{
  "dataset": "Agentic Weekly verdicts",
  "license": {
    "name": "CC BY 4.0",
    "url": "https://creativecommons.org/licenses/by/4.0/"
  },
  "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0",
  "attributionUrl": "https://theagenticweekly.com",
  "page": "https://theagenticweekly.com/data",
  "updated": "2026-10-26",
  "count": 139,
  "evidenceLabels": {
    "reported": "Written from official sources, not run by us.",
    "tested": "A small smoke test whose scope is stated on the tool page; not a benchmark."
  },
  "rows": [
    {
      "slug": "langflow",
      "name": "Langflow",
      "verdict": "MIT-licensed visual builder for AI agents and MCP servers with a very large GitHub following.",
      "good_for": "Visual prototyping of RAG and agents | Exposing flows as MCP servers",
      "skip_if": "You want code-first control only",
      "evidence": "tested",
      "evidence_label": "Tested (smoke test, 2026-10-26, no LLM involved)",
      "last_verified": "2026-10-26",
      "url": "https://theagenticweekly.com/tools/langflow",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "amazon-q-developer",
      "name": "Amazon Q Developer",
      "verdict": "AWS's AI coding assistant for IDEs and the CLI, with a free tier and a $19 Pro tier; IDE plugin support ends April 30, 2027.",
      "good_for": "AWS-centric teams already using Q Developer | Teams that need IP indemnity (Pro)",
      "skip_if": "You are starting a new project: AWS says IDE plugin support ends April 30, 2027 and points to Kiro | You want an open-source tool",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/amazon-q-developer",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "assemblyai",
      "name": "AssemblyAI",
      "verdict": "Speech AI APIs for transcription and understanding; start free, pay as you go.",
      "good_for": "Developers adding transcription and speech understanding",
      "skip_if": "Non-technical meeting note taking",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/assemblyai",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "augment-code",
      "name": "Augment Code",
      "verdict": "Coding agent and 'Cosmos' platform with a Context Engine, CLI and cloud agents; plans are flat team prices with usage included.",
      "good_for": "Small teams that want flat pricing across seats | Teams working on large codebases (Context Engine focus)",
      "skip_if": "You want a free tier | You want an open-source agent",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/augment-code",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "base44",
      "name": "Base44",
      "verdict": "No-code AI platform that builds apps and websites from your words, with backend, authentication, payments and hosting built in.",
      "good_for": "Non-developers who want a working app with backend included | People who want to publish on a custom domain from a paid plan",
      "skip_if": "You expect to iterate heavily on the free plan (25 message credits a month) | You want to export and self-host everything",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/base44",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "beautiful-ai",
      "name": "Beautiful.ai",
      "verdict": "AI presentation platform with 300+ Smart Slide layouts; 14-day free trial.",
      "good_for": "Teams that need on-brand decks",
      "skip_if": "You want a free forever plan",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/beautiful-ai",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "bolt-new",
      "name": "Bolt",
      "verdict": "Browser-based AI builder that turns a chat prompt into a hosted website or app, with a free plan and token-based tiers.",
      "good_for": "First-time builders who want hosting included | Prototypers who want something live from a prompt",
      "skip_if": "You need unlimited usage on the free plan (daily token cap) | You want to self-host or own the toolchain",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/bolt-new",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "botpress",
      "name": "Botpress",
      "verdict": "Customer-support AI agent platform with a free plan and conversation-based paid plans.",
      "good_for": "Support teams wanting AI agents with per-conversation costs",
      "skip_if": "You need a general-purpose agent builder",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/botpress",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "canva-ai",
      "name": "Canva AI",
      "verdict": "Canva's AI image generator inside its design editor; free to try with plans for Pro, Business and Enterprise.",
      "good_for": "Non-designers making social and marketing graphics",
      "skip_if": "You need advanced model control",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/canva-ai",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "cartesia",
      "name": "Cartesia",
      "verdict": "Realtime voice AI: text-to-speech, speech-to-text in 44 languages and voice agents, with a free plan and credit tiers.",
      "good_for": "Developers building low-latency voice agents",
      "skip_if": "You want a consumer voice-over app",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/cartesia",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "cohere",
      "name": "Cohere",
      "verdict": "Enterprise AI company: Command models, Rerank and the North platform.",
      "good_for": "Enterprises needing private deployment and RAG components",
      "skip_if": "Hobbyists wanting a free chat app",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/cohere",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "copy-ai",
      "name": "Copy.ai",
      "verdict": "Go-to-market AI platform now priced by workflow credits.",
      "good_for": "Sales and marketing ops using AI workflows",
      "skip_if": "Individuals wanting a simple writer",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/copy-ai",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "deepgram",
      "name": "Deepgram",
      "verdict": "Voice AI APIs for speech-to-text, text-to-speech and agents with $200 in free credit.",
      "good_for": "Developers adding transcription or voice agents",
      "skip_if": "You want a consumer notetaker",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/deepgram",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "deepseek",
      "name": "DeepSeek",
      "verdict": "Model API that works with the OpenAI and Anthropic SDK formats and can back agent tools such as Claude Code, GitHub Copilot and OpenCode.",
      "good_for": "Developers who want an OpenAI-compatible endpoint | People wiring a cheaper backend into agent tools",
      "skip_if": "You need published prices in this page (not captured) | You need a first-party consumer app review (not covered here)",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/deepseek",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "descript",
      "name": "Descript",
      "verdict": "AI video and audio editor where you edit by editing text; Free plan, paid plans measured in media hours and AI credits.",
      "good_for": "Podcasters and video editors who prefer text editing",
      "skip_if": "You need a full non-linear editor",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/descript",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "devin",
      "name": "Devin",
      "verdict": "Cognition's autonomous software engineer: a cloud coding agent that tests in its own browser and aims to hand back a mergeable pull request.",
      "good_for": "Teams that want to delegate whole tickets to a cloud agent and review PRs | Engineers who want tasks to keep running after they close their laptop",
      "skip_if": "You want a low-cost, bring-your-own-model workflow (Aider and OpenHands are open source) | You need a tool whose results you can verify yourself before paying: we have not run it",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/devin",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "elicit",
      "name": "Elicit",
      "verdict": "AI research assistant that searches academic papers, extracts data and drafts reports; free Basic tier with paid per-user plans.",
      "good_for": "Researchers doing literature reviews | Teams that need data extraction from papers",
      "skip_if": "You need general web search rather than academic sources",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/elicit",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "fathom",
      "name": "Fathom",
      "verdict": "AI notetaker for Zoom, Google Meet and Microsoft Teams that is free for individuals.",
      "good_for": "Individuals wanting a free notetaker",
      "skip_if": "You need non-listed platforms",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/fathom",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "figma-mcp",
      "name": "Figma MCP server",
      "verdict": "Figma's own MCP server that gives coding agents access to design files.",
      "good_for": "Developers generating code from Figma designs",
      "skip_if": "You do not use Figma",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/figma-mcp",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "firebase-studio",
      "name": "Firebase Studio",
      "verdict": "Google's web-based AI workspace for full-stack apps; Google says it is sunsetting Firebase Studio on March 22, 2027 and new workspaces can no longer be created.",
      "good_for": "Existing users planning a migration",
      "skip_if": "You want to start a new project: new workspaces cannot be created",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/firebase-studio",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "firecrawl",
      "name": "Firecrawl",
      "verdict": "Web data API: search, scrape and crawl for AI agents.",
      "good_for": "Agents that need clean web content",
      "skip_if": "You need a license that avoids AGPL obligations for self-hosting",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/firecrawl",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "fireflies",
      "name": "Fireflies.ai",
      "verdict": "AI meeting assistant with a free plan; paid plans $10 to $39 per seat per month billed annually.",
      "good_for": "Teams that want searchable meeting history across CRM and chat",
      "skip_if": "You want a no-bot capture (see Granola)",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/fireflies",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "black-forest-labs",
      "name": "FLUX (Black Forest Labs)",
      "verdict": "Black Forest Labs' FLUX image models, available through an API with per-image pricing; the flux GitHub repository is Apache-2.0.",
      "good_for": "Developers adding image generation by API",
      "skip_if": "You want a consumer app",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/black-forest-labs",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "freepik",
      "name": "Freepik AI",
      "verdict": "Stock library with AI suite and credit plans; credits valid for 1 year.",
      "good_for": "Creators who want credits that persist for a year",
      "skip_if": "You need a free plan",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/freepik",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "goodcall",
      "name": "Goodcall",
      "verdict": "A sensible first AI receptionist for a one-person shop; the per-customer pricing is simple, but test call quality yourself.",
      "good_for": "Solo operators who miss calls while on the job | Shops that book work by phone | Owners who want predictable bills",
      "skip_if": "You need a human receptionist (a live answering service does that) | You expect very high call volume; Enterprise is quote-based",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/goodcall",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "grammarly",
      "name": "Grammarly",
      "verdict": "AI writing assistant that works across apps; Free $0, Pro $12 per month, Enterprise custom.",
      "good_for": "Anyone polishing emails and documents",
      "skip_if": "You want long-form AI drafting only",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/grammarly",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "granola",
      "name": "Granola",
      "verdict": "AI notepad for back-to-back meetings that captures device audio without a meeting bot.",
      "good_for": "People who dislike bots joining calls",
      "skip_if": "You need a shared team transcript bot",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/granola",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "grok",
      "name": "Grok",
      "verdict": "Grok is SpaceXAI's chat assistant, free to try on web and in apps, with a SuperGrok upgrade.",
      "good_for": "People who want live X and web context",
      "skip_if": "You need published plan prices",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/grok",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "gumloop",
      "name": "Gumloop",
      "verdict": "Agent builder for teams; plans start at $37 per month with 20k included credits.",
      "good_for": "Teams letting non-engineers build agents with IT controls",
      "skip_if": "You want open source",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/gumloop",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "heygen",
      "name": "HeyGen",
      "verdict": "AI avatar video with a Free plan and paid tiers at $29, $49 and $149 a month.",
      "good_for": "Marketers and trainers making avatar videos",
      "skip_if": "You need cinematic text-to-video",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/heygen",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "hugging-face",
      "name": "Hugging Face",
      "verdict": "The hub where the ML community shares models, datasets and apps, with PRO, Team and Enterprise tiers.",
      "good_for": "Anyone sourcing open models and datasets",
      "skip_if": "You want a single polished chat app",
      "evidence": "tested",
      "evidence_label": "Tested (smoke test, 2026-10-26, SmolLM2-135M from the Hub)",
      "last_verified": "2026-10-26",
      "url": "https://theagenticweekly.com/tools/hugging-face",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "ideogram",
      "name": "Ideogram",
      "verdict": "AI image generator with Plus, Pro and Team plans, pay-as-you-go credits at 1 cent each, and an API.",
      "good_for": "People who want a hosted image generator with a clear credit plan | Developers who want credit-based API access",
      "skip_if": "You need a free trial of a paid plan (the page says none is offered) | You need local, open-weight models",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/ideogram",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "invideo",
      "name": "invideo",
      "verdict": "AI video editor with agents; plans at $10, $30 and $75 per seat a month billed annually.",
      "good_for": "Video teams buying seats with credit pools",
      "skip_if": "You want a permanent free tier",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/invideo",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "jasper",
      "name": "Jasper",
      "verdict": "AI platform for marketing teams with brand governance and AI visibility tracking; 7-day free trial.",
      "good_for": "Marketing teams needing brand control",
      "skip_if": "Solo writers on a budget",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/jasper",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "jobber",
      "name": "Jobber Receptionist",
      "verdict": "Best if you already use or plan to use Jobber for scheduling and invoicing; the receptionist works with your Jobber data.",
      "good_for": "Home service businesses (plumbing, HVAC, landscaping and similar) on Jobber | Owners who want calls turned into work requests and booked visits | Businesses that want escalation rules for urgent calls",
      "skip_if": "You do not use Jobber and want a standalone receptionist | You expect Receptionist to be free; it is a $29/month add-on on select plans (included on Plus)",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/jobber",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "kiro",
      "name": "Kiro",
      "verdict": "AWS's agentic coding tool that turns prompts into requirements, designs and tasks (spec mode), with an IDE and a CLI.",
      "good_for": "Developers who want structured specs before code is written | AWS users moving off Amazon Q Developer IDE plugins",
      "skip_if": "You want an open-source tool (Kiro is proprietary) | You want to avoid credit accounting",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/kiro",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "krea",
      "name": "Krea",
      "verdict": "Creative AI suite for images, videos and upscaling; Free plan with 5,000 units a month.",
      "good_for": "Creators who want image, video and upscaling in one place",
      "skip_if": "You want open-weight local generation",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/krea",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "leonardo-ai",
      "name": "Leonardo.Ai",
      "verdict": "Image and video creation platform with a free tier, four individual plans, team seats and API pay-as-you-go.",
      "good_for": "Creators who want many models in one subscription | Teams that want shared token pools and private generations",
      "skip_if": "You need unlimited generations on every model (relaxed mode covers selected models only) | You want free-tier images to stay private (Free creations are public)",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/leonardo-ai",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "lindy",
      "name": "Lindy",
      "verdict": "AI 'employee' builder that connects to your tools; Free plan with $50 in credits that last 7 days, then credit-based plans.",
      "good_for": "Non-technical teams automating assistant-style work",
      "skip_if": "You want open-source or a fixed price",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/lindy",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "litellm",
      "name": "LiteLLM",
      "verdict": "Useful as a single interface in front of local and hosted models; check the license files and pin the version because it releases daily.",
      "good_for": "Teams that call several model providers | Anyone pointing tools at a local OpenAI-compatible server",
      "skip_if": "You only ever use one provider and its own SDK",
      "evidence": "tested",
      "evidence_label": "Tested (smoke test, 2026-10-25, local 3B model (Qwen2.5-3B))",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/litellm",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "llama-cpp",
      "name": "llama.cpp",
      "verdict": "LLM inference in C/C++: the open-source engine many local-model tools build on; MIT-licensed with near-daily build tags.",
      "good_for": "Developers embedding local inference | People who want maximum control over local models",
      "skip_if": "You want a polished app with a GUI",
      "evidence": "tested",
      "evidence_label": "Tested (smoke test, 2026-10-25, local 3B model (Qwen2.5-3B))",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/llama-cpp",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "lm-studio",
      "name": "LM Studio",
      "verdict": "Desktop app for running open models locally; the homepage now leads with Bionic, an agent for work and code.",
      "good_for": "People who want a desktop app for local models",
      "skip_if": "You need an open-source app (see Jan or Ollama)",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/lm-studio",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "make",
      "name": "Make",
      "verdict": "Visual automation platform: build scenarios by prompt or drag and drop, credits-based billing, a free plan with no time limit.",
      "good_for": "People who want a visual builder with a free plan | Teams that want an MCP server to run automations from an AI chat",
      "skip_if": "You need published per-plan prices before deciding (not captured here) | You want to self-host",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/make",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "mcp-servers",
      "name": "MCP reference servers",
      "verdict": "The MCP project's collection of reference servers.",
      "good_for": "Learning MCP server patterns | Starting points for custom servers",
      "skip_if": "You need a polished vendor-supported integration",
      "evidence": "tested",
      "evidence_label": "Tested (smoke test, 2026-10-25, no LLM involved)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/mcp-servers",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "microsoft-copilot",
      "name": "Microsoft Copilot",
      "verdict": "Microsoft's AI assistant for chat, creating and getting work done, with consumer and enterprise tiers.",
      "good_for": "Microsoft 365 users",
      "skip_if": "You avoid Microsoft accounts",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/microsoft-copilot",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "copilot-studio",
      "name": "Microsoft Copilot Studio",
      "verdict": "Microsoft's platform for creating and managing custom agents, workflows and apps with no code.",
      "good_for": "Microsoft 365 organizations building internal agents",
      "skip_if": "You want open source",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/copilot-studio",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "le-chat",
      "name": "Mistral Le Chat",
      "verdict": "Mistral's AI assistant: Free, Pro at $14.99 a month, Team at $24.99 per user.",
      "good_for": "People who want a European assistant with a cheap Pro tier",
      "skip_if": "You need the largest ecosystem of plugins",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/le-chat",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "murf-ai",
      "name": "Murf AI",
      "verdict": "Text-to-speech platform with a $10 free API trial, pay-as-you-go credits and per-character API pricing.",
      "good_for": "Developers who want low per-character TTS pricing | Teams building voice agents that need fast first audio",
      "skip_if": "You need a published monthly studio subscription price (not shown on the page we read) | You need on-device open-source TTS",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/murf-ai",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "notion-ai",
      "name": "Notion AI",
      "verdict": "Notion's built-in AI and agents; Free $0, Plus $10 and Business $20 per member per month, with AI usage drawing on credits.",
      "good_for": "Teams that already live in Notion",
      "skip_if": "You want a standalone assistant",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/notion-ai",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "ollama",
      "name": "Ollama",
      "verdict": "The common way to run open models locally on macOS, Windows and Linux, with a cloud option and an MIT-licensed open-source core.",
      "good_for": "Developers who want local models behind a simple API | People who want to try open models privately",
      "skip_if": "You need frontier proprietary models only | You have no GPU and want fast large-model output",
      "evidence": "tested",
      "evidence_label": "Tested (smoke test, 2026-10-25, local 3B model (Qwen2.5-3B))",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/ollama",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "open-webui",
      "name": "Open WebUI",
      "verdict": "Self-hosted AI platform: a web interface that connects to Ollama and OpenAI-compatible models, under its own Open WebUI License.",
      "good_for": "Teams that want a self-hosted chat UI | Ollama users who want a browser interface",
      "skip_if": "You need a standard OSI license for your own distribution",
      "evidence": "tested",
      "evidence_label": "Tested (smoke test, 2026-10-25, local 3B model (Qwen2.5-3B))",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/open-webui",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "openrouter",
      "name": "OpenRouter",
      "verdict": "Unified API to many models with fallbacks; a Free tier with 25+ free models and 4 free providers.",
      "good_for": "Developers who want to switch models behind one API",
      "skip_if": "You want a local runtime",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/openrouter",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "opus-clip",
      "name": "OpusClip",
      "verdict": "Turns long videos into shorts and posts to social platforms; Free forever plan.",
      "good_for": "Creators repurposing long videos",
      "skip_if": "You want to edit from scratch",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/opus-clip",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "otter",
      "name": "Otter.ai",
      "verdict": "AI meeting agent with real-time transcription, summaries and action items; free plan, paid per-user plans.",
      "good_for": "People who want live transcription",
      "skip_if": "You need predictable pricing without regional offers",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/otter",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "perplexity",
      "name": "Perplexity",
      "verdict": "AI search with citations in every answer; Pro is $20 a month ($17 billed annually) and Max is $200 ($167 billed annually).",
      "good_for": "People who want cited web answers | Researchers using deep research",
      "skip_if": "You want an offline or local tool",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/perplexity",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "pika",
      "name": "Pika",
      "verdict": "AI creative platform with a free plan and monthly tiers at $10, $35 and $95.",
      "good_for": "Creators wanting several video models in one place",
      "skip_if": "You need open-weight local generation",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/pika",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "pipedream",
      "name": "Pipedream",
      "verdict": "Integration layer for AI agents with managed auth and 10,000+ tools across 3,000+ APIs; free to build, pay in production.",
      "good_for": "Developers wiring agents to many APIs with managed auth",
      "skip_if": "Non-technical teams wanting only drag and drop",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/pipedream",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "power-automate",
      "name": "Power Automate",
      "verdict": "Microsoft's automation platform with a 30-day free trial and per-user and per-bot plans.",
      "good_for": "Microsoft 365 shops needing RPA and cloud flows",
      "skip_if": "Small teams wanting a free plan",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/power-automate",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "pydantic-ai",
      "name": "Pydantic AI",
      "verdict": "Python agent framework built on Pydantic types, covering agents, realtime voice, image generation and embeddings.",
      "good_for": "Python teams that value type safety and validation",
      "skip_if": "You need a TypeScript framework",
      "evidence": "tested",
      "evidence_label": "Tested (smoke test, 2026-10-25, local 3B model (Qwen2.5-3B))",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/pydantic-ai",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "qodo",
      "name": "Qodo",
      "verdict": "AI code review platform with 15+ agentic workflows for IDEs, pull requests and security, priced by team credits.",
      "good_for": "Teams that want review automation on every pull request",
      "skip_if": "You want a general-purpose coding agent | You want a pure open-source tool",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/qodo",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "read-ai",
      "name": "Read AI",
      "verdict": "AI notetaker that works across Teams, Meet and Zoom; Free plan covers 5 meetings per month.",
      "good_for": "Teams that want search plus summaries",
      "skip_if": "You do not want a bot",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/read-ai",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "recraft",
      "name": "Recraft",
      "verdict": "Text-to-image model and design platform for photorealism and vector output; V4.1 Flash is listed as the latest model.",
      "good_for": "Designers needing vector output",
      "skip_if": "You want a free local model",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/recraft",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "relevance-ai",
      "name": "Relevance AI",
      "verdict": "Platform for specialist AI agents for sales, customer success, marketing and HR, with an embedded deployment team.",
      "good_for": "Go-to-market teams wanting managed agent rollout",
      "skip_if": "Hobbyists",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/relevance-ai",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "replicate",
      "name": "Replicate",
      "verdict": "Cloud API for running and fine-tuning open models, with per-use pricing.",
      "good_for": "Developers adding image or model APIs quickly",
      "skip_if": "You need a flat monthly price",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/replicate",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "resemble-ai",
      "name": "Resemble AI",
      "verdict": "Resemble AI now leads with real-time deepfake detection and watermarking for audio, video and images; plans from free to $1,000 a month.",
      "good_for": "Enterprises verifying media authenticity",
      "skip_if": "You want a consumer text-to-speech app",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/resemble-ai",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "retell",
      "name": "Retell AI",
      "verdict": "Voice AI agents for phone calls with pay-per-minute pricing and 20 free concurrent calls.",
      "good_for": "Teams automating inbound and outbound phone calls",
      "skip_if": "You need text chat only",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/retell",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "speechify",
      "name": "Speechify",
      "verdict": "Text-to-speech app that reads PDFs, books and web pages aloud, with a Free plan and a $29 monthly premium price.",
      "good_for": "People who want documents read aloud",
      "skip_if": "Developers needing an API only",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/speechify",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "synthesia",
      "name": "Synthesia",
      "verdict": "Business video platform with AI avatars in 140+ languages and a free credit allowance.",
      "good_for": "Corporate training and communications teams",
      "skip_if": "You need cinematic generative video",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/synthesia",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "together-ai",
      "name": "Together AI",
      "verdict": "AI cloud for open models: serverless inference, fine-tuning and GPU clusters, priced per token.",
      "good_for": "Teams serving open models at scale",
      "skip_if": "You want a desktop app",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/together-ai",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "vapi",
      "name": "Vapi",
      "verdict": "Developer platform for voice agents; $5 free credits, then pay for the minutes you run.",
      "good_for": "Developers who want to assemble their own voice stack",
      "skip_if": "You want a flat per-seat price",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/vapi",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "voiceflow",
      "name": "Voiceflow",
      "verdict": "Platform for chat and voice AI agents for customer experience teams.",
      "good_for": "CX teams building chat and voice agents",
      "skip_if": "Hobby projects",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/voiceflow",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "warp",
      "name": "Warp",
      "verdict": "Warp's terminal and agent platform; it now pitches 'open infrastructure for cloud software factories' defined as code, with any model.",
      "good_for": "Developers who want an agent-aware terminal | Teams that want to define agent workflows as code",
      "skip_if": "You want an open-source terminal | You only want a classic terminal with no agents",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/warp",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "writesonic",
      "name": "Writesonic",
      "verdict": "Platform for tracking and improving visibility in AI search with article generation.",
      "good_for": "Marketers tracking AI search visibility",
      "skip_if": "You only need a basic writer",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/writesonic",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "you-com",
      "name": "You.com",
      "verdict": "You.com now presents itself as search and inference infrastructure for AI: web search, answer and research APIs plus an inference router.",
      "good_for": "Developers adding web search or research to an agent",
      "skip_if": "You want a consumer chat assistant (the site now leads with APIs)",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/you-com",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "zapier",
      "name": "Zapier",
      "verdict": "No-code automation with 9,000+ apps and AI agents; free plan of 100 tasks a month.",
      "good_for": "Teams that need the widest app coverage",
      "skip_if": "Cost-sensitive high-volume automation",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/zapier",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "zed",
      "name": "Zed",
      "verdict": "High-performance, multiplayer code editor from the creators of Atom and Tree-sitter, open source with AI optional.",
      "good_for": "Developers who want a fast editor and optional AI | Teams that want org-wide AI controls (Business)",
      "skip_if": "You want AI built into every action by default | You need SSO, SAML or SCIM: the page says these are planned but not available",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/zed",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "langgraph",
      "name": "LangGraph",
      "verdict": "A dependable foundation for stateful agents; this release is a routine fix, so only update if the RemoteGraph or recursion fixes affect you.",
      "good_for": "Developers who want explicit control over agent state and flow | Teams running long-lived, resumable agents | People already in the LangChain ecosystem",
      "skip_if": "You want the shortest path to a simple agent | You are looking for new features in this release",
      "evidence": "tested",
      "evidence_label": "Tested (smoke test, 2026-10-25, local 3B model (Qwen2.5-3B))",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/langgraph",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "vercel-ai-sdk",
      "name": "Vercel AI SDK",
      "verdict": "Vercel's TypeScript SDK that gives one API across many model providers, with streaming and agent helpers.",
      "good_for": "TypeScript and Next.js teams building chat or agent UIs",
      "skip_if": "You work in Python",
      "evidence": "tested",
      "evidence_label": "Tested (smoke test, 2026-10-25, local 3B model (Qwen2.5-3B))",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/vercel-ai-sdk",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "activepieces",
      "name": "Activepieces",
      "verdict": "Open-source workflow automation with chat, agents, tables and 770+ apps; $20 or $200 flat monthly plans.",
      "good_for": "Teams that want self-hostable automation | Zapier users sensitive to per-task costs",
      "skip_if": "You need the largest app library (Zapier lists 9,000+)",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/activepieces",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "agno",
      "name": "Agno",
      "verdict": "Open-source agent framework that now sells a self-driving agent platform you run in your own cloud.",
      "good_for": "Teams that want to run agents in their own cloud",
      "skip_if": "You need a no-code builder",
      "evidence": "tested",
      "evidence_label": "Tested (smoke test, 2026-10-25, local 3B model (Qwen2.5-3B))",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/agno",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "claude-code",
      "name": "Claude Code",
      "verdict": "Update now if you use the sandbox or run Claude Code on a cloud provider; skip if you wanted flashy new features, this is a hardening release.",
      "good_for": "Anyone relying on the Bash sandbox or permission rules (the 2.1.309 fixes close real gaps) | Teams running Claude Code through Bedrock, Vertex or Foundry | Enterprise admins who want role-based control over cloud sessions and Remote Control",
      "skip_if": "You are looking for new headline capabilities; these two releases are mostly fixes | You script claude ultrareview; check the new --trust-workspace requirement before updating CI",
      "evidence": "tested",
      "evidence_label": "Tested (smoke test, 2026-10-25, local Qwen2.5-3B-Instruct, not vendor models)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/claude-code",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "codex-cli",
      "name": "Codex CLI",
      "verdict": "A quality-of-life release: worth updating if you re-type the same prompts or switch models a lot, not a reason to switch tools.",
      "good_for": "People who already use Codex and repeat the same setup prompts (presets save the typing) | Teams that connect Codex to enterprise MCP servers and want fewer sign-in hurdles | Anyone who wants an open-source (Apache-2.0) agent they can run from a terminal",
      "skip_if": "You are happy with another coding agent; nothing here changes the core capability | You need the image preview feature but your terminal does not support Kitty or Sixel graphics",
      "evidence": "tested",
      "evidence_label": "Tested (smoke test, 2026-10-25, local Qwen2.5-3B-Instruct, not vendor models)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/codex-cli",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "composio",
      "name": "Composio",
      "verdict": "Managed tool-calling and authentication for agents across 1,500+ apps, with a free tier of 100,000 tool calls a month.",
      "good_for": "Agent builders who need many app integrations with managed auth",
      "skip_if": "You need only one or two APIs",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/composio",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "context7",
      "name": "Context7",
      "verdict": "Up-to-date, version-specific library docs served to coding agents.",
      "good_for": "Agents that hallucinate outdated library APIs",
      "skip_if": "Your stack is internal-only code",
      "evidence": "tested",
      "evidence_label": "Tested (smoke test, 2026-10-25, no language model involved)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/context7",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "crewai",
      "name": "CrewAI",
      "verdict": "Reasonable if you like the crew-of-agents mental model; the memory and tool-loop fixes in this release are worth taking.",
      "good_for": "Developers who want role-based multi-agent flows | Teams that want a built-in eval command | Users who need vector search on Azure DocumentDB",
      "skip_if": "You prefer an explicit graph model | You need a stable API with few releases; versions move quickly",
      "evidence": "tested",
      "evidence_label": "Tested (smoke test, 2026-10-25, local Qwen2.5-3B-Instruct, not vendor models)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/crewai",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "dify",
      "name": "Dify",
      "verdict": "Open-source platform for building LLM apps and agent workflows with a visual canvas; licensed under a modified Apache 2.0 with extra conditions.",
      "good_for": "Teams that want a visual builder they can self-host | Internal RAG and agent apps",
      "skip_if": "You need a standard OSI-approved license for redistribution",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/dify",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "gemini-notebook",
      "name": "Gemini Notebook",
      "verdict": "A good fit for turning a pile of documents into drafts and decks you can check against sources; availability of new features is rolling out.",
      "good_for": "Students and researchers working from their own sources | Writers who want a briefing doc or slide deck from notes | Google Workspace users",
      "skip_if": "You want a general chatbot with no source upload step | You are in the EEA and want the Gemini app connection on by default",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/gemini-notebook",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "goose",
      "name": "goose",
      "verdict": "Pick goose if you want an open-source agent with real subagent controls; v1.56.0 is a solid, subagent-heavy update.",
      "good_for": "People who want an Apache-2.0 agent with a desktop app and CLI | Users who delegate work to subagents and need resume and limits | Windows desktop users who were waiting for an installer",
      "skip_if": "You want a tiny tool with few moving parts | You need a managed, supported product",
      "evidence": "tested",
      "evidence_label": "Tested (smoke test, 2026-10-25, local Qwen2.5-3B-Instruct, not vendor models)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/goose",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "kilo-code",
      "name": "Kilo Code",
      "verdict": "Open-source AI coding agent for VS Code, JetBrains, CLI and Cloud, with 500+ models at zero markup or your own keys.",
      "good_for": "Developers who want an open-source agent with many models | Teams that want shared agents and centralized billing",
      "skip_if": "You want a single-vendor model bundle with a flat monthly price",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/kilo-code",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "luma",
      "name": "Luma",
      "verdict": "A good pick for creators who want several video models in one workspace; Ray 3.2 launched on June 9, 2026, so check which models are live on your plan.",
      "good_for": "Video creators who want to switch models per shot | Studios that need HDR and EXR outputs for post production | Developers who want a video-generation API",
      "skip_if": "You want pay-as-you-go pricing; plans are credit-based | You need unlimited generations; plans cap monthly credits",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/luma",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "openhands",
      "name": "OpenHands",
      "verdict": "Open-source AI coding agent platform you can start locally, automate with workflows and run with any model.",
      "good_for": "Teams that want an open-source alternative to cloud coding agents | Developers who want to bring their own model",
      "skip_if": "You want a flat-fee hosted product with published pricing we can quote",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/openhands",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "replit",
      "name": "Replit",
      "verdict": "Strong pick if you want build, hosting and monitoring in one place; read the credit and overage rules first.",
      "good_for": "Builders who want an agent that also watches the app after launch | Solo founders who want incorporation help inside the tool | Teams that want shared chats and reusable skills",
      "skip_if": "You want to keep code and hosting on your own infrastructure | You need predictable spend; credits and overage limits apply",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/replit",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "chrome-devtools-mcp",
      "name": "Chrome DevTools MCP",
      "verdict": "Chrome DevTools for coding agents.",
      "good_for": "Debugging and performance work in a real Chrome",
      "skip_if": "You want cross-browser test automation",
      "evidence": "tested",
      "evidence_label": "Tested (smoke test, 2026-10-25, no language model involved)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/chrome-devtools-mcp",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "google-adk",
      "name": "Google ADK",
      "verdict": "Update with care: a big, useful release for Gemini users, but it includes a telemetry default change.",
      "good_for": "Python teams building on Gemini or Google Cloud | Developers who need live voice agents | Teams who want MongoDB-backed sessions and memory",
      "skip_if": "You need identical telemetry across upgrades; defaults changed | You are not using Python",
      "evidence": "tested",
      "evidence_label": "Tested (smoke test, 2026-10-25, local Qwen2.5-3B-Instruct, not vendor models)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/google-adk",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "langchain",
      "name": "LangChain",
      "verdict": "Open-source framework for building LLM applications and agents in Python and JavaScript, from the team behind LangGraph and LangSmith.",
      "good_for": "Developers who want the widest set of integrations | Teams that will pair it with LangGraph for stateful agents",
      "skip_if": "You want a minimal library with few abstractions | You only need one model provider's SDK",
      "evidence": "tested",
      "evidence_label": "Tested (smoke test, 2026-10-25, local 3B model (Qwen2.5-3B))",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/langchain",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "opencode",
      "name": "opencode",
      "verdict": "Update when convenient for the runtime security fixes; pick opencode if you want an open-source agent that is not tied to one model vendor.",
      "good_for": "Developers who want an MIT-licensed terminal agent | People who switch between model providers | Anyone who wants a desktop app as well as a CLI",
      "skip_if": "You need a vendor-backed support contract | You expected feature news; this release is mostly a runtime upgrade",
      "evidence": "tested",
      "evidence_label": "Tested (smoke test, 2026-10-25, local Qwen2.5-3B-Instruct, not vendor models)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/opencode",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "claude",
      "name": "Claude",
      "verdict": "A strong writing partner; try Claude Duet only if you are on Pro or Max and comfortable with a research-preview product.",
      "good_for": "Writers who want a careful, long-form drafting assistant | Pro and Max users curious about proactive agents | Max and Team users who also build on the API",
      "skip_if": "You need Duet and are on Free (it is Pro and Max only) | You want published benchmarks; we cite none",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/claude",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "github-mcp-server",
      "name": "GitHub MCP Server",
      "verdict": "GitHub's official MCP server for repos, issues and pull requests.",
      "good_for": "Agents that need to read and act on GitHub repositories",
      "skip_if": "You do not use GitHub",
      "evidence": "tested",
      "evidence_label": "Tested (smoke test, 2026-10-26, no LLM involved)",
      "last_verified": "2026-10-26",
      "url": "https://theagenticweekly.com/tools/github-mcp-server",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "haystack",
      "name": "Haystack",
      "verdict": "Apache-2.0 Python framework for building search, RAG and agent pipelines, maintained by deepset.",
      "good_for": "Production RAG pipelines | Teams that like explicit pipeline components",
      "skip_if": "You want a visual builder",
      "evidence": "tested",
      "evidence_label": "Tested (smoke test, 2026-10-25, local 3B model (Qwen2.5-3B))",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/haystack",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "mastra",
      "name": "Mastra",
      "verdict": "A strong TypeScript option if you are building agents in a Node stack; read the breaking-change note on sessions before upgrading.",
      "good_for": "TypeScript and Next.js teams building agents | Teams that need observability and tracing out of the box | Developers experimenting with MCP events",
      "skip_if": "You work in Python | You need a stable session API; this release changes it",
      "evidence": "tested",
      "evidence_label": "Tested (smoke test, 2026-10-25, local 3B model (Qwen2.5-3B))",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/mastra",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "mcp-inspector",
      "name": "MCP Inspector",
      "verdict": "The quickest way to check what an MCP server exposes; run it on a current Node or npm may quietly install version 0.15.0.",
      "good_for": "Anyone building or evaluating an MCP server",
      "skip_if": "You only use servers through a client and never inspect them",
      "evidence": "tested",
      "evidence_label": "Tested (smoke test, 2026-10-25, no LLM involved)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/mcp-inspector",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "chatgpt",
      "name": "ChatGPT",
      "verdict": "Still the broadest all-round assistant; the October updates matter most if you write documents, decks or work with audio.",
      "good_for": "Writers who need drafts, decks and meeting notes in one place | Teams already on ChatGPT Business or Enterprise | People who want image generation (Images 2.5) in the same app",
      "skip_if": "You want strict data isolation by default (check settings) | You need features only on Pro plans and are on a lower tier",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/chatgpt",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "fastmcp",
      "name": "FastMCP",
      "verdict": "If you run FastMCP servers, upgrade and read the security notices; the OAuth issuer step is not automatic.",
      "good_for": "Python developers building MCP servers or clients | Teams exposing internal tools to agents | Anyone running OAuth-protected MCP servers",
      "skip_if": "You do not use MCP | You cannot update trust stores in your deployment environment",
      "evidence": "tested",
      "evidence_label": "Tested (smoke test, 2026-10-25, no language model involved)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/fastmcp",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "gemini-cli",
      "name": "Gemini CLI",
      "verdict": "Skip it as a new starter on a consumer plan; keep it only if you are on an enterprise license or a paid API key.",
      "good_for": "Organizations on Gemini Code Assist Standard or Enterprise (Google says their access is unchanged) | People using Gemini CLI with a paid Gemini API key | Developers who want an open-source Apache-2.0 terminal agent they can read and extend",
      "skip_if": "You are on a Google AI Pro/Ultra plan or the free individual tier: Google says Gemini CLI stopped serving those requests on June 18, 2026 | You want the best coding experience with the latest Gemini models: the README itself points to Antigravity CLI",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/gemini-cli",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "jan",
      "name": "Jan",
      "verdict": "Open-source alternative to ChatGPT that runs open models locally or connects to cloud models like GPT and Claude.",
      "good_for": "People who want a private local chat app | Users who want one app for local and cloud models",
      "skip_if": "You need a hosted multi-user team product",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/jan",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "n8n",
      "name": "n8n",
      "verdict": "Great fit for small teams that want to wire apps and AI together without code; the license is fair-code, not open source.",
      "good_for": "Small businesses automating lead capture and follow-up | Teams that want to self-host automations | Builders adding AI agents to existing workflows",
      "skip_if": "You need a strictly open-source license (n8n is fair-code) | You want a no-setup consumer app",
      "evidence": "tested",
      "evidence_label": "Tested (smoke test, 2026-10-25, local 3B model (Qwen2.5-3B))",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/n8n",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "elevenlabs",
      "name": "ElevenLabs",
      "verdict": "Best for builders adding voice or music to products; the Video to Music API is the interesting new piece for creators.",
      "good_for": "Developers building voice agents or translation features | Creators who want an API that scores videos | Teams moving from OpenAI Realtime clients",
      "skip_if": "You want a simple consumer music app (see Suno) | You need Realtime Translation outside enterprise workspaces",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/elevenlabs",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "v0",
      "name": "v0",
      "verdict": "Good for UI-heavy web work, especially if you deploy on Vercel; the October changes are about teamwork and polish.",
      "good_for": "Front-end builders who want generated UI and a code view | Teams that want v0 connected to Slack | Vercel users who want a short path to deployment",
      "skip_if": "You want a general-purpose coding agent for non-web projects | You need published pricing details (not verified here)",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/v0",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "comfyui",
      "name": "ComfyUI",
      "verdict": "The tool to learn if you want maximum control over open models on your own GPU; it has a learning curve.",
      "good_for": "Power users who want to run open models locally | Artists building repeatable image or video workflows | People who want to mix local models with partner nodes",
      "skip_if": "You want a one-click consumer app | You do not have a capable GPU and do not want to use partner (paid) nodes",
      "evidence": "tested",
      "evidence_label": "Tested (smoke test, 2026-10-26, no LLM involved)",
      "last_verified": "2026-10-26",
      "url": "https://theagenticweekly.com/tools/comfyui",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "cline",
      "name": "Cline",
      "verdict": "A good open-source pick if you want an agent inside your IDE or a CLI and an SDK to embed it; the October notes are incremental.",
      "good_for": "IDE users who want an open-source agent | Teams that want to embed an agent through the SDK | People who bring their own model API keys",
      "skip_if": "You want one polished all-in-one app with bundled models | You only want headline features; these releases are mostly fixes and plumbing",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/cline",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "cursor",
      "name": "Cursor",
      "verdict": "Worth a look if you run agents on several repos or want one place for editor, cloud agents and Git hosting; the October changes are mostly for teams.",
      "good_for": "Teams that want cloud agents with shared, scriptable environments | Developers who like an editor-first workflow with an agent built in | Platform teams evaluating Origin and its app marketplace",
      "skip_if": "You work only in a terminal and want a lightweight open-source agent | You want all third-party model usage included in a flat fee; Cursor says it is billed separately by usage",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/cursor",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "browser-use",
      "name": "Browser Use",
      "verdict": "Open-source library that lets AI agents drive a browser, with a pay-as-you-go cloud browser starting at $0.02 an hour.",
      "good_for": "Developers building browser-driving agents",
      "skip_if": "You need a simple scraper (consider Firecrawl)",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/browser-use",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "github-copilot",
      "name": "GitHub Copilot",
      "verdict": "A sensible default if your team already lives on GitHub; check which plan you need for new models.",
      "good_for": "Teams already on GitHub who want AI in editor, CLI and code scanning fixes | Enterprise admins who need model policy controls | Developers who want to pick from several vendors' models",
      "skip_if": "You want a fully open-source stack | You are on a plan without access to the newest models (Gemini 4 Argon is Pro+ and above)",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/github-copilot",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "kling",
      "name": "Kling AI",
      "verdict": "Worth testing for action and camera-heavy shots; our information is secondhand from Luma plus the Kling homepage.",
      "good_for": "Creators who need strong motion and camera moves | People who want to try Kling 4.0 through Luma | Short social and ad clips",
      "skip_if": "You need API access today; Kuaishou says it is coming soon | You want an independent benchmark; none is cited here",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/kling",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "openai-agents-sdk",
      "name": "OpenAI Agents SDK",
      "verdict": "Pick it if you want a small, official framework for multi-agent flows on the OpenAI API; the update is incremental.",
      "good_for": "Python developers building agents on OpenAI models | Teams that want MCP tools plus approvals and sessions | Prototypers who want few abstractions",
      "skip_if": "You need a TypeScript-first framework | You want a framework tied to no model vendor",
      "evidence": "tested",
      "evidence_label": "Tested (smoke test, 2026-10-25, local Qwen2.5-3B-Instruct, not vendor models)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/openai-agents-sdk",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "runway",
      "name": "Runway",
      "verdict": "A strong choice if you want one place to drive many video, image and audio models from an agent; many items are paid-plan only.",
      "good_for": "Editors who want Runway inside DaVinci Resolve | Teams that script video work through MCP | Creators who want draft-then-polish video generation",
      "skip_if": "You need a free tier (many items are Paid Plans) | You want a single in-house model; Runway aggregates partners",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/runway",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "lovable",
      "name": "Lovable",
      "verdict": "A friendly way for non-developers to get a working web app and a first-customers plan; check credit costs before you commit.",
      "good_for": "Founders and small-business owners who want a site or app without writing code | Anyone who wants growth suggestions in the same chat as the build | People who want to start free and publish to a lovable.app address",
      "skip_if": "You need full control of the code and hosting from day one | You want predictable pricing; credits are consumed by task complexity",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/lovable",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "supabase-mcp",
      "name": "Supabase MCP",
      "verdict": "Connect Supabase projects to AI assistants.",
      "good_for": "Agents managing Supabase projects and databases",
      "skip_if": "You use a different backend",
      "evidence": "tested",
      "evidence_label": "Tested (smoke test, 2026-10-26, no LLM involved)",
      "last_verified": "2026-10-26",
      "url": "https://theagenticweekly.com/tools/supabase-mcp",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "dspy",
      "name": "DSPy",
      "verdict": "Worth a look if you want structured, testable LM pipelines; start with a plain Predict module before optimisers.",
      "good_for": "Developers who want typed, composable LM programs | Teams that want to optimise prompts against a metric",
      "skip_if": "You only need a quick one-off script calling a model",
      "evidence": "tested",
      "evidence_label": "Tested (smoke test, 2026-10-25, local 3B model (Qwen2.5-3B))",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/dspy",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "midjourney",
      "name": "Midjourney",
      "verdict": "Use the thinking rerun if prompt-following misses are your pain; be careful with privacy when sharing folders.",
      "good_for": "Designers who iterate on images with a team | Users of 8.2 who want better prompt adherence | People who want a web app rather than Discord",
      "skip_if": "You need private-by-default collaboration | You want open weights or local control",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/midjourney",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "semantic-kernel",
      "name": "Semantic Kernel",
      "verdict": "Microsoft's model-agnostic SDK for building AI agents; its README calls Microsoft Agent Framework the enterprise-ready successor.",
      "good_for": "Existing .NET and Azure shops already on Semantic Kernel",
      "skip_if": "You are starting new agent work and want Microsoft's recommended path (Agent Framework)",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/semantic-kernel",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "sentry-mcp",
      "name": "Sentry MCP",
      "verdict": "Sentry's agentic tooling and MCP server for errors and traces.",
      "good_for": "Agents that debug production errors with Sentry data",
      "skip_if": "You need a permissive OSI license today",
      "evidence": "tested",
      "evidence_label": "Tested (smoke test, 2026-10-26, no LLM involved)",
      "last_verified": "2026-10-26",
      "url": "https://theagenticweekly.com/tools/sentry-mcp",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "playwright-mcp",
      "name": "Playwright MCP",
      "verdict": "Microsoft's MCP server that lets agents drive a browser with Playwright.",
      "good_for": "Agents that need to test or navigate web pages",
      "skip_if": "You need DevTools-level performance traces (see Chrome DevTools MCP)",
      "evidence": "tested",
      "evidence_label": "Tested (smoke test, 2026-10-25, no language model involved)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/playwright-mcp",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "mem0",
      "name": "Mem0",
      "verdict": "Open-source and hosted memory layer that lets agents remember users across sessions, with a free tier and published request quotas.",
      "good_for": "Apps that need long-term per-user memory",
      "skip_if": "You only need a vector database",
      "evidence": "tested",
      "evidence_label": "Tested (smoke test, 2026-10-26, local 3B model plus a local embedder)",
      "last_verified": "2026-10-26",
      "url": "https://theagenticweekly.com/tools/mem0",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "llamaindex",
      "name": "LlamaIndex",
      "verdict": "Open-source data framework for retrieval-augmented generation and document-centred agents, with a hosted document platform alongside.",
      "good_for": "RAG and document-question-answering projects | Teams with lots of PDFs and unstructured data",
      "skip_if": "You need a general multi-agent orchestrator rather than data tooling",
      "evidence": "tested",
      "evidence_label": "Tested (smoke test, 2026-10-25, local 3B model (Qwen2.5-3B))",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/llamaindex",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "notion-mcp",
      "name": "Notion MCP Server",
      "verdict": "Official Notion MCP server for reading and editing workspace content.",
      "good_for": "Agents that need Notion pages and databases",
      "skip_if": "You do not use Notion",
      "evidence": "tested",
      "evidence_label": "Tested (smoke test, 2026-10-26, no LLM involved)",
      "last_verified": "2026-10-26",
      "url": "https://theagenticweekly.com/tools/notion-mcp",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "instructor",
      "name": "Instructor",
      "verdict": "A small, light way to get typed output from a model; good first step before reaching for a full framework.",
      "good_for": "Developers who need typed, validated model output | Teams already using Pydantic",
      "skip_if": "You need an agent runtime with tools and memory",
      "evidence": "tested",
      "evidence_label": "Tested (smoke test, 2026-10-25, local 3B model (Qwen2.5-3B))",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/instructor",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "suno",
      "name": "Suno",
      "verdict": "The most complete song-making tool we track; the v6 editing features are the draw. Rights and licensing questions are yours to check.",
      "good_for": "Anyone who wants finished songs from a prompt or a voice memo | Producers who want to edit sections in plain language | Free users who want to try v6-mini",
      "skip_if": "You need clearly licensed commercial music (check Suno's terms) | You want open weights",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/suno",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "piper",
      "name": "Piper",
      "verdict": "Fast, private speech synthesis on a CPU; mind the GPL-3.0 license if you embed it.",
      "good_for": "Local voice output without a GPU | Home and offline projects",
      "skip_if": "You need very natural or expressive voices",
      "evidence": "tested",
      "evidence_label": "Tested (smoke test, 2026-10-25, no LLM involved)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/piper",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "flowise",
      "name": "Flowise",
      "verdict": "Open-source drag-and-drop builder for LLM flows and agents; GitHub marks the main repository as archived with its last push in Aug 2026.",
      "good_for": "Existing Flowise users maintaining flows",
      "skip_if": "You need an actively developed builder: the repository is archived",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/flowise",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "continue",
      "name": "Continue",
      "verdict": "A configurable open-source assistant; the CLI worked with a local model through a YAML config.",
      "good_for": "Developers who want an open-source assistant with local-model support",
      "skip_if": "You want a zero-config experience",
      "evidence": "tested",
      "evidence_label": "Tested (smoke test, 2026-10-25, local 3B model (Qwen2.5-3B))",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/continue",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "windsurf",
      "name": "Windsurf (now Devin Desktop)",
      "verdict": "Windsurf was renamed Devin Desktop on June 2, 2026: a full IDE with an Agent Command Center for managing local and cloud coding agents.",
      "good_for": "Developers already using Windsurf who want the same editor under the Devin brand | People who want one place to manage local and cloud coding agents | Teams that want centralized billing and an admin dashboard (Teams plan)",
      "skip_if": "You want a fully open-source editor (it is proprietary; see Zed or Kilo) | You need predictable flat pricing: extra usage is billed at API pricing",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/windsurf",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "smolagents",
      "name": "smolagents",
      "verdict": "Hugging Face's small Python library for agents that write and run code; the docs say the core logic fits in roughly a thousand lines.",
      "good_for": "People who want a small hackable agent library | Code-as-action agent experiments",
      "skip_if": "You need a full production orchestration platform",
      "evidence": "tested",
      "evidence_label": "Tested (smoke test, 2026-10-25, local 3B model (Qwen2.5-3B))",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/smolagents",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "letta",
      "name": "Letta",
      "verdict": "Platform and open-source framework for stateful agents that keep and improve memory across sessions.",
      "good_for": "Agents that must remember across sessions",
      "skip_if": "You want a stateless simple chatbot",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/letta",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "aider",
      "name": "Aider",
      "verdict": "Open-source AI pair programming in your terminal that maps your codebase and connects to almost any LLM, including local models.",
      "good_for": "Developers who live in the terminal and want git-friendly AI edits | People who want to pick their own model or run local models",
      "skip_if": "You want a GUI editor with an integrated agent | You want a vendor-supported product with an SLA",
      "evidence": "tested",
      "evidence_label": "Tested (smoke test, 2026-10-25, local 3B model (Qwen2.5-3B))",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/aider",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "ace-step",
      "name": "ACE-Step",
      "verdict": "The pick if you want open weights and local control; expect a manual setup and no recent updates.",
      "good_for": "Tinkerers who want to run music generation locally | Developers who want to fine-tune with LoRA | People who need Apache-2.0 licensing",
      "skip_if": "You want a polished app with no setup | You need active weekly releases",
      "evidence": "reported",
      "evidence_label": "Reported (not run by us)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/ace-step",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "faster-whisper",
      "name": "faster-whisper",
      "verdict": "Fast local transcription; on CPU use float32 and check int8 against a reference before trusting it.",
      "good_for": "Local, private transcription | Developers building voice pipelines on CPU",
      "skip_if": "You need diarisation or a managed service",
      "evidence": "tested",
      "evidence_label": "Tested (smoke test, 2026-10-25, no language model involved)",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/faster-whisper",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "autogen",
      "name": "AutoGen",
      "verdict": "Microsoft's open-source multi-agent framework; its README now says the project is in maintenance mode and points to Microsoft Agent Framework.",
      "good_for": "Existing AutoGen projects that need reference material | Researchers studying multi-agent patterns",
      "skip_if": "You are starting a new production project: Microsoft points to Agent Framework instead",
      "evidence": "tested",
      "evidence_label": "Tested (smoke test, 2026-10-25, local 3B model (Qwen2.5-3B))",
      "last_verified": "2026-10-25",
      "url": "https://theagenticweekly.com/tools/autogen",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    },
    {
      "slug": "gpt4all",
      "name": "GPT4All",
      "verdict": "Local chatbot from Nomic that runs open-source models on your device; the latest GitHub release we saw is v3.10.0 from Feb 2025.",
      "good_for": "People who want a simple private desktop chatbot",
      "skip_if": "You want a project with recent releases (last release we saw is Feb 2025)",
      "evidence": "tested",
      "evidence_label": "Tested (smoke test, 2026-10-26, local 3B model (Qwen2.5-3B))",
      "last_verified": "2026-10-26",
      "url": "https://theagenticweekly.com/tools/gpt4all",
      "license": "CC BY 4.0",
      "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0"
    }
  ]
}