Run your AIs
187 scored tools, ranked by overall score. Last checked on 25 October 2026. Refine with the Finder →
The three to remember
The de facto standard for running models locally and connecting them to other tools.
- · Utility 9.5/10, best of the selection
- · Free, no limits
- · No known security caveat
The most installed skill on the official marketplace: one click, immediate effect on UI quality.
- · Utility 9/10
- · Free, no limits
- · No known security caveat
| Tool | Price | Score | Sec. |
|---|---|---|---|
| OllamaRun an open-weight model in one command, with a local OpenAI-compatible API. | Free | 9.7 | Security: nothing to flag |
| Frontend Design (Anthropic)RisingOfficial Anthropic skill that pushes Claude to produce polished, distinctive interfaces rather than generic templates. | Free | 9.6 | Security: nothing to flag |
| Ultimate Vocal RemoverRisingVoice and instrument separation running locally with multiple models (MDX, Demucs). | Free | 9.6 | Security: nothing to flag |
| Context7MCP server that injects up-to-date, version-specific library documentation into the agent's context. | Freemium | 9.4 | Security: nothing to flag |
| LangfuseRisingOpen source LLM observability: traces, costs, evaluations, prompt management. | Freemium | 9.3 | Security: nothing to flag |
| mcp-scanRisingScans your MCP servers and installed skills for tool poisoning, rug pulls, and injections. | Free | 9.3 | Security: nothing to flag |
| JanRisingOpen-source alternative to LM Studio, with zero telemetry. | Free | 9.2 | Security: nothing to flag |
| React best practices (Vercel)RisingReact and Next.js rules maintained by Vercel, read by the agent before coding. | Free | 9.2 | Security: nothing to flag |
| spec-kit (GitHub)Spec-driven development toolkit: constitution, spec, plan, tasks, then implementation. | Free | 9.2 | Security: nothing to flag |
| Buzz (Whisper)RisingLocal transcription with Whisper, SRT and VTT export, no account or cloud required. | Free | 9.1 | Security: nothing to flag |
| Claude Code Setup (Anthropic)Official plugin that analyses your repository and recommends the hooks, skills, MCP servers, and sub-agents suited to your stack. | Free | 9.1 | Security: nothing to flag |
| grill-me (Matt Pocock)The agent questions you relentlessly on your plan, branch by branch, until every decision is clear, before writing a single line of code. | Free | 9.1 | Security: nothing to flag |
| Hermes Agent (Nous Research)RisingSelf-hosted agent that learns from its tasks, creates its own skills, maintains persistent memory, and responds on Telegram, Discord, Slack, WhatsApp, or Signal. | Freemium | 9.1 | Security: nothing to flag |
| UpscaylRisingEnlarges and restores images up to 16x locally, without watermark. | Free | 9.1 | Security: nothing to flag |
| vLLMRisingHigh-performance serving engine for running LLMs for multiple users in parallel. | Free | 9.1 | Security: nothing to flag |
| awesome-claude-codeRisingA curated list of commands, hooks, skills, and workflows for Claude Code. | Free | 9.0 | Security: nothing to flag |
| BMAD MethodRisingAgile method for agents: roles (PM, architect, dev) and structured documents before the code. | Free | 9.0 | Security: nothing to flag |
| Docling (IBM)RisingLocal PDF and document parsing, tables and layout included. | Free | 9.0 | Security: nothing to flag |
| MeetilyMeeting assistant that records, transcribes (Whisper or Parakeet) and summarises your meetings on your machine, with no bot and no cloud. | Freemium | 9.0 | Security: nothing to flag |
| PromptfooRisingPrompt, agent, and RAG testing and red-teaming, CI-integrable. | Freemium | 9.0 | Security: nothing to flag |
| REAL Video EnhancerRisingFree interface to interpolate and upscale videos using RIFE and ESRGAN. | Free | 9.0 | Security: nothing to flag |
| Arize PhoenixRisingLLM application tracing and evaluation, built on OpenTelemetry. | Freemium | 8.9 | Security: nothing to flag |
| ccusageRisingReads local Claude Code logs and displays cost by day, session or model. | Free | 8.9 | Security: nothing to flag |
| garakRisingNVIDIA's LLM vulnerability scanner: jailbreaks, leaks, hallucinations, injections. | Free | 8.9 | Security: nothing to flag |
| llama.cppRisingThe C/C++ inference engine behind Ollama, LM Studio, and most local AI tools. | Free | 8.9 | Security: nothing to flag |
| Awesome CursorRulesCommunity library of rule files by framework and language to guide Cursor. | Free | 8.8 | Security: nothing to flag |
| CavemanMakes the agent respond in telegraphic style: fewer pleasantries and filler, code and error messages kept exactly as-is. | Free | 8.8 | Security: nothing to flag |
| CrewAIRisingPython framework for orchestrating teams of agents by roles. | Freemium | 8.8 | Security: nothing to flag |
| cursor.directoryRisingDirectory of Cursor rules and MCP servers, with prompts ready to paste. | Free | 8.8 | Security: nothing to flag |
| LangGraphFramework for building stateful agents with an explicit control graph. | Freemium | 8.8 | Security: nothing to flag |
| Questionnaire fournisseur (skill nAIvigate)Pre-fills a security questionnaire from your policies, tagging each answer Sourced, Inferred or To complete. | Free | 8.8 | Security: nothing to flag |
| Cisco mcp-scannerRisingOpen source scanner by Cisco based on YARA to analyze MCP tool descriptions and schemas. | Free | 8.7 | Security: nothing to flag |
| DSPyRisingFramework that replaces prompt writing with programming and automatic optimization. | Free | 8.7 | Security: nothing to flag |
| HeliconeRisingObservability proxy: costs, latency and logs of all your LLM requests by changing one URL. | Freemium | 8.7 | Security: nothing to flag |
| Home AssistantOpen source home automation with local voice assistant Assist. | Free | 8.7 | Security: nothing to flag |
| mcp-builder (Anthropic)RisingOfficial skill that helps design and code a clean MCP server. | Free | 8.7 | Security: nothing to flag |
| SGLangRisingA serving engine competing with vLLM, very fast thanks to the RadixAttention prefix cache. | Free | 8.7 | Security: nothing to flag |
| skill-creator (Anthropic)RisingOfficial skill that guides Claude to write, structure, and test a new skill. | Free | 8.7 | Security: nothing to flag |
| ToolHiveRisingRuns each MCP server in an isolated container with managed permissions and secrets. | Free | 8.7 | Security: nothing to flag |
| PortkeyRisingAI gateway with routing, guardrails, and observability, open source since March 2026. | Freemium | 8.6 | Security: nothing to flag |
| Brave Search MCPRisingIndependent web search for the agent via the Brave API. | Freemium | 8.5 | Security: nothing to flag |
| Krita AI DiffusionRisingPlugin that brings AI generation and inpainting locally into the free painting software Krita. | Free | 8.5 | Security: nothing to flag |
| NeMo GuardrailsRisingNVIDIA's programmable guardrails to control dialogues, topics, and tool calls. | Free | 8.5 | Security: nothing to flag |
| Basic MemoryRisingAgent memory stored as local Markdown files, readable in Obsidian. | Free | 8.4 | Security: nothing to flag |
| BifrostRisingAI gateway in Go, very low latency, also serving as an MCP gateway. | Freemium | 8.4 | Security: nothing to flag |
| brand-guidelines (Anthropic)RisingExample skill that applies a brand charter (colors, typography, tone) to what Claude produces. | Free | 8.4 | Security: nothing to flag |
| Guardrails AIRisingLLM input and output validators (PII, toxicity, format) with a validator hub. | Freemium | 8.4 | Security: nothing to flag |
| Wan2GPRisingInterface to run Wan, Hunyuan and LTX on modest GPUs. | Free | 8.4 | Security: nothing to flag |
| ACE-Step 1.5RisingFull music generation (vocals, structure, style) running locally, open source. | Free | 8.3 | Security: nothing to flag |
| Cartographie AI Act (skill nAIvigate)Sorts your AI use cases by AI Act risk level, with role, obligations, deadlines and points to confirm. | Free | 8.3 | Security: nothing to flag |
| LocalAIRisingSelf-hosted OpenAI-compatible API covering text, image, audio and embeddings. | Free | 8.3 | Security: nothing to flag |
| MacWhisperLocal Whisper transcription on Mac, with a polished interface. | Freemium · from 59 € | 8.3 | Security: nothing to flag |
| MLX (mlx-lm)RisingApple framework for running LLMs on M-series chips using unified memory. | Free | 8.3 | Security: nothing to flag |
| PyRITRisingMicrosoft's AI red-teaming toolkit. | Free | 8.3 | Security: nothing to flag |
| Revue de PSSI (skill nAIvigate)Reviews a security policy and lists the gaps against ISO 27001:2022, with corrected wording. | Free | 8.3 | Security: nothing to flag |
| SuperpowersRisingComplete development methodology for agents, built on composable skills that activate automatically: brainstorming, TDD, debugging, review. | Free | 8.3 | Security: one caveat, see the card |
| Veille CVE ciblée (skill nAIvigate)Filters vulnerability bulletins against your actual estate and sorts them into 72 h, 30 days, to plan. | Free | 8.3 | Security: nothing to flag |
| Applio (RVC)RisingModern interface for RVC voice conversion, training and inference running locally. | Free | 8.2 | Security: one caveat, see the card |
| Approbation humaine (human-in-the-loop)Pauses the agent and requests confirmation before a sensitive action. | Free | 8.2 | Security: nothing to flag |
| FrigateRisingLocal NVR for cameras with 100% local AI object detection. | Freemium | 8.2 | Security: nothing to flag |
| KoboldCppRisingSingle executable to run GGUF models with an interface oriented towards writing and roleplay. | Free | 8.2 | Security: nothing to flag |
| Permissions (Claude Code)Allow, deny, and ask rules per tool and per pattern. | Free | 8.2 | Security: nothing to flag |
| Claude Code Usage MonitorRisingReal-time monitor for Claude Code quotas and tokens in the terminal. | Free | 8.1 | Security: nothing to flag |
| ExaSearch engine designed for agents, with an official MCP integration. | Freemium | 8.1 | Security: nothing to flag |
| Firecrawl scrape, crawl, searchRisingFull website extraction to markdown, callable by an agent. | Freemium | 8.1 | Security: one caveat, see the card |
| LangSmithObservability and evaluation platform from LangChain, usable outside LangChain. | Freemium | 8.1 | Security: nothing to flag |
| TRELLIS.2 (Microsoft)RisingMicrosoft image-to-3D model producing a PBR mesh in seconds, running locally. | Free | 8.1 | Security: nothing to flag |
| Compte-rendu de comité sécurité (skill nAIvigate)Turns raw committee notes into decisions, dated actions with owners, open risks and deferred items. | Free | 8.0 | Security: nothing to flag |
| file_search (OpenAI)Search your documents indexed in an OpenAI vector store. | Paid · from 2 € | 8.0 | Security: nothing to flag |
| GitHub MCPRisingOfficial GitHub MCP server: issues, PRs, code, and Actions accessible to the agent. | Free | 8.0 | Security: one caveat, see the card |
| Lakera GuardDetects direct and indirect prompt injections before the model or tool is called. | Paid | 8.0 | Security: nothing to flag |
| OCR (Mistral)Structured reading of scanned documents in 170 languages, with positions and confidence scores. | Paid · from 4 € | 8.0 | Security: nothing to flag |
| Open WebUIRisingSelf-hosted chat interface in the style of ChatGPT, connected to Ollama or any OpenAI API. | Free | 8.0 | Security: one caveat, see the card |
| Playwright MCPRisingGives the agent a controllable browser: read pages, click, fill forms, test. | Free | 8.0 | Security: one caveat, see the card |
| Plugins officiels Claude CodeRisingAnthropic's official marketplace of plugins and skills for Claude Code. | Free | 8.0 | Security: one caveat, see the card |
| Skills documents Anthropic (docx, xlsx, pptx, pdf)RisingThe four official skills for reading, creating and editing Word, Excel, PowerPoint and PDF files from Claude. | Free | 8.0 | Security: one caveat, see the card |
| AGENTS.md (convention)A file of instructions at the root of the repository, read by most coding agents. | Free | 7.9 | Security: nothing to flag |
| AutoGenRisingMicrosoft's multi-agent framework, a pioneer in the field. | Free | 7.9 | Security: nothing to flag |
| awesome-agent-skills (VoltAgent)RisingCatalogue of more than one thousand multi-agent skills, organised by domain. | Free | 7.9 | Security: one caveat, see the card |
| BraintrustEvaluation and logging platform for AI products, oriented towards product teams. | Freemium | 7.9 | Security: nothing to flag |
| Claude SquadRisingManages multiple terminal agents (Claude Code, Codex, OpenCode, Amp) in isolated workspaces. | Free | 7.9 | Security: one caveat, see the card |
| find-skills (Vercel)RisingSkill that searches and installs other skills from skills.sh on demand. | Free | 7.9 | Security: one caveat, see the card |
| FirecrawlRisingTurns any website into clean markdown for AI, with an MCP server. | Freemium | 7.9 | Security: one caveat, see the card |
| InvokeAIRisingLocal generation studio with a retouching canvas, more accessible than ComfyUI. | Freemium | 7.9 | Security: nothing to flag |
| TavilySearch and extraction API optimized for LLMs, with MCP support. | Freemium | 7.9 | Security: nothing to flag |
| Video2XWatch outLocal video upscaling and frame interpolation (Real-ESRGAN, RIFE), open source. | Free | 7.9 | Security: nothing to flag |
| claude-code-templates (davila7)RisingComponent library for Claude Code: agents, commands, hooks, settings, with a web selection interface. | Free | 7.8 | Security: one caveat, see the card |
| ComfyUIRisingA node-based workshop for running open-source image and video models locally. | Free | 7.8 | Security: one caveat, see the card |
| Filesystem MCPRisingReference MCP server for reading and writing files within authorized folders. | Free | 7.8 | Security: one caveat, see the card |
| Google Agent Development Kit (ADK)NewGoogle's open-source kit for designing multi-agent systems in Python, Java, Go, or TypeScript, with the A2A protocol and direct deployment to Vertex AI. | Free | 7.8 | Security: one caveat, see the card |
| LiteLLMSelf-hosted gateway that unifies 100+ providers behind an OpenAI API, with budgets and virtual keys. | Freemium | 7.8 | Security: one caveat, see the card |
| Microsoft Agent FrameworkNewMicrosoft open-source framework for .NET and Python, successor to Semantic Kernel and AutoGen: agents, graph-based workflows, A2A and MCP. | Free | 7.8 | Security: one caveat, see the card |
| OpenAI Agents SDKNewOpenAI's open source framework for building agents and agent teams: handoffs between agents, guardrails, sessions, and built-in tracing. | Free | 7.8 | Security: one caveat, see the card |
| wshobson/agentsCommunity marketplace of 200+ agents, 180 skills, and 100 commands for Claude Code and others. | Free | 7.8 | Security: one caveat, see the card |
| Blender MCPRisingMCP server that lets Claude or Cursor control Blender: scenes, objects, materials, rendering. | Free | 7.7 | Security: one caveat, see the card |
| Codex CLI (OpenAI) et ses extensionsRisingOpenAI's terminal coding agent, with sandbox, skills, and integrations. | Freemium | 7.7 | Security: one caveat, see the card |
| FooocusWatch outUltra-simplified local interface to generate high-quality SDXL images without technical adjustments. | Free | 7.7 | Security: nothing to flag |
| GPT-SoVITSVoice cloning and synthesis from a few seconds of audio, running locally. | Free | 7.7 | Security: one caveat, see the card |
| LlamaParseComplex document parsing for RAG. | Freemium | 7.7 | Security: nothing to flag |
| RequestyHosted router with cost optimization and guardrails, team-oriented. | Paid | 7.7 | Security: nothing to flag |
| StrixOpen-source AI agent pentesting: agents run your application, find vulnerabilities, and prove each one with a PoC. | Freemium | 7.7 | Security: one caveat, see the card |
| tool_search (Anthropic)Lets Claude find the right tool among hundreds without loading all schemas upfront. | Free | 7.7 | Security: nothing to flag |
| Tools et toolkits LangChainRisingOver 300 integrations usable as tools by a LangChain agent. | Free | 7.7 | Security: one caveat, see the card |
| Tools Vercel AI SDKTyped tool definitions for agents in TypeScript. | Free | 7.7 | Security: nothing to flag |
| TripoSRImage to 3D in under one second, open source, runs locally. | Free | 7.7 | Security: nothing to flag |
| UnstructuredDocument chunking and extraction across all formats. | Freemium | 7.7 | Security: nothing to flag |
| Wolfram AlphaSymbolic computation and factual data callable by an agent. | Freemium | 7.7 | Security: nothing to flag |
| andrej-karpathy-skillsRisingPortable skills inspired by Andrej Karpathy's practices for coding with an agent. | Free | 7.6 | Security: one caveat, see the card |
| AnythingLLMRisingAll-in-one application to chat with your documents, locally or via API, with built-in agents. | Freemium | 7.6 | Security: one caveat, see the card |
| Brave Search APIIndependent index, no tracking. | Paid · from 5 € | 7.6 | Security: nothing to flag |
| Mem0RisingPersistent memory layer for agents and assistants, hosted or self-hosted. | Freemium | 7.6 | Security: one caveat, see the card |
| Prompt SecurityManaged guardrail for applications and agents. | Paid | 7.6 | Security: nothing to flag |
| Composio (connect-apps)RisingGives the agent actions across 1,000+ applications (Gmail, Slack, Notion, GitHub…) via centralized authentication. | Freemium | 7.5 | Security: one caveat, see the card |
| GitHub Copilot CLIRisingCopilot agent in the terminal, with built-in GitHub MCP integration. | Freemium | 7.5 | Security: one caveat, see the card |
| LM StudioA graphical interface to download and chat with open-weight models on your own PC. | Freemium | 7.5 | Security: one caveat, see the card |
| Postshot (Jawset)Watch outLocal Gaussian splat training on NVIDIA GPU. | Freemium | 7.5 | Security: nothing to flag |
| google_search (Gemini)Grounds Gemini responses on Google Search, with sources. | Freemium | 7.4 | Security: one caveat, see the card |
| LLM Guard (Protect AI)Watch outOpen source input and output scanners: injection, personal data, toxicity. | Free | 7.4 | Security: nothing to flag |
| Not DiamondSmart router that selects the cheapest model capable of handling each request. | Freemium | 7.4 | Security: nothing to flag |
| OpenClawRisingOpen-source self-hosted personal agent that acts on your behalf: emails, calendar, files, commands, browser, controlled from your messaging apps. | Free | 7.4 | Security: one caveat, see the card |
| OpenRouterOne API key to access 400+ models, with automatic fallback between providers. | Freemium | 7.4 | Security: one caveat, see the card |
| whisper.cppRisingC/C++ implementation of Whisper, very fast on CPU and Apple Silicon. | Free | 7.4 | Security: nothing to flag |
| Zep / GraphitiRisingTemporal knowledge graph memory for agents, with Graphiti in open source. | Freemium | 7.4 | Security: one caveat, see the card |
| E2B Code InterpreterRisingIsolated micro-VM for executing code produced by an agent. | Freemium | 7.3 | Security: one caveat, see the card |
| F5-TTSRisingSpeech synthesis and voice cloning via flow matching, fast and local. | Free | 7.3 | Security: one caveat, see the card |
| FramePackWatch outLocal long video generation with only 6 GB of VRAM. | Free | 7.3 | Security: nothing to flag |
| Goose (Block) et ses extensions MCPRisingBlock's open source agent, extensible via MCP servers, running on your machine. | Free | 7.3 | Security: one caveat, see the card |
| herdrAgent multiplexer in Rust that detects Claude Code, Codex or Amp and displays their status: blocked, working, done, idle. | Free | 7.3 | Security: one caveat, see the card |
| LivePortraitAnimates a portrait from a reference video, locally. | Free | 7.3 | Security: one caveat, see the card |
| Memory MCP (officiel)RisingReference knowledge graph memory server, stored in a local file. | Free | 7.3 | Security: one caveat, see the card |
| web_search (Anthropic)Server-side web search by Anthropic, with citations, enabled by a parameter in the API call. | Paid · from 9 € | 7.3 | Security: one caveat, see the card |
| web_search (OpenAI)Web search hosted within the Responses API. | Paid · from 9 € | 7.3 | Security: one caveat, see the card |
| cmuxRisingNative macOS terminal built on Ghostty, designed for agents: vertical tabs, notifications, built-in browser. | Free | 7.2 | Security: one caveat, see the card |
| LettaRisingManaged-memory agent platform, successor to MemGPT. | Freemium | 7.2 | Security: one caveat, see the card |
| claude-flow (ruflo)Watch outMulti-agent orchestration for Claude Code: swarms, shared memory, hooks. | Free | 7.1 | Security: one caveat, see the card |
| Crawl4AIRisingOpen source crawler optimized for LLMs, running locally. | Free | 7.1 | Security: one caveat, see the card |
| Vibe KanbanRisingKanban board to dispatch tasks to coding agents and track their progress. | Free | 7.1 | Security: one caveat, see the card |
| YuERisingGenerate complete songs with lyrics, locally, open source. | Free | 7.1 | Security: one caveat, see the card |
| code_execution (Gemini)Python executed on Google's side, results returned to the model. | Freemium | 7.0 | Security: one caveat, see the card |
| ConductormacOS app that runs multiple Claude Code agents in parallel with a dashboard. | Freemium | 7.0 | Security: one caveat, see the card |
| GPT4AllWatch outLocal public chat client by Nomic, with document discussion support. | Free | 7.0 | Security: nothing to flag |
| Strands AgentsNewAWS open source SDK for writing an AI agent in a few lines of Python or TypeScript: the model drives the loop, you declare the tools. | Free | 7.0 | Security: one caveat, see the card |
| code_execution (Anthropic)Runs Python and bash in an Anthropic sandbox, with a file editor. | Freemium | 6.9 | Security: one caveat, see the card |
| Exa SearchEmbedding-based semantic search, designed for agents. | Freemium | 6.9 | Security: one caveat, see the card |
| oh-my-opencode-slimMulti-agent suite for OpenCode: mix models and automatically delegate sub-tasks. | Free | 6.9 | Security: one caveat, see the card |
| Task, sous-agents (Claude Code)Launches an autonomous sub-agent with its own tools. | Free | 6.9 | Security: one caveat, see the card |
| Tavily SearchWeb search and extraction designed for agents. | Freemium | 6.9 | Security: one caveat, see the card |
| Tools Claude Agent SDKClaude Code tools exposed in your own agent, with the permissions system. | Free | 6.9 | Security: one caveat, see the card |
| Tools OpenAI Agents SDKWebSearchTool, FileSearchTool, ComputerTool and your own functions. | Free | 6.9 | Security: one caveat, see the card |
| web_fetch (Anthropic)Fetches and reads a page or PDF at a given URL. | Paid | 6.9 | Security: one caveat, see the card |
| code_interpreter (OpenAI)Executes Python in an OpenAI container, with file input and output. | Paid | 6.8 | Security: one caveat, see the card |
| Invariant GuardrailsWatch outSecurity rules applied in real time to agent tool calls. | Freemium | 6.8 | Security: nothing to flag |
| Browserbase et StagehandRisingHosted Chrome browsers and act, extract, observe SDK for agents. | Freemium · from 18 € | 6.7 | Security: serious reservations |
| Browser UseRisingLLM-driven browser control, open source. | Freemium | 6.7 | Security: serious reservations |
| Jina Reader et SearchConverts a URL into clean Markdown for a language model. | Freemium | 6.7 | Security: one caveat, see the card |
| MstyA polished desktop client that combines local models and cloud APIs in a single interface. | Freemium | 6.7 | Security: one caveat, see the card |
| text-generation-webuiRisingHistoric web interface for local LLMs, highly configurable. | Free | 6.7 | Security: one caveat, see the card |
| DeepFilterNetWatch outReal-time noise suppression, lightweight, works even on CPU. | Free | 6.6 | Security: nothing to flag |
| Hunyuan3D 2.1 (Tencent)Watch outTextured PBR 3D generation from an image, running locally. | Free | 6.6 | Security: one caveat, see the card |
| Real-ESRGANWatch outLocal image and video upscaling, the backbone of many tools. | Free | 6.6 | Security: nothing to flag |
| RIFEWatch outAI-based video frame interpolation, running locally. | Free | 6.6 | Security: nothing to flag |
| url_context (Gemini)Reads the content of URLs you pass in the prompt. | Freemium | 6.6 | Security: one caveat, see the card |
| WebFetch, WebSearch (Claude Code)Web search and page retrieval from the code agent. | Free | 6.6 | Security: one caveat, see the card |
| Actors Apify comme outils7,000+ scrapers and automations callable by an agent. | Freemium | 6.5 | Security: one caveat, see the card |
| Amazon Bedrock AgentCoreNewAWS managed runtime to put an agent into production: per-session isolated execution, memory, tool gateway, identity, browser, code sandbox, and traces. | Paid | 6.5 | Security: one caveat, see the card |
| memory (Anthropic)Persistent Claude memory stored in files you host. | Free | 6.5 | Security: one caveat, see the card |
| SerperCheap Google results for agents. | Freemium | 6.5 | Security: one caveat, see the card |
| Tools CrewAIReady-to-use tool catalogue for CrewAI agent teams. | Free | 6.5 | Security: one caveat, see the card |
| Tools LlamaIndexLlamaHub tools and loaders for agents and RAG. | Free | 6.5 | Security: one caveat, see the card |
| Tools smolagents (Hugging Face)Tools declared with a simple decorator, code execution by the agent. | Free | 6.5 | Security: one caveat, see the card |
| web_search (Mistral)Web search for Mistral agents, premium version with AFP and AP. | Paid · from 28 € | 6.5 | Security: one caveat, see the card |
| x_search (xAI)Real-time search of posts and profiles on X. | Paid · from 5 € | 6.5 | Security: one caveat, see the card |
| CrystalWatch outOpen source desktop app to launch and compare multiple Claude Code sessions in worktrees. | Free | 6.4 | Security: one caveat, see the card |
| Mira-SceneNewReconstructs an editable 3D scene from a single photo: each object is modelled separately then placed back at its position and scale. | Free | 6.4 | Security: one caveat, see the card |
| Perplexity Sonar APICited, ready-to-use answers for an agent. | Paid · from 5 € | 6.4 | Security: one caveat, see the card |
| Resemble EnhanceWatch outSpeech denoising and enhancement, open source. | Free | 6.4 | Security: nothing to flag |
| MCP DefenderDesktop app that intercepts and filters MCP traffic from installed AI clients. | Freemium | 6.3 | Security: one caveat, see the card |
| DaytonaFast-starting sandboxes for agents. | Freemium | 6.1 | Security: one caveat, see the card |
| DiffRhythmWatch outGenerate complete tracks in seconds, locally. | Free | 6.1 | Security: one caveat, see the card |
| Secrets pour agents (1Password, Vault)Provide secrets to an agent without putting them in the prompt. | Paid | 6.1 | Security: one caveat, see the card |
| Vertex AI Agent EngineNewGoogle Cloud managed runtime for deploying agents: execution, sessions, long-term memory (Memory Bank), code execution, and agent identity. | Paid | 6.1 | Security: one caveat, see the card |
| LatentSync (ByteDance)Watch outHigh-quality diffusion-based lip sync, running locally. | Free | 6.0 | Security: one caveat, see the card |
| MuseTalkWatch outReal-time lip-sync running locally. | Free | 6.0 | Security: one caveat, see the card |
| MusicGen (Meta)Watch outMeta's text-to-music generation model with open weights. | Free | 5.9 | Security: one caveat, see the card |
| OmniRouteRisingLocal open-source gateway in front of 290+ providers with automatic quota-based switching. | Free | 5.5 | Security: serious reservations |
| computer use (Anthropic)Lets Claude see the screen, move the mouse, and type on the keyboard on a machine. | Paid | 5.3 | Security: serious reservations |
| computer_use (OpenAI)Control of a browser or system by the model. | Paid | 5.3 | Security: serious reservations |
App : A product you use directly · Tool : A precise action the AI can call · MCP : Standardises the connection between an AI application and systems that expose tools or data · Built-in mode : A feature to switch on inside an assistant you already use (ChatGPT, Claude, Gemini): nothing to install · Skill : A reusable method: instructions, procedures, sometimes scripts or templates · Plugin : A set of capabilities installed into an AI application or a host
Method
Overall score = utility (rated by the editorial team), reliability (GitHub activity, official publisher, reachable site), security (where data goes, permissions, known incidents) and accessibility (install, required level, price), weighted per category. A tool inactive for over six months is flagged and leaves the recommendations. No ranking is sold.
Missing a tool? A score looks wrong?
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