{
  "schemaVersion": 1,
  "publisher": "Loaded Tokens",
  "url": "https://loadedtokens.com/tools/compare/",
  "method": "Side-by-side directory fields for two or three tools. No composite score.",
  "verdicts": {
    "use": "The public docs say it does what you need. We read the docs. We did not test it.",
    "watch": "Promising, but something is missing: access, pricing, or proof.",
    "ignore": "Not for you, at least not yet."
  },
  "fields": [
    "verdict",
    "maker",
    "category",
    "price",
    "pricingChecked",
    "audience",
    "summary",
    "source"
  ],
  "featured": [
    {
      "id": "coding-assistants",
      "title": "Coding assistants",
      "tools": [
        {
          "slug": "github-copilot",
          "name": "GitHub Copilot",
          "maker": "GitHub",
          "category": "Coding agents",
          "verdict": "use",
          "price": "Free $0; Pro $10/user/month; Pro+ $39/user/month. Plan credits and model restrictions apply.",
          "pricingChecked": "2026-11-07",
          "audience": "Developers who work in supported editors and GitHub workflows.",
          "summary": "Coding assistance with completions, agent features and model access that vary by plan.",
          "source": "https://github.com/features/copilot/plans",
          "url": "https://loadedtokens.com/tools/github-copilot/"
        },
        {
          "slug": "claude-code",
          "name": "Claude Code",
          "maker": "Anthropic",
          "category": "Coding agents",
          "verdict": "watch",
          "price": "Included with eligible Claude plans, including Pro; plan limits apply. API-backed usage follows separate billing.",
          "pricingChecked": "2026-11-07",
          "audience": "Developers who can review diffs and run checks.",
          "summary": "An agentic coding tool for repository and terminal workflows, described in its official overview.",
          "source": "https://code.claude.com/docs/en/overview",
          "url": "https://loadedtokens.com/tools/claude-code/"
        },
        {
          "slug": "cursor-editor",
          "name": "Cursor editor",
          "maker": "Cursor",
          "category": "Coding agents",
          "verdict": "watch",
          "price": "Free $0; Plus $8/month; Premium $30/month. Third-party models on eligible tiers use prepaid credit at API list price.",
          "pricingChecked": "2026-11-07",
          "audience": "Developers who want AI assistance where they edit code.",
          "summary": "An AI coding environment with agent workflows and model selection.",
          "source": "https://cursor.com/docs/models-and-pricing",
          "url": "https://loadedtokens.com/tools/cursor-editor/"
        }
      ]
    },
    {
      "id": "chat",
      "title": "Chat assistants",
      "tools": [
        {
          "slug": "claude",
          "name": "Claude",
          "maker": "Anthropic",
          "category": "AI for work",
          "verdict": "use",
          "price": "Free $0; Pro $20/month billed monthly, or $200 billed up front annually. Limits apply.",
          "pricingChecked": "2026-11-07",
          "audience": "Writers, analysts and people working with documents.",
          "summary": "A conversational assistant available on web, desktop and mobile with plan-dependent tools.",
          "source": "https://claude.com/pricing",
          "url": "https://loadedtokens.com/tools/claude/"
        },
        {
          "slug": "chatgpt",
          "name": "ChatGPT",
          "maker": "OpenAI",
          "category": "AI for work",
          "verdict": "use",
          "price": "Free version; paid plans are priced per user/month. The public page did not expose stable numeric paid amounts in our text capture.",
          "pricingChecked": "2026-11-07",
          "audience": "People drafting, analyzing or learning with a general assistant.",
          "summary": "A conversational assistant with file, research and writing features that depend on plan.",
          "source": "https://openai.com/chatgpt/pricing/",
          "url": "https://loadedtokens.com/tools/chatgpt/"
        }
      ]
    },
    {
      "id": "model-apis",
      "title": "Model APIs",
      "tools": [
        {
          "slug": "gpt-6-1-terra",
          "name": "GPT-6.1 Terra",
          "maker": "OpenAI",
          "category": "Models",
          "verdict": "use",
          "price": "API prices 50% below GPT-5.6 Terra (reported $1 / $5 per million tokens)",
          "pricingChecked": null,
          "audience": null,
          "summary": "Fast, cheaper model for computer use, visual reasoning, writing and coding.",
          "source": "https://openai.com/index/introducing-gpt-6-1-terra",
          "url": "https://loadedtokens.com/tools/gpt-6-1-terra/"
        },
        {
          "slug": "gemini-api",
          "name": "Gemini Developer API",
          "maker": "Google",
          "category": "Models",
          "verdict": "watch",
          "price": "Free and paid tiers vary by model. Some models have no free tier; thinking and tool-related tokens may be billable.",
          "pricingChecked": "2026-11-07",
          "audience": "Builders comparing multimodal developer models.",
          "summary": "A developer API with model-specific free and paid access.",
          "source": "https://ai.google.dev/gemini-api/docs/pricing",
          "url": "https://loadedtokens.com/tools/gemini-api/"
        },
        {
          "slug": "openai-responses-api",
          "name": "OpenAI Responses API",
          "maker": "OpenAI",
          "category": "Models",
          "verdict": "use",
          "price": "No separate Responses API fee; model tokens and tool usage are billed. Example: GPT-6.1 Terra standard short-context $1/M input and $5/M output tokens.",
          "pricingChecked": "2026-11-07",
          "audience": "Developers embedding model calls and tools in applications.",
          "summary": "A model API surface with usage billed at the selected model and tool rates.",
          "source": "https://developers.openai.com/api/docs/pricing",
          "url": "https://loadedtokens.com/tools/openai-responses-api/"
        }
      ]
    }
  ],
  "tools": [
    {
      "slug": "amazon-bedrock",
      "name": "Amazon Bedrock",
      "maker": "AWS",
      "category": "Agent infrastructure",
      "verdict": "watch",
      "price": "Usage depends on provider, model, modality and service tier. Knowledge bases and other services can add separate charges.",
      "pricingChecked": "2026-11-07",
      "audience": "Builders already using AWS permissions and cloud services.",
      "summary": "AWS access to foundation models and supporting services such as knowledge bases and guardrails.",
      "source": "https://aws.amazon.com/bedrock/pricing/",
      "url": "https://loadedtokens.com/tools/amazon-bedrock/"
    },
    {
      "slug": "amazon-q-developer",
      "name": "Amazon Q Developer",
      "maker": "AWS",
      "category": "Coding agents",
      "verdict": "use",
      "price": "Free tier with limits; Pro $19/user/month, with higher allowances and administrative features.",
      "pricingChecked": "2026-11-07",
      "audience": "Developers working with software and AWS-oriented workflows.",
      "summary": "A development assistant available in IDE and CLI workflows.",
      "source": "https://aws.amazon.com/q/developer/pricing/",
      "url": "https://loadedtokens.com/tools/amazon-q-developer/"
    },
    {
      "slug": "assemblyai",
      "name": "AssemblyAI",
      "maker": "AssemblyAI",
      "category": "Voice & audio",
      "verdict": "use",
      "price": "$50 in free credits. Universal-3.5 Pro pre-recorded is $0.21 an hour. Streaming bills the open socket, not just the audio. Text to speech is $15 per million characters.",
      "pricingChecked": "2026-11-07",
      "audience": "Developers who will close the websocket when the call ends.",
      "summary": "Speech-to-text with a published hourly rate, plus text to speech.",
      "source": "https://www.assemblyai.com/pricing",
      "url": "https://loadedtokens.com/tools/assemblyai/"
    },
    {
      "slug": "cartesia",
      "name": "Cartesia",
      "maker": "Cartesia",
      "category": "Voice & audio",
      "verdict": "watch",
      "price": "Free is 20,000 credits a month. A $49 plan includes 1.25 million credits. Voice-agent minutes are a separate prepaid balance.",
      "pricingChecked": "2026-11-07",
      "audience": "Teams prototyping a voice and willing to learn two meters.",
      "summary": "Speech models and voice agents sold as credits.",
      "source": "https://cartesia.ai/pricing",
      "url": "https://loadedtokens.com/tools/cartesia/"
    },
    {
      "slug": "chatgpt",
      "name": "ChatGPT",
      "maker": "OpenAI",
      "category": "AI for work",
      "verdict": "use",
      "price": "Free version; paid plans are priced per user/month. The public page did not expose stable numeric paid amounts in our text capture.",
      "pricingChecked": "2026-11-07",
      "audience": "People drafting, analyzing or learning with a general assistant.",
      "summary": "A conversational assistant with file, research and writing features that depend on plan.",
      "source": "https://openai.com/chatgpt/pricing/",
      "url": "https://loadedtokens.com/tools/chatgpt/"
    },
    {
      "slug": "claude",
      "name": "Claude",
      "maker": "Anthropic",
      "category": "AI for work",
      "verdict": "use",
      "price": "Free $0; Pro $20/month billed monthly, or $200 billed up front annually. Limits apply.",
      "pricingChecked": "2026-11-07",
      "audience": "Writers, analysts and people working with documents.",
      "summary": "A conversational assistant available on web, desktop and mobile with plan-dependent tools.",
      "source": "https://claude.com/pricing",
      "url": "https://loadedtokens.com/tools/claude/"
    },
    {
      "slug": "claude-code",
      "name": "Claude Code",
      "maker": "Anthropic",
      "category": "Coding agents",
      "verdict": "watch",
      "price": "Included with eligible Claude plans, including Pro; plan limits apply. API-backed usage follows separate billing.",
      "pricingChecked": "2026-11-07",
      "audience": "Developers who can review diffs and run checks.",
      "summary": "An agentic coding tool for repository and terminal workflows, described in its official overview.",
      "source": "https://code.claude.com/docs/en/overview",
      "url": "https://loadedtokens.com/tools/claude-code/"
    },
    {
      "slug": "cloudflare-ai-gateway",
      "name": "Cloudflare AI Gateway",
      "maker": "Cloudflare",
      "category": "Agent infrastructure",
      "verdict": "use",
      "price": "Core features free. New-gateway logs follow Workers Logs billing; Unified Billing credit purchases have a 5% fee. Provider inference costs remain.",
      "pricingChecked": "2026-11-07",
      "audience": "Developers managing model API traffic and observability.",
      "summary": "Gateway controls including analytics, caching and rate limiting.",
      "source": "https://developers.cloudflare.com/ai-gateway/reference/pricing/",
      "url": "https://loadedtokens.com/tools/cloudflare-ai-gateway/"
    },
    {
      "slug": "comfyui",
      "name": "ComfyUI",
      "maker": "Comfy Org",
      "category": "Open source & local AI",
      "verdict": "watch",
      "price": "Free under GPL-3.0. Nodes and models you add can carry other licenses.",
      "pricingChecked": "2026-11-07",
      "audience": "People who want a local image workflow and can accept GPL-3.0.",
      "summary": "A node graph for local image and video models.",
      "source": "https://github.com/Comfy-Org/ComfyUI",
      "url": "https://loadedtokens.com/tools/comfyui/"
    },
    {
      "slug": "copilot-studio",
      "name": "Microsoft Copilot Studio",
      "maker": "Microsoft",
      "category": "Agents",
      "verdict": "watch",
      "price": "Prepaid or pay-as-you-go consumption; public page lists 25,000-credit packs at $200/pack/month. Credit use varies by action.",
      "pricingChecked": "2026-11-07",
      "audience": "Organizations building governed business agents.",
      "summary": "A platform for creating, deploying and managing custom agents connected to business workflows.",
      "source": "https://www.microsoft.com/en-us/microsoft-copilot/microsoft-copilot-studio",
      "url": "https://loadedtokens.com/tools/copilot-studio/"
    },
    {
      "slug": "crewai",
      "name": "CrewAI",
      "maker": "crewAI",
      "category": "Open source & local AI",
      "verdict": "use",
      "price": "The library is MIT. Model calls are billed by the provider you choose.",
      "pricingChecked": "2026-11-07",
      "audience": "Developers who want several agents with jobs, and will review what they do.",
      "summary": "A Python framework for role-shaped agents.",
      "source": "https://github.com/crewAIInc/crewAI",
      "url": "https://loadedtokens.com/tools/crewai/"
    },
    {
      "slug": "cursor-cli",
      "name": "Cursor CLI",
      "maker": "Cursor",
      "category": "Coding agents",
      "verdict": "watch",
      "price": "Uses Cursor plan and model rules: Free plus paid tiers; eligible third-party model usage draws prepaid credit.",
      "pricingChecked": "2026-11-07",
      "audience": "Developers who prefer terminal-based agent workflows.",
      "summary": "A command-line agent with interactive and non-interactive workflows documented by Cursor.",
      "source": "https://cursor.com/docs/cli/overview",
      "url": "https://loadedtokens.com/tools/cursor-cli/"
    },
    {
      "slug": "cursor-editor",
      "name": "Cursor editor",
      "maker": "Cursor",
      "category": "Coding agents",
      "verdict": "watch",
      "price": "Free $0; Plus $8/month; Premium $30/month. Third-party models on eligible tiers use prepaid credit at API list price.",
      "pricingChecked": "2026-11-07",
      "audience": "Developers who want AI assistance where they edit code.",
      "summary": "An AI coding environment with agent workflows and model selection.",
      "source": "https://cursor.com/docs/models-and-pricing",
      "url": "https://loadedtokens.com/tools/cursor-editor/"
    },
    {
      "slug": "deepgram",
      "name": "Deepgram",
      "maker": "Deepgram",
      "category": "Voice & audio",
      "verdict": "use",
      "price": "$200 free credit, then pay as you go. Nova-3 monolingual pre-recorded is $0.0043 a minute. Aura-2 is $0.030 per 1,000 characters.",
      "pricingChecked": "2026-11-07",
      "audience": "Developers who can price audio by the minute or the thousand characters.",
      "summary": "Speech-to-text, text-to-speech, and voice agents.",
      "source": "https://deepgram.com/pricing",
      "url": "https://loadedtokens.com/tools/deepgram/"
    },
    {
      "slug": "deepseek-v4",
      "name": "DeepSeek weights",
      "maker": "DeepSeek",
      "category": "Models",
      "verdict": "watch",
      "price": "Weights are posted per model. There is no single price that covers every DeepSeek checkpoint.",
      "pricingChecked": "2026-11-07",
      "audience": "People who want DeepSeek weights on their own hardware.",
      "summary": "Open-weight DeepSeek models. The license lives on the model card.",
      "source": "https://huggingface.co/deepseek-ai",
      "url": "https://loadedtokens.com/tools/deepseek-v4/"
    },
    {
      "slug": "devin",
      "name": "Devin",
      "maker": "Cognition",
      "category": "Coding agents",
      "verdict": "watch",
      "price": "Free is $0 with a light quota. Pro is $20 a month. Max is $200. Teams is $80 a month plus $40 per full seat. Extra use is API pricing.",
      "pricingChecked": "2026-11-07",
      "audience": "Developers comparing an included quota with pay-as-you-go past the cap.",
      "summary": "A coding agent with a desktop app and cloud sessions.",
      "source": "https://windsurf.com/pricing",
      "url": "https://loadedtokens.com/tools/devin/"
    },
    {
      "slug": "elevenlabs-scribe",
      "name": "ElevenLabs Scribe",
      "maker": "ElevenLabs",
      "category": "Voice & audio",
      "verdict": "watch",
      "price": "Free and paid shared-credit plans. The speech-to-text page lists plan-specific minutes; Starter is $6/month before taxes after promotion.",
      "pricingChecked": "2026-11-07",
      "audience": "People producing captions or editable transcripts from recordings.",
      "summary": "Speech-to-text tools for recorded and real-time transcription, with timestamps and speaker features.",
      "source": "https://elevenlabs.io/speech-to-text",
      "url": "https://loadedtokens.com/tools/elevenlabs-scribe/"
    },
    {
      "slug": "elevenlabs-tts",
      "name": "ElevenLabs Text to Speech",
      "maker": "ElevenLabs",
      "category": "Voice & audio",
      "verdict": "watch",
      "price": "Free $0/month with 10,000 shared credits; Starter $6/month after first-month promotions. Commercial license listed on Starter.",
      "pricingChecked": "2026-11-07",
      "audience": "Creators and developers producing spoken narration.",
      "summary": "Speech generation with plan-dependent voice features, credit usage and licensing.",
      "source": "https://elevenlabs.io/pricing",
      "url": "https://loadedtokens.com/tools/elevenlabs-tts/"
    },
    {
      "slug": "exa",
      "name": "Exa",
      "maker": "Exa",
      "category": "Search & research",
      "verdict": "use",
      "price": "Free credit is $10, resetting monthly. Lite search is $4 per 1,000 requests. Answer is $5 per 1,000. The first 10 results are in the base price.",
      "pricingChecked": "2026-11-07",
      "audience": "Developers who want web results inside a program and a price per call.",
      "summary": "A search API for agents, with contents and an answer endpoint.",
      "source": "https://exa.ai/pricing",
      "url": "https://loadedtokens.com/tools/exa/"
    },
    {
      "slug": "flowise",
      "name": "Flowise",
      "maker": "Flowise",
      "category": "Open source & local AI",
      "verdict": "use",
      "price": "Free under Apache 2.0. Any model you connect is billed separately.",
      "pricingChecked": "2026-11-07",
      "audience": "People who want a flow chart in front of a model API or a local server.",
      "summary": "A visual builder for LLM flows you host yourself.",
      "source": "https://github.com/FlowiseAI/Flowise",
      "url": "https://loadedtokens.com/tools/flowise/"
    },
    {
      "slug": "flux-schnell",
      "name": "FLUX.1 schnell",
      "maker": "Black Forest Labs",
      "category": "Video",
      "verdict": "use",
      "price": "The schnell weights are free under Apache 2.0. Other FLUX checkpoints use other licenses.",
      "pricingChecked": "2026-11-07",
      "audience": "People who want a local image model with a permissive license on that checkpoint.",
      "summary": "The Apache-licensed FLUX.1 schnell image model.",
      "source": "https://github.com/black-forest-labs/flux",
      "url": "https://loadedtokens.com/tools/flux-schnell/"
    },
    {
      "slug": "gemini-api",
      "name": "Gemini Developer API",
      "maker": "Google",
      "category": "Models",
      "verdict": "watch",
      "price": "Free and paid tiers vary by model. Some models have no free tier; thinking and tool-related tokens may be billable.",
      "pricingChecked": "2026-11-07",
      "audience": "Builders comparing multimodal developer models.",
      "summary": "A developer API with model-specific free and paid access.",
      "source": "https://ai.google.dev/gemini-api/docs/pricing",
      "url": "https://loadedtokens.com/tools/gemini-api/"
    },
    {
      "slug": "gemini-omni",
      "name": "Gemini Omni",
      "maker": "Google",
      "category": "Video",
      "verdict": "use",
      "price": "Gemini Omni 1.2 Flash is generally available. Google's post prices 720p at $0.07 a second, 30 percent under Omni 1.1, for clips up to 15 seconds.",
      "pricingChecked": "2026-11-07",
      "audience": "Developers who want a short generated clip from an API they already have.",
      "summary": "Google's native video model in the Gemini API.",
      "source": "https://blog.google/innovation-and-ai/technology/developers-tools/introducing-gemini-omni-1-2-flash/",
      "url": "https://loadedtokens.com/tools/gemini-omni/"
    },
    {
      "slug": "github-copilot",
      "name": "GitHub Copilot",
      "maker": "GitHub",
      "category": "Coding agents",
      "verdict": "use",
      "price": "Free $0; Pro $10/user/month; Pro+ $39/user/month. Plan credits and model restrictions apply.",
      "pricingChecked": "2026-11-07",
      "audience": "Developers who work in supported editors and GitHub workflows.",
      "summary": "Coding assistance with completions, agent features and model access that vary by plan.",
      "source": "https://github.com/features/copilot/plans",
      "url": "https://loadedtokens.com/tools/github-copilot/"
    },
    {
      "slug": "github-copilot-cli",
      "name": "GitHub Copilot CLI",
      "maker": "GitHub",
      "category": "Coding agents",
      "verdict": "watch",
      "price": "Copilot CLI is listed in Copilot Free; paid plans expand allowances and model access. Credits vary by model.",
      "pricingChecked": "2026-11-07",
      "audience": "Developers comfortable reviewing terminal commands.",
      "summary": "A terminal-based coding agent documented by GitHub.",
      "source": "https://docs.github.com/en/copilot/concepts/agents/about-copilot-cli",
      "url": "https://loadedtokens.com/tools/github-copilot-cli/"
    },
    {
      "slug": "google-ai-studio",
      "name": "Google AI Studio",
      "maker": "Google",
      "category": "Build & deploy",
      "verdict": "use",
      "price": "AI Studio access is listed in the Gemini API free tier; paid API usage and model eligibility are separate.",
      "pricingChecked": "2026-11-07",
      "audience": "People prototyping Gemini prompts and developer workflows.",
      "summary": "Google’s browser-based starting point for exploring Gemini and developing API-backed workflows.",
      "source": "https://ai.google.dev/aistudio",
      "url": "https://loadedtokens.com/tools/google-ai-studio/"
    },
    {
      "slug": "gpt-live",
      "name": "GPT-Live",
      "maker": "OpenAI",
      "category": "Voice & audio",
      "verdict": "watch",
      "price": "gpt-live-1 is $0.05 a minute, billed per second. Backend model and tool use are charged separately. Realtime audio tokens are a different table, at $32 in and $64 out per million for gpt-realtime-2.1 audio.",
      "pricingChecked": "2026-11-07",
      "audience": "Teams placing or receiving voice sessions through the API.",
      "summary": "OpenAI's live voice session, including outbound SIP.",
      "source": "https://developers.openai.com/api/docs/changelog",
      "url": "https://loadedtokens.com/tools/gpt-live/"
    },
    {
      "slug": "heygen",
      "name": "HeyGen",
      "maker": "HeyGen",
      "category": "Video",
      "verdict": "watch",
      "price": "Free is three watermarked videos a month. Creator is $29 a month. Pro starts at $49. Business is $149 plus $20 a seat.",
      "pricingChecked": "2026-11-07",
      "audience": "People who want a talking-head video and can spend credits.",
      "summary": "Avatar video and translation.",
      "source": "https://www.heygen.com/pricing",
      "url": "https://loadedtokens.com/tools/heygen/"
    },
    {
      "slug": "hf-inference-providers",
      "name": "Hugging Face Inference Providers",
      "maker": "Hugging Face",
      "category": "Agent infrastructure",
      "verdict": "watch",
      "price": "Pay-as-you-go provider rates with no Hugging Face markup. PRO includes $2/month compute credits; free users must buy credits or upgrade.",
      "pricingChecked": "2026-11-07",
      "audience": "Developers who want hosted inference without operating every runtime.",
      "summary": "Hosted access to inference providers with centralized pay-as-you-go billing.",
      "source": "https://huggingface.co/docs/inference-providers/pricing",
      "url": "https://loadedtokens.com/tools/hf-inference-providers/"
    },
    {
      "slug": "hugging-face-hub",
      "name": "Hugging Face Hub",
      "maker": "Hugging Face",
      "category": "Models",
      "verdict": "use",
      "price": "Account upgrades include PRO $9/month and Team $20/user/month. Storage and compute charges are separate.",
      "pricingChecked": "2026-11-07",
      "audience": "People researching model cards, datasets and reusable model artifacts.",
      "summary": "A Hub for discovering and sharing models, datasets and Spaces.",
      "source": "https://huggingface.co/pricing",
      "url": "https://loadedtokens.com/tools/hugging-face-hub/"
    },
    {
      "slug": "jan",
      "name": "Jan",
      "maker": "Jan",
      "category": "Open source & local AI",
      "verdict": "watch",
      "price": "Free to download. The README states Apache 2.0. Confirm the LICENSE file you install.",
      "pricingChecked": "2026-11-07",
      "audience": "People who want ChatGPT-shaped software without sending the prompt away.",
      "summary": "A desktop app that runs local models and exposes a local API.",
      "source": "https://github.com/janhq/jan",
      "url": "https://loadedtokens.com/tools/jan/"
    },
    {
      "slug": "kimi",
      "name": "Kimi",
      "maker": "Moonshot AI",
      "category": "Models",
      "verdict": "watch",
      "price": "Weights are free to download where the model card allows it. Hosted Kimi is a separate account.",
      "pricingChecked": "2026-11-07",
      "audience": "People comparing a Kimi download with the hosted Kimi product.",
      "summary": "Moonshot's Kimi models, including open-weight checkpoints.",
      "source": "https://huggingface.co/moonshotai",
      "url": "https://loadedtokens.com/tools/kimi/"
    },
    {
      "slug": "langgraph",
      "name": "LangGraph",
      "maker": "LangChain",
      "category": "Agents",
      "verdict": "use",
      "price": "Self-managed runtime and model costs apply. Managed deployment and LangSmith features have separate pricing.",
      "pricingChecked": "2026-11-07",
      "audience": "Developers orchestrating stateful multi-step workflows.",
      "summary": "An orchestration framework for stateful agent workflows, with explicit graph structure and execution control.",
      "source": "https://docs.langchain.com/oss/python/langgraph/overview",
      "url": "https://loadedtokens.com/tools/langgraph/"
    },
    {
      "slug": "langsmith",
      "name": "LangSmith",
      "maker": "LangChain",
      "category": "Agent infrastructure",
      "verdict": "use",
      "price": "Developer $0/seat/month plus usage, up to 5,000 base traces/month. Plus $39/seat/month plus usage.",
      "pricingChecked": "2026-11-07",
      "audience": "Teams debugging and evaluating model-backed applications.",
      "summary": "A platform for tracing, evaluation and agent-development workflows.",
      "source": "https://www.langchain.com/pricing",
      "url": "https://loadedtokens.com/tools/langsmith/"
    },
    {
      "slug": "llama",
      "name": "Llama",
      "maker": "Meta",
      "category": "Models",
      "verdict": "watch",
      "price": "Weights are free under the Llama community license, which is not an OSI open-source license.",
      "pricingChecked": "2026-11-07",
      "audience": "Teams that can accept Meta's license, including its display rules and scale terms.",
      "summary": "Meta's Llama open-weight models.",
      "source": "https://www.llama.com/llama-downloads/",
      "url": "https://loadedtokens.com/tools/llama/"
    },
    {
      "slug": "llama-cpp",
      "name": "llama.cpp",
      "maker": "llama.cpp",
      "category": "Open source & local AI",
      "verdict": "use",
      "price": "The engine is free under the repository license. You supply the model.",
      "pricingChecked": "2026-11-07",
      "audience": "Developers running models on a laptop or a small server.",
      "summary": "A local inference engine for GGUF-style model files.",
      "source": "https://github.com/ggml-org/llama.cpp",
      "url": "https://loadedtokens.com/tools/llama-cpp/"
    },
    {
      "slug": "lm-studio",
      "name": "LM Studio",
      "maker": "LM Studio",
      "category": "Open source & local AI",
      "verdict": "watch",
      "price": "Free to download. The desktop app is not open source.",
      "pricingChecked": "2026-11-07",
      "audience": "People who want a window, a model picker, and a local server.",
      "summary": "A desktop app for chatting with local models.",
      "source": "https://lmstudio.ai/",
      "url": "https://loadedtokens.com/tools/lm-studio/"
    },
    {
      "slug": "luma-dream-machine",
      "name": "Luma Dream Machine",
      "maker": "Luma AI",
      "category": "Video",
      "verdict": "watch",
      "price": "Plus is $30 a month, or $25 billed yearly, with 10,000 credits. Pro is $90, or $75 yearly, with 40,000 credits.",
      "pricingChecked": "2026-11-07",
      "audience": "People generating short clips who will track credits per second.",
      "summary": "Hosted video and image generation.",
      "source": "https://lumalabs.ai/pricing",
      "url": "https://loadedtokens.com/tools/luma-dream-machine/"
    },
    {
      "slug": "make",
      "name": "Make",
      "maker": "Make",
      "category": "Agents",
      "verdict": "watch",
      "price": "Free includes 1,000 credits a month. Most actions cost one credit. Credits expire at the end of the term. AI steps can cost more.",
      "pricingChecked": "2026-11-07",
      "audience": "People automating a repeatable handoff between tools they already use.",
      "summary": "Hosted scenarios that connect apps, billed in credits.",
      "source": "https://www.make.com/en/pricing",
      "url": "https://loadedtokens.com/tools/make/"
    },
    {
      "slug": "microsoft-365-copilot",
      "name": "Microsoft 365 Copilot",
      "maker": "Microsoft",
      "category": "AI for work",
      "verdict": "watch",
      "price": "Plan and license dependent; the public page combines annual commitments, promotions and advanced-AI consumption billing. Verify the eligible SKU.",
      "pricingChecked": "2026-11-07",
      "audience": "Teams working in Word, Excel, PowerPoint, Outlook and Teams.",
      "summary": "Workplace AI integrated with Microsoft 365 applications, with license-dependent capabilities.",
      "source": "https://www.microsoft.com/en-us/microsoft-365-copilot/pricing",
      "url": "https://loadedtokens.com/tools/microsoft-365-copilot/"
    },
    {
      "slug": "minimax-weights",
      "name": "MiniMax weights",
      "maker": "MiniMax",
      "category": "Models",
      "verdict": "watch",
      "price": "Download terms are on the model card. A hosted MiniMax plan is a different product.",
      "pricingChecked": "2026-11-07",
      "audience": "People who want MiniMax weights and will read the commercial terms.",
      "summary": "MiniMax open-weight checkpoints.",
      "source": "https://huggingface.co/MiniMaxAI",
      "url": "https://loadedtokens.com/tools/minimax-weights/"
    },
    {
      "slug": "mistral-ocr",
      "name": "Mistral OCR",
      "maker": "Mistral AI",
      "category": "Agent infrastructure",
      "verdict": "use",
      "price": "OCR is billed per 1,000 pages rather than ordinary chat tokens; downstream model use is separate.",
      "pricingChecked": "2026-11-07",
      "audience": "Builders turning document images into structured text.",
      "summary": "A document OCR API for extracting content from documents, documented in Mistral’s document AI guide.",
      "source": "https://docs.mistral.ai/capabilities/document_ai/basic_ocr",
      "url": "https://loadedtokens.com/tools/mistral-ocr/"
    },
    {
      "slug": "mistral-open",
      "name": "Mistral open weights",
      "maker": "Mistral",
      "category": "Models",
      "verdict": "watch",
      "price": "Some Mistral checkpoints are Apache 2.0. The hosted API is a separate bill. Read the card.",
      "pricingChecked": "2026-11-07",
      "audience": "Teams that want a Mistral weight file rather than a token invoice.",
      "summary": "Mistral models you can download, as distinct from the paid API.",
      "source": "https://docs.mistral.ai/",
      "url": "https://loadedtokens.com/tools/mistral-open/"
    },
    {
      "slug": "mistral-studio",
      "name": "Mistral Studio",
      "maker": "Mistral",
      "category": "Agents",
      "verdict": "watch",
      "price": "The announcement describes managed agents, workflows, and apps in the cloud, a VPC, or on premises. It does not list a starter price.",
      "pricingChecked": "2026-11-07",
      "audience": "Companies that already want Mistral and a place to deploy the agent.",
      "summary": "Mistral's hosted place to run agents and workflows.",
      "source": "https://mistral.ai/news/build-with-studio/",
      "url": "https://loadedtokens.com/tools/mistral-studio/"
    },
    {
      "slug": "mistral-vibe",
      "name": "Mistral Vibe",
      "maker": "Mistral AI",
      "category": "Agents",
      "verdict": "watch",
      "price": "Free access with limits; Pro and Team subscriptions available. Limits, taxes and API-credit benefits vary by plan.",
      "pricingChecked": "2026-11-07",
      "audience": "People exploring an assistant and coding workflow under Mistral’s plans.",
      "summary": "An assistant experience with chat, search, creation and coding access described on the pricing page.",
      "source": "https://mistral.ai/pricing/",
      "url": "https://loadedtokens.com/tools/mistral-vibe/"
    },
    {
      "slug": "n8n",
      "name": "n8n",
      "maker": "n8n",
      "category": "Open source & local AI",
      "verdict": "watch",
      "price": "Starter is 20 euros a month billed annually. Pro is 50 euros. The community edition is free for your own internal use.",
      "pricingChecked": "2026-11-07",
      "audience": "Teams automating internal work who have read the Sustainable Use License.",
      "summary": "A workflow tool with AI nodes. Source-available, not OSI open source.",
      "source": "https://n8n.io/",
      "url": "https://loadedtokens.com/tools/n8n/"
    },
    {
      "slug": "ollama",
      "name": "Ollama",
      "maker": "Ollama",
      "category": "Open source & local AI",
      "verdict": "use",
      "price": "Free to download. The app license is MIT. Each model you pull has its own license.",
      "pricingChecked": "2026-11-07",
      "audience": "People who want a model on their own machine without standing up a server from scratch.",
      "summary": "A local runner for open-weight chat models.",
      "source": "https://ollama.com/",
      "url": "https://loadedtokens.com/tools/ollama/"
    },
    {
      "slug": "open-webui",
      "name": "Open WebUI",
      "maker": "Open WebUI",
      "category": "Open source & local AI",
      "verdict": "watch",
      "price": "Free to self-host. The license restricts branding changes above a stated user count.",
      "pricingChecked": "2026-11-07",
      "audience": "Teams that want a shared chat UI on their own network.",
      "summary": "A chat interface you host in front of Ollama or another model server.",
      "source": "https://docs.openwebui.com/",
      "url": "https://loadedtokens.com/tools/open-webui/"
    },
    {
      "slug": "openai-responses-api",
      "name": "OpenAI Responses API",
      "maker": "OpenAI",
      "category": "Models",
      "verdict": "use",
      "price": "No separate Responses API fee; model tokens and tool usage are billed. Example: GPT-6.1 Terra standard short-context $1/M input and $5/M output tokens.",
      "pricingChecked": "2026-11-07",
      "audience": "Developers embedding model calls and tools in applications.",
      "summary": "A model API surface with usage billed at the selected model and tool rates.",
      "source": "https://developers.openai.com/api/docs/pricing",
      "url": "https://loadedtokens.com/tools/openai-responses-api/"
    },
    {
      "slug": "perplexity-agent-api",
      "name": "Perplexity Agent API",
      "maker": "Perplexity",
      "category": "Search & research",
      "verdict": "watch",
      "price": "Model-specific token rates; tool calls such as web search add separate charges. See the public API rate card.",
      "pricingChecked": "2026-11-07",
      "audience": "Builders producing web-grounded answers.",
      "summary": "An API providing third-party model access with token-based billing and separately priced tools.",
      "source": "https://docs.perplexity.ai/getting-started/pricing",
      "url": "https://loadedtokens.com/tools/perplexity-agent-api/"
    },
    {
      "slug": "perplexity-search-api",
      "name": "Perplexity Search API",
      "maker": "Perplexity",
      "category": "Search & research",
      "verdict": "use",
      "price": "Search API: $5 per 1,000 successful requests; Fast Search: $1 per 1,000 successful requests. No token billing for Search API.",
      "pricingChecked": "2026-11-07",
      "audience": "Developers who want search results before generating their own answer.",
      "summary": "A web-search API with separate request-based billing listed in Perplexity’s rate card.",
      "source": "https://docs.perplexity.ai/getting-started/pricing",
      "url": "https://loadedtokens.com/tools/perplexity-search-api/"
    },
    {
      "slug": "perplexity-teammates",
      "name": "Perplexity Teammates",
      "maker": "Perplexity",
      "category": "Agents",
      "verdict": "watch",
      "price": "Perplexity Max subscribers; web now, iOS soon",
      "pricingChecked": null,
      "audience": null,
      "summary": "Personal agents that run long projects, remember goals and files across runs, and report back.",
      "source": "https://www.webpronews.com/perplexity-launches-teammates-personal-agents-for-long-running-work/",
      "url": "https://loadedtokens.com/tools/perplexity-teammates/"
    },
    {
      "slug": "qwen",
      "name": "Qwen",
      "maker": "Alibaba Cloud",
      "category": "Models",
      "verdict": "watch",
      "price": "Many Qwen cards use Apache 2.0. Confirm the card. A hosted DashScope bill is separate.",
      "pricingChecked": "2026-11-07",
      "audience": "Teams choosing a Qwen checkpoint to run locally.",
      "summary": "Alibaba's Qwen open-weight family.",
      "source": "https://qwen.ai/",
      "url": "https://loadedtokens.com/tools/qwen/"
    },
    {
      "slug": "replit-agent",
      "name": "Replit Agent",
      "maker": "Replit",
      "category": "Coding agents",
      "verdict": "watch",
      "price": "Free mode is listed. Personal is $20 a month or $18 billed annually, with $20 toward models. Commercial is $100 or $90 billed annually.",
      "pricingChecked": "2026-11-07",
      "audience": "People who want the prompt, the editor, and the URL in one place.",
      "summary": "A hosted agent that builds and deploys apps inside Replit.",
      "source": "https://replit.com/pricing",
      "url": "https://loadedtokens.com/tools/replit-agent/"
    },
    {
      "slug": "runway",
      "name": "Runway",
      "maker": "Runway",
      "category": "Video",
      "verdict": "watch",
      "price": "Free includes 125 one-time credits. Standard is $12 a month billed yearly. Pro is $28. Max is $76. Models spend credits at different rates.",
      "pricingChecked": "2026-11-07",
      "audience": "Creators who will budget credits instead of a flat per-clip price.",
      "summary": "A hosted studio for AI video and images.",
      "source": "https://runwayml.com/pricing",
      "url": "https://loadedtokens.com/tools/runway/"
    },
    {
      "slug": "stable-diffusion",
      "name": "Stable Diffusion",
      "maker": "Stability AI",
      "category": "Video",
      "verdict": "watch",
      "price": "Weights are free to download under the license on the model card, which adds use restrictions.",
      "pricingChecked": "2026-11-07",
      "audience": "People running a local image model who will read Stability's license.",
      "summary": "The Stable Diffusion image models.",
      "source": "https://huggingface.co/stabilityai/stable-diffusion-2-1",
      "url": "https://loadedtokens.com/tools/stable-diffusion/"
    },
    {
      "slug": "synthesia",
      "name": "Synthesia",
      "maker": "Synthesia",
      "category": "Video",
      "verdict": "watch",
      "price": "Basic is free. Starter is $19 a month, or $14 a month billed yearly. Pro is sold in credit tiers.",
      "pricingChecked": "2026-11-07",
      "audience": "Teams that want a presenter to read a training or product script.",
      "summary": "Scripted avatar video.",
      "source": "https://www.synthesia.io/pricing",
      "url": "https://loadedtokens.com/tools/synthesia/"
    },
    {
      "slug": "tavily",
      "name": "Tavily",
      "maker": "Tavily",
      "category": "Search & research",
      "verdict": "watch",
      "price": "Free Researcher plan: 1,000 API credits a month, no card. Paid use is pay as you go. Credit cost depends on the request type.",
      "pricingChecked": "2026-11-07",
      "audience": "Developers who want a small free monthly allowance.",
      "summary": "Search API credits for agents.",
      "source": "https://tavily.com/pricing",
      "url": "https://loadedtokens.com/tools/tavily/"
    },
    {
      "slug": "v0",
      "name": "v0",
      "maker": "Vercel",
      "category": "Build & deploy",
      "verdict": "watch",
      "price": "Free and paid plans; paid usage includes credit allowances and additional-credit purchases. Confirm the selected billing term.",
      "pricingChecked": "2026-11-07",
      "audience": "People prototyping web interfaces and applications.",
      "summary": "A generation and editing product with visual design, code and Vercel deployment workflows.",
      "source": "https://v0.app/pricing",
      "url": "https://loadedtokens.com/tools/v0/"
    },
    {
      "slug": "vercel-ai-sdk",
      "name": "Vercel AI SDK",
      "maker": "Vercel",
      "category": "Build & deploy",
      "verdict": "use",
      "price": "Model provider and hosting charges remain separate. The SDK overview does not quote a per-request SDK subscription.",
      "pricingChecked": "2026-11-07",
      "audience": "TypeScript developers integrating model calls and AI user interfaces.",
      "summary": "A TypeScript toolkit with provider abstractions and UI building blocks for AI applications.",
      "source": "https://ai-sdk.dev/docs/introduction",
      "url": "https://loadedtokens.com/tools/vercel-ai-sdk/"
    },
    {
      "slug": "vllm",
      "name": "vLLM",
      "maker": "vLLM",
      "category": "Open source & local AI",
      "verdict": "use",
      "price": "Free under Apache 2.0. You pay for the GPUs.",
      "pricingChecked": "2026-11-07",
      "audience": "Teams that need an API in front of weights they already have.",
      "summary": "An Apache-licensed server for open-weight models.",
      "source": "https://docs.vllm.ai/",
      "url": "https://loadedtokens.com/tools/vllm/"
    },
    {
      "slug": "whisper",
      "name": "Whisper",
      "maker": "OpenAI",
      "category": "Voice & audio",
      "verdict": "use",
      "price": "The repository is free to download. OpenAI's hosted transcription API is a separate, metered product.",
      "pricingChecked": "2026-11-07",
      "audience": "People who want transcription on their own machine.",
      "summary": "OpenAI's open speech-recognition models and code.",
      "source": "https://github.com/openai/whisper",
      "url": "https://loadedtokens.com/tools/whisper/"
    },
    {
      "slug": "workers-ai",
      "name": "Cloudflare Workers AI",
      "maker": "Cloudflare",
      "category": "Agent infrastructure",
      "verdict": "use",
      "price": "10,000 neurons/day free allocation; paid usage above that is $0.011/1,000 neurons on Workers Paid. Model units vary.",
      "pricingChecked": "2026-11-07",
      "audience": "Builders serving supported models from Cloudflare Workers.",
      "summary": "Managed model inference integrated with the Workers platform.",
      "source": "https://developers.cloudflare.com/workers-ai/platform/pricing/",
      "url": "https://loadedtokens.com/tools/workers-ai/"
    },
    {
      "slug": "zapier-mcp",
      "name": "Zapier MCP",
      "maker": "Zapier",
      "category": "Agents",
      "verdict": "watch",
      "price": "Included in every Zapier plan; each tool call uses two tasks from the shared task quota.",
      "pricingChecked": "2026-11-07",
      "audience": "Teams exposing connected app actions to supported AI clients.",
      "summary": "An MCP connection layer for actions in applications connected to Zapier.",
      "source": "https://zapier.com/mcp",
      "url": "https://loadedtokens.com/tools/zapier-mcp/"
    },
    {
      "slug": "zapier-workflows",
      "name": "Zapier workflows",
      "maker": "Zapier",
      "category": "Agents",
      "verdict": "use",
      "price": "Free and paid task-based plans; allowance, task type and billing commitment affect the bill.",
      "pricingChecked": "2026-11-07",
      "audience": "Operations teams connecting business apps.",
      "summary": "Task-based automation combining app workflows, data tables and forms.",
      "source": "https://zapier.com/pricing",
      "url": "https://loadedtokens.com/tools/zapier-workflows/"
    },
    {
      "slug": "claude-code-2-1-319",
      "name": "Claude Code 2.1.319",
      "maker": "Anthropic",
      "category": "Coding agents",
      "verdict": "use",
      "price": "Existing Claude Code plans",
      "pricingChecked": null,
      "audience": null,
      "summary": "Background MCP tasks and a permissions.denyInsteadOfPrompting setting for unattended runs.",
      "source": "https://code.claude.com/docs/en/changelog",
      "url": "https://loadedtokens.com/tools/claude-code-2-1-319/"
    },
    {
      "slug": "aws-web-answer",
      "name": "Web Answer on Bedrock AgentCore",
      "maker": "AWS",
      "category": "Agent infrastructure",
      "verdict": "watch",
      "price": "Per-tool-call pricing; US East (N. Virginia) only",
      "pricingChecked": null,
      "audience": null,
      "summary": "One call returns a synthesized, cited web answer for your agent, over MCP.",
      "source": "https://aws.amazon.com/about-aws/whats-new/2026/11/web-answer-amazon-bedrock/",
      "url": "https://loadedtokens.com/tools/aws-web-answer/"
    },
    {
      "slug": "codex-cli-0-167",
      "name": "Codex CLI 0.167",
      "maker": "OpenAI",
      "category": "Coding agents",
      "verdict": "use",
      "price": "Free CLI; model usage billed by plan",
      "pricingChecked": null,
      "audience": null,
      "summary": "An agent command center (codex agents) that flags unread results across several agents.",
      "source": "https://thevibecodingreport.com/week/2026-W45/",
      "url": "https://loadedtokens.com/tools/codex-cli-0-167/"
    },
    {
      "slug": "cursor-live-apps",
      "name": "Cursor Live Apps",
      "maker": "Cursor",
      "category": "Build & deploy",
      "verdict": "watch",
      "price": "Requires a cloud agent on a paid Cursor plan",
      "pricingChecked": null,
      "audience": null,
      "summary": "A cloud agent builds the app, sets up a database and auth, and publishes it to a shareable link.",
      "source": "https://cursor.com/changelog",
      "url": "https://loadedtokens.com/tools/cursor-live-apps/"
    },
    {
      "slug": "tencent-hy4",
      "name": "Tencent Hy4",
      "maker": "Tencent",
      "category": "Models",
      "verdict": "watch",
      "price": "About $0.90 / $2.70 per million tokens",
      "pricingChecked": null,
      "audience": null,
      "summary": "Open-source-bound model with vision and computer use; weights promised \"in the coming days.\"",
      "source": "https://www.tencent.com/tencent-launches-hy4-joining-the-ranks-of-the-worlds-leading-open-source-ai-models/",
      "url": "https://loadedtokens.com/tools/tencent-hy4/"
    },
    {
      "slug": "gemini-4-carbon",
      "name": "Gemini 4 Carbon",
      "maker": "Google",
      "category": "Models",
      "verdict": "watch",
      "price": "$2 / $10 per million tokens introductory, when available",
      "pricingChecked": null,
      "audience": null,
      "summary": "Google's strongest model for cybersecurity and long-horizon tasks.",
      "source": "https://blog.google/innovation-and-ai/models-and-research/gemini-models/introducing-gemini-4-carbon/",
      "url": "https://loadedtokens.com/tools/gemini-4-carbon/"
    },
    {
      "slug": "genie-4",
      "name": "Genie 4",
      "maker": "Google DeepMind",
      "category": "Models",
      "verdict": "ignore",
      "price": "Research preview, waitlist",
      "pricingChecked": null,
      "audience": null,
      "summary": "Real-time interactive world simulation with native audio.",
      "source": "https://deepmind.google/blog/genie-4-a-new-generation-of-world-simulation/",
      "url": "https://loadedtokens.com/tools/genie-4/"
    },
    {
      "slug": "gpt-6-1-terra",
      "name": "GPT-6.1 Terra",
      "maker": "OpenAI",
      "category": "Models",
      "verdict": "use",
      "price": "API prices 50% below GPT-5.6 Terra (reported $1 / $5 per million tokens)",
      "pricingChecked": null,
      "audience": null,
      "summary": "Fast, cheaper model for computer use, visual reasoning, writing and coding.",
      "source": "https://openai.com/index/introducing-gpt-6-1-terra",
      "url": "https://loadedtokens.com/tools/gpt-6-1-terra/"
    }
  ]
}