Run your AIs
189 scored tools, ranked by overall score. Last checked on 29 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. |
|---|---|---|---|
| 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 |
| 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 |
| 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 |
| Arize PhoenixRisingLLM application tracing and evaluation, built on OpenTelemetry. | Freemium | 8.9 | Security: nothing to flag |
| CrewAIRisingPython framework for orchestrating teams of agents by roles. | Freemium | 8.8 | Security: nothing to flag |
| LangGraphFramework for building stateful agents with an explicit control graph. | Freemium | 8.8 | 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 |
| 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 |
| BifrostRisingAI gateway in Go, very low latency, also serving as an MCP gateway. | Freemium | 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 |
| MacWhisperLocal Whisper transcription on Mac, with a polished interface. | Freemium · from 59 € | 8.3 | Security: nothing to flag |
| FrigateRisingLocal NVR for cameras with 100% local AI object detection. | Freemium | 8.2 | 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 |
| BraintrustEvaluation and logging platform for AI products, oriented towards product teams. | Freemium | 7.9 | Security: nothing to flag |
| 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 |
| 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 |
| Codex CLI (OpenAI) et ses extensionsRisingOpenAI's terminal coding agent, with sandbox, skills, and integrations. | Freemium | 7.7 | Security: one caveat, see the card |
| LlamaParseComplex document parsing for RAG. | Freemium | 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 |
| 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 |
| 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 |
| Mem0RisingPersistent memory layer for agents and assistants, hosted or self-hosted. | Freemium | 7.6 | Security: one caveat, see the card |
| 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 |
| Not DiamondSmart router that selects the cheapest model capable of handling each request. | Freemium | 7.4 | Security: nothing to flag |
| OpenRouterOne API key to access 400+ models, with automatic fallback between providers. | Freemium | 7.4 | Security: one caveat, see the card |
| 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 |
| LettaRisingManaged-memory agent platform, successor to MemGPT. | Freemium | 7.2 | 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 |
| 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 |
| Tavily SearchWeb search and extraction designed for agents. | Freemium | 6.9 | 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 |
| url_context (Gemini)Reads the content of URLs you pass in the prompt. | Freemium | 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 |
| SerperCheap Google results for agents. | Freemium | 6.5 | Security: one caveat, see the card |
| MCP DefenderDesktop app that intercepts and filters MCP traffic from installed AI clients. | Freemium | 6.3 | Security: one caveat, see the card |
| QdrantNewOpen source vector database written in Rust: it stores your documents as vectors and retrieves the closest passages by meaning, the search building block of a RAG system. | Freemium | 6.2 | Security: one caveat, see the card |
| DaytonaFast-starting sandboxes for agents. | Freemium | 6.1 | Security: one caveat, see the card |
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?
Write to the editors