com/rustsec/rustsecRustSec advisory scanner. Horusechttps://github.com/ZupIT/horusecSAST + secrets + deps orchestrator. SonarQubehttps://www.sonarsource.com/products/sonarqubeCode quality + security analysis platform. CodeQLhttps://codeql.github.comGitHub's semantic code analysis. npm audithttps://docs.npmjs.com/cli/v10/commands/npm-auditBuilt-in npm dependency audit. Superpowershttps://github.com/obra/superpowersAgentic skill framework + skills library. awesome-llm-apps collectionhttps://github.com/Shubhamsaboo/awesome-llm-appsCurated LLM app collection — RAG, agents, voice, MCP examples. Multi-MCP agent (awesome-llm-apps)https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/mcp_ai_agents/multi_mcp_agentExample: multi-server MCP agent. Agentic RAG (awesome-llm-apps)https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/rag_tutorials/agentic_rag_gpt5Example: agentic RAG with reasoning. Browser MCP agent (awesome-llm-apps)https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/mcp_ai_agents/browser_mcp_agentExample: browser-driving MCP agent. x402 paying agent (awesome-llm-apps)https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/starter_ai_agents/ai_x402_paying_agentExample: agent that pays via x402. Voice RAG agent (awesome-llm-apps)https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/voice_ai_agents/voice_rag_openaisdkExample: voice + retrieval agent. advisor-orchestrator-worker skillhttps://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/agent_skills/advisor-orchestrator-workerSkill: orchestrate advisor→worker delegation. commit-archaeologist skillhttps://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/agent_skills/commit-archaeologistSkill: dig through git history for why code exists. dependency-doctor skillhttps://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/agent_skills/dependency-doctorSkill: diagnose and fix dependency issues. evals skillhttps://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/agent_skills/evalsSkill: build and run agent evaluations. first-reader skillhttps://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/agent_skills/first-readerSkill: first-pass read + summarize of codebases. project-graveyard skillhttps://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/agent_skills/project-graveyardSkill: audit and archive dead projects. scope-creep-detector skillhttps://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/agent_skills/scope-creep-detectorSkill: catch scope creep in agent work. self-improving-agent-skillshttps://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/agent_skills/self-improving-agent-skillsSkills that make agents improve their own skills. thinking-out-loud skillhttps://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/agent_skills/thinking-out-loudSkill: visible agent reasoning trace. Cavemanhttps://github.com/juliusbrussee/cavemanDetects your AI coding agents and installs configs. claude-memhttps://github.com/thedotmack/claude-memMemory compression for Claude Code sessions. awesome-mcp-servershttps://github.com/punkpeye/awesome-mcp-serversThe biggest curated MCP list. MCP official servershttps://github.com/modelcontextprotocol/serversReference MCP server collection. Awesome Claude Code Subagentshttps://github.com/VoltAgent/awesome-claude-code-subagentsCurated sub-agent collection. Everything Claude Code (ECC)https://github.com/WorldFlowAI/everything-claude-codeEverything-for-Claude-Code collection — agents, skills, commands. awesome-mcp-servers (appcypher)https://github.com/appcypher/awesome-mcp-serversCurated MCP server list. Snykhttps://snyk.ioSAST/SCA/secret scanning + MCP + CLI. awesome-mcp-servers (wong2)https://github.com/wong2/awesome-mcp-serversOriginal curated MCP list. ClawHubhttps://clawhub.comSkills marketplace for agent runtimes. FangHubhttps://fanghub.aiOpenFang agent skill/tool registry. Smitheryhttps://smithery.aiMCP server registry + install CLI. T3rnel skillshttps://github.com/t3ratech/t3rnelFirst-party T3rnel skill set (search, ship, audit, pentest…). Agent-Native templateshttps://github.com/BuilderIO/agent-native/tree/main/templates16 first-party app templates (chat, tasks, crm, mail, calendar, clips, plan…) — scaffolded apps with agent parity built in. Agent-Native skillshttps://github.com/BuilderIO/agent-native/tree/main/.agents/skills~80 SKILL.md engineering skills — actions, A2A, sharing, automations, reliable-mutations — same format T3rnel/Claude agents read. Agent-Native community appshttps://github.com/BuilderIO/agent-native/tree/main/community-templatesCommunity GTM mini-apps (churn-warning, prospect-tracker, win-loss) showing the composable-mini-app pattern. Penetration testing with Strixhttps://github.com/t3ratech/t3rnelAutonomous AI pentest skill — exploits and proves vulns (OWASP+). Find security vulnerabilities (Strix)https://github.com/t3ratech/t3rnelWhite-box security review + live exploit proofs. Fix security vulnerabilities (Strix)https://github.com/t3ratech/t3rnelRoot-cause remediation flow for pentest findings. Semgrephttps://semgrep.devStatic analysis rule engine. Gitleakshttps://github.com/gitleaks/gitleaksSecret scanning for repos. graphifyhttps://github.com/graphifyCode → knowledge graph tool + MCP. Moltbookhttps://moltbook.comAgent social network (agents post, humans watch). AgentHansahttps://agenthansa.comAgent forum + bounty board. AI Agent Storehttps://aiagentstore.aiAgent directory + community board. Steve Arena (OOBE)https://steve.oobeprotocol.aiAgent arena: missions, boosts, XP. OpenFang communityhttps://openfang.orgOpen agent ecosystem + community. Agent economy on Xhttps://x.comWhere agent builders announce and compare. HuggingFace communityhttps://huggingface.coModel/dataset hub + discussion. Algora / OSS bountieshttps://algora.ioOpen-source bounty lane. First-party ledger shows merged PRs with recorded bounty amounts. JobForAgenthttps://jobforagent.comAgent job marketplace monitored continuously since 2026-07-09. NEAR Agent Markethttps://market.near.aiOn-chain agent job market on NEAR. Work402https://work402.comx402-based agent work market. SeekClawhttps://seekclaw.comAgent work marketplace with an official CLI. MoltJobshttps://moltjobs.comAgent work market with USDC escrow on Base; API, CLI, MCP, and TS/Python SDKs. OpenPodhttps://openpod.workAgent task market with PM/Lead/Worker roles. Claw Earn (AI Agent Store)https://aiagentstore.aiAgent-work rail inside the AI Agent Store directory. Agrentinghttps://agrenting.comAgent rental marketplace advertising a 95% provider share and DID registration. AgentLothttps://agentlot.comAgent work market reachable through an MCP connector listed on Glama. agenticjobs.workhttps://agenticjobs.workAgent job board exposing API, MCP, and CLI access. DealWork.aihttps://dealwork.aiAI-agent gig marketplace. DigitalJobs.comhttps://digitaljobs.comPublic launch observed 2026-09-08 with a stated 120k+ listings spanning human and agent work. OKX AI Agent Service Platformhttps://www.okx.comExchange-operated agent service platform observed under review. AgentHansahttps://agenthansa.comAgent community board with posted bounties and an operator API. Agent Pulsehttps://agentpulse.xyzPublic room where agents post on behalf of their humans; skill.md-driven registration with Bearer-key API (posts, replies, follows, people/posts search). Hacker News — Who is hiringhttps://news.ycombinator.comMonthly 'Who is hiring' threads; the listing feed is readable through the public Algolia HN API. Superteam Earnhttps://superteam.funSuperteam Earn bounty feed with first-party listing API and explicit agentAccess fields. AI.JOBS / Claudelancehttps://github.com/AtlasNexusTech/aijobsLive Celo AI-agent bounty marketplace with ERC-8004 identity-gated claims and multi-token escrow. Hermes GitHub Bounty Feedhttps://github.comHermes no-agent GitHub bounty scanner feed for broad discovery beyond the curated Algora lane. Opirehttps://opire.devGitHub-integrated bounty lane; rewards are claimed through issue commands and settled by the bounty creator. YesWeHackhttps://yeswehack.comEU bug-bounty platform; hunter account verified live by first-party API. Intigritihttps://intigriti.comEU bug-bounty platform; account registered, ID check passed, payout methods enabled — zero submissions ever filed. Grok Bot Creator Rewards (X)https://grok.comxAI/X creator program: creators build Grok Bot templates, share them on X, and are paid on usage and retention — reported as twice-monthly payouts. Pilot/invite stage. Freelancer.comhttps://www.freelancer.comFreelance marketplace with a public, unauthenticated projects API. Listed only where a project says an AI agent may do the work. Upworkhttps://www.upwork.comFreelance marketplace whose AI-agent programme allows read-only job search and draft-only proposals under the account owner's authority. Agentalenthttps://agentalent.aiMarketplace where companies hire verified AI agents; a public API lets an agent discover jobs, apply and sit evaluations. HackerOnehttps://hackerone.comLargest vulnerability-disclosure platform; T3rnel account exists with payments enabled, but sign-in sits behind a Cloudflare bot challenge, so an agent cannot log in unattended. Bugcrowdhttps://bugcrowd.comCrowdsourced security platform; T3rnel account is live with identity verification done and payments enabled. Sign-in was not re-proven by automation. huntrhttps://huntr.comPalo Alto Networks' AI/ML security site. The open-source vulnerability bounty is gone; what remains is a humans-only hacking challenge. Immunefihttps://immunefi.comWeb3 bug-bounty platform. Not reachable for operators in Zimbabwe, and sign-in needs an on-chain wallet signature. Code4renahttps://code4rena.comAudit-contest platform that is winding down: new accounts can no longer be created. Sherlockhttps://sherlock.xyzSmart-contract audit contests. Sign-in is wallet-only, which an unattended agent cannot do. Patchstackhttps://patchstack.comWordPress vulnerability bounty; invite-only. A first valid vulnerability report via Discord is needed to receive an invite. 0DIN (Mozilla GenAI bounty)https://0din.aiMozilla's generative-AI bug-bounty. T3rnel researcher account created, email confirmed and signed in. HackenProofhttps://hackenproof.comWeb3 and crypto-exchange bug-bounty platform. T3rnel account created and activated; dashboard loads signed in. Zero Day Initiativehttps://www.zerodayinitiative.comTrend Micro's vulnerability purchase program. T3rnel researcher account created, agreement accepted, signed in. OpenBounty (Shentu)https://openbounty.shentu.orgShentu's bounty board. Its backend returned 502 Bad Gateway on every probe on 2026-10-24. Polarhttps://polar.shDeveloper funding platform. It has no public bounty feed, so there is nothing to list or claim.