Devin Walker

Does the job

Pretty happy overall. The onboarding just works and it saves real time. Pricing gets steep at scale can be annoying, but no dealbreakers — I'd recommend it to a friend without hesitating.

Solid for our team

We rolled this out across the team last quarter and faster than manual tutorial production. Auto-generated step-by-step guides fits neatly into how we already work, and screen recording to video conversion removed a step we used to do by hand. Learning curve for advanced customization, which is the main caveat, but it has held up under daily use.

Use it every day

Honestly didn't expect to like it this much. Vertical-AI models tuned per industry is exactly what I needed, and built for enterprise security and governance. but I reach for it almost every day now and it just clicks.

Years in this space

I've evaluated a lot of these over the years. What stands out here is multi-format content output — handled better than most — and accessible to non-technical marketers. Limited public information on advanced features is my one real gripe. Worth the time if this is your use case.

Years in this space

I've evaluated a lot of these over the years. What stands out here is aI-generated summaries and action items — handled better than most — and helps advisors stay focused during client meetings. Worth the time if this is your use case.

Skeptical, then convinced

I went in skeptical — most tools in this space overpromise. It actually delivers on subreddit and keyword monitoring, and useful for early-stage customer discovery caught me off guard. still, I'd recommend giving it a real trial.

Years in this space

I've evaluated a lot of these over the years. What stands out here is multiple naming styles and variations — handled better than most — and easy to use with minimal input. Worth the time if this is your use case.

Solid for our team

We rolled this out across the team last quarter and support is responsive. The integrations fits neatly into how we already work, and the API removed a step we used to do by hand. but it has held up under daily use.

Use it every day

Honestly didn't expect to like it this much. Integration with LLM providers is exactly what I needed, and open source and extensible. I do wish reliability varies with complex UIs, but I reach for it almost every day now and it just clicks.

Use it every day

Honestly didn't expect to like it this much. Collaboration features for bid teams is exactly what I needed, and helps enforce tone, style, and compliance. I do wish best value for teams with high bid volume, but I reach for it almost every day now and it just clicks.

Solid for our team

We rolled this out across the team last quarter and works with multiple top-tier LLM providers. Native GPT-4, Claude 3.5, and DeepSeek support fits neatly into how we already work, and native GPT-4, Claude 3.5, and DeepSeek support removed a step we used to do by hand. LLM API costs can add up at scale, which is the main caveat, but it has held up under daily use.

Years in this space

I've evaluated a lot of these over the years. What stands out here is session recap tools — handled better than most — and helps maintain campaign continuity. Worth the time if this is your use case.

Does the job

Pretty happy overall. The core workflow just works and it saves real time. The docs could be deeper can be annoying, but no dealbreakers — I'd recommend it to a friend without hesitating.

Solid for our team

We rolled this out across the team last quarter and handles fuzzy matching and inconsistent data. Scalable cloud infrastructure fits neatly into how we already work, and rEST and GraphQL APIs removed a step we used to do by hand. but it has held up under daily use.

Does the job

Pretty happy overall. Unified content calendar just works and supports multiple social platforms. but no dealbreakers — I'd recommend it to a friend without hesitating.

Solid for our team

We rolled this out across the team last quarter and it saves real time. The onboarding fits neatly into how we already work, and the core workflow removed a step we used to do by hand. A few rough edges remain, which is the main caveat, but it has held up under daily use.

Solid for our team

We rolled this out across the team last quarter and free to use online with no install required. Text-to-speech voice generation fits neatly into how we already work, and custom audio upload support removed a step we used to do by hand. but it has held up under daily use.

Years in this space

I've evaluated a lot of these over the years. What stands out here is tea app profile search by submitted details — handled better than most — and discreet, privacy-focused lookup process. Depends on accurate input details is my one real gripe. Worth the time if this is your use case.

Does the job

Pretty happy overall. Smart slide templates with auto-layout just works and brand controls for teams. but no dealbreakers — I'd recommend it to a friend without hesitating.

Use it every day

Honestly didn't expect to like it this much. The onboarding is exactly what I needed, and it saves real time. but I reach for it almost every day now and it just clicks.

Use it every day

Honestly didn't expect to like it this much. AI-generated marketing strategy and campaign planning is exactly what I needed, and can generate content across multiple channels. I do wish quality depends on the depth of brand inputs provided, but I reach for it almost every day now and it just clicks.

Does the job

Pretty happy overall. AI agent for complex task execution just works and handles multi-step tasks end to end. Learning curve for defining complex tasks can be annoying, but no dealbreakers — I'd recommend it to a friend without hesitating.

Use it every day

Honestly didn't expect to like it this much. Multiple schema type templates is exactly what I needed, and reduces manual coding for SEO teams. I do wish schema effectiveness depends on overall site quality, but I reach for it almost every day now and it just clicks.

Does the job

Pretty happy overall. Performance tracking just works and automates repetitive marketing tasks. but no dealbreakers — I'd recommend it to a friend without hesitating.

Compared a few options

Evaluated this against two competitors. Where it wins: plagiarism and citation checking and includes journal submission readiness checks. Where it lags: suggestions can feel overly formal at times. On balance the feature set — especially browser, Word, and cloud integrations — justifies the 5 stars for our use case.

Use it every day

Honestly didn't expect to like it this much. Log and telemetry correlation is exactly what I needed, and faster root cause analysis. I do wish may require tuning for noisy environments, but I reach for it almost every day now and it just clicks.

Compared a few options

Evaluated this against two competitors. Where it wins: time-saving workflow tools and useful for solo creators and small teams. Where it lags: limited public information about advanced features. On balance the feature set — especially aI-driven media processing — justifies the 4 stars for our use case.

Skeptical, then convinced

I went in skeptical — most tools in this space overpromise. It actually delivers on the integrations, and it is genuinely easy to set up caught me off guard. Pricing gets steep at scale is why this isn't a perfect score, still, I'd recommend giving it a real trial.

Years in this space

I've evaluated a lot of these over the years. What stands out here is free unlimited use — handled better than most — and free to use with no signup required. Limited to publicly shareable links is my one real gripe. Worth the time if this is your use case.

Does the job

Pretty happy overall. Script and idea generation tools just works and approachable interface suitable for beginners. but no dealbreakers — I'd recommend it to a friend without hesitating.

Compared a few options

Evaluated this against two competitors. Where it wins: integration with developer workflows and supports multiple programming languages. Where it lags: quality can vary with complex or poorly structured code. On balance the feature set — especially automated inline comments and docstrings — justifies the 4 stars for our use case.

Years in this space

I've evaluated a lot of these over the years. What stands out here is cost-per-click estimates — handled better than most — and combines volume, CPC, and competition in one view. Worth the time if this is your use case.

Years in this space

I've evaluated a lot of these over the years. What stands out here is aI video and animation maker — handled better than most — and beginner-friendly with no design skills required. Advanced customization is more limited than pro tools is my one real gripe. Worth the time if this is your use case.

Does the job

Pretty happy overall. Structured scoring and shortlisting just works and integrates with major ATS platforms. May be overkill for small hiring teams can be annoying, but no dealbreakers — I'd recommend it to a friend without hesitating.

Does the job

Pretty happy overall. Integrations with business apps just works and useful for both internal work and customer support. but no dealbreakers — I'd recommend it to a friend without hesitating.

Does the job

Pretty happy overall. Brand voice and compliance controls just works and personalizes messaging at scale using AI. Geared toward enterprise budgets and use cases can be annoying, but no dealbreakers — I'd recommend it to a friend without hesitating.

Does the job

Pretty happy overall. Prompt-based creative control just works and photorealistic visual quality. but no dealbreakers — I'd recommend it to a friend without hesitating.

Compared a few options

Evaluated this against two competitors. Where it wins: cI/CD integration and detailed failure reports with screenshots. On balance the feature set — especially autonomous AI testing agents — justifies the 5 stars for our use case.

Compared a few options

Evaluated this against two competitors. Where it wins: database and authentication integrations and no coding knowledge required to get started. Where it lags: complex or highly custom logic may need manual coding. On balance the feature set — especially live preview and iterative editing — justifies the 4 stars for our use case.

Solid for our team

We rolled this out across the team last quarter and available in popular IDEs like VS Code and JetBrains. In-IDE chat for code questions fits neatly into how we already work, and codebase-aware customization for teams removed a step we used to do by hand. but it has held up under daily use.

Use it every day

Honestly didn't expect to like it this much. Website, PDF, and document ingestion is exactly what I needed, and trains on your own content for grounded answers. I do wish limited deep customization without API work, but I reach for it almost every day now and it just clicks.

Skeptical, then convinced

I went in skeptical — most tools in this space overpromise. It actually delivers on the API, and support is responsive caught me off guard. still, I'd recommend giving it a real trial.

Compared a few options

Evaluated this against two competitors. Where it wins: pull request generation and code review responses and useful for parallelizing routine engineering work. Where it lags: pricing may be steep for individual developers. On balance the feature set — especially autonomous task planning and execution — justifies the 4 stars for our use case.

Use it every day

Honestly didn't expect to like it this much. AI-to-human text rewriting is exactly what I needed, and simple, beginner-friendly interface. but I reach for it almost every day now and it just clicks.

Skeptical, then convinced

I went in skeptical — most tools in this space overpromise. It actually delivers on aI green screen and background removal, and frequent updates with new models like Gen-3 caught me off guard. still, I'd recommend giving it a real trial.

Compared a few options

Evaluated this against two competitors. Where it wins: behavioral pattern extraction from text and helps maintain consistent voice and style. Where it lags: limited value for users without existing reference material. On balance the feature set — especially portable guide generation — justifies the 4 stars for our use case.

Solid for our team

We rolled this out across the team last quarter and agent-based approach handles multi-step tasks. Built for professional services firms fits neatly into how we already work, and built for professional services firms removed a step we used to do by hand. but it has held up under daily use.

Compared a few options

Evaluated this against two competitors. Where it wins: visual no-code agent builder and no-code interface accessible to non-developers. On balance the feature set — especially reusable agent templates — justifies the 5 stars for our use case.

Solid for our team

We rolled this out across the team last quarter and handles follow-ups consistently so leads don't slip. CRM synchronization fits neatly into how we already work, and conversational AI tuned for sales removed a step we used to do by hand. May feel impersonal for high-touch enterprise deals, which is the main caveat, but it has held up under daily use.

Solid for our team

We rolled this out across the team last quarter and conversational interface aimed at executives. Designed for non-technical leaders fits neatly into how we already work, and privacy-preserving AI architecture removed a step we used to do by hand. Not aimed at deep technical analytics users, which is the main caveat, but it has held up under daily use.

Skeptical, then convinced

I went in skeptical — most tools in this space overpromise. It actually delivers on aI-led conversational interviews, and no scheduling or live moderation needed caught me off guard. Lacks the nuance of a skilled human interviewer is why this isn't a perfect score, still, I'd recommend giving it a real trial.

Compared a few options

Evaluated this against two competitors. Where it wins: multi-channel deployment (web, messaging) and 24/7 automated customer support. Where it lags: advanced features may need technical setup. On balance the feature set — especially multi-channel deployment (web, messaging) — justifies the 5 stars for our use case.

Solid for our team

We rolled this out across the team last quarter and pay-per-query pricing aligns cost with usage. Two service tiers fits neatly into how we already work, and real-time research endpoint removed a step we used to do by hand. Requires x402 payment integration, which is the main caveat, but it has held up under daily use.

Skeptical, then convinced

I went in skeptical — most tools in this space overpromise. It actually delivers on the automation, and it is genuinely easy to set up caught me off guard. still, I'd recommend giving it a real trial.

Does the job

Pretty happy overall. Supports common image formats just works and automatic font matching saves manual styling. but no dealbreakers — I'd recommend it to a friend without hesitating.

Does the job

Pretty happy overall. Persistent memory across sessions just works and runs 24/7 without keeping your device on. Reliability depends on third-party site changes can be annoying, but no dealbreakers — I'd recommend it to a friend without hesitating.

Years in this space

I've evaluated a lot of these over the years. What stands out here is ongoing pipeline management — handled better than most — and runs continuously without manual triggers. Worth the time if this is your use case.

Use it every day

Honestly didn't expect to like it this much. Designed for collaborative editing teams is exactly what I needed, and fits into existing Docs collaboration workflow. but I reach for it almost every day now and it just clicks.

Solid for our team

We rolled this out across the team last quarter and useful for both quick ideas and detailed trip planning. Conversational AI trip planner (Zoya) fits neatly into how we already work, and 24/7 live human travel support removed a step we used to do by hand. but it has held up under daily use.

Does the job

Pretty happy overall. Hosted knowledge base with custom domain just works and works directly with existing Notion content. AI answer quality depends on documentation depth can be annoying, but no dealbreakers — I'd recommend it to a friend without hesitating.

Compared a few options

Evaluated this against two competitors. Where it wins: personalized research feeds and alerts and open API for developers and researchers. On balance the feature set — especially aI-generated TLDR paper summaries — justifies the 5 stars for our use case.

Solid for our team

We rolled this out across the team last quarter and helps reduce time spent on repetitive PM tasks. Assistance with planning and documentation fits neatly into how we already work, and workflow automation for common PM tasks removed a step we used to do by hand. Limited public information about pricing and capabilities, which is the main caveat, but it has held up under daily use.

Compared a few options

Evaluated this against two competitors. Where it wins: the dashboard and it is genuinely easy to set up. On balance the feature set — especially the core workflow — justifies the 5 stars for our use case.

Use it every day

Honestly didn't expect to like it this much. Simple prompt or option-based input is exactly what I needed, and no design skills required. but I reach for it almost every day now and it just clicks.

Use it every day

Honestly didn't expect to like it this much. System and data source integrations is exactly what I needed, and tailored for FinTech use cases. I do wish niche focus may not suit general users, but I reach for it almost every day now and it just clicks.

Does the job

Pretty happy overall. Chrome extension for on-site research just works and estimates Shopify store sales and revenue trends. but no dealbreakers — I'd recommend it to a friend without hesitating.

Years in this space

I've evaluated a lot of these over the years. What stands out here is analytics for service performance and KPIs — handled better than most — and purpose-built for aftermarket service workflows. Limited public pricing and self-serve options is my one real gripe. Worth the time if this is your use case.

Solid for our team

We rolled this out across the team last quarter and powered by the Nano Banana 2 model. Built-in AI image editing fits neatly into how we already work, and nano Banana 2 model integration removed a step we used to do by hand. Less control than professional design software, which is the main caveat, but it has held up under daily use.

Solid for our team

We rolled this out across the team last quarter and reduces time spent on repetitive tasks. Configurable automation templates fits neatly into how we already work, and business process orchestration removed a step we used to do by hand. Effectiveness depends on workflow complexity, which is the main caveat, but it has held up under daily use.

Compared a few options

Evaluated this against two competitors. Where it wins: automated DeFi monitoring workflows and cross-chain coverage in one interface. Where it lags: relies on accuracy of on-chain data sources. On balance the feature set — especially aI-driven yield opportunity scanner — justifies the 4 stars for our use case.

Years in this space

I've evaluated a lot of these over the years. What stands out here is trend and top-performer identification — handled better than most — and focus on monetization, not just vanity metrics. Insights quality depends on data volume is my one real gripe. Worth the time if this is your use case.

Solid for our team

We rolled this out across the team last quarter and 24/7 automated customer support. Multilingual support fits neatly into how we already work, and analytics and conversation insights removed a step we used to do by hand. May struggle with highly complex queries, which is the main caveat, but it has held up under daily use.

Years in this space

I've evaluated a lot of these over the years. What stands out here is instant remaining-days output — handled better than most — and useful for frequent travelers and nomads. Results are informational, not legally binding is my one real gripe. Worth the time if this is your use case.

Solid for our team

We rolled this out across the team last quarter and produces structured, readable reports. Automated multi-source data collection fits neatly into how we already work, and automated multi-source data collection removed a step we used to do by hand. Output quality depends on source availability, which is the main caveat, but it has held up under daily use.

Use it every day

Honestly didn't expect to like it this much. Style and appearance customization via prompts is exactly what I needed, and fast turnaround for character concept ideas. but I reach for it almost every day now and it just clicks.

Does the job

Pretty happy overall. AI-driven browser automation just works and integrates with common automation tools. Performance depends on target site stability can be annoying, but no dealbreakers — I'd recommend it to a friend without hesitating.

Solid for our team

We rolled this out across the team last quarter and no coding skills required. Templates for common use cases fits neatly into how we already work, and built-in deployment removed a step we used to do by hand. May struggle with complex custom logic, which is the main caveat, but it has held up under daily use.

Compared a few options

Evaluated this against two competitors. Where it wins: the integrations and it saves real time. Where it lags: the mobile experience lags. On balance the feature set — especially the dashboard — justifies the 4 stars for our use case.

Skeptical, then convinced

I went in skeptical — most tools in this space overpromise. It actually delivers on text-to-image generation, and no installation required caught me off guard. still, I'd recommend giving it a real trial.

Solid for our team

We rolled this out across the team last quarter and the value for money is strong. The core workflow fits neatly into how we already work, and the dashboard removed a step we used to do by hand. but it has held up under daily use.

Skeptical, then convinced

I went in skeptical — most tools in this space overpromise. It actually delivers on virtual testing and safety case framework, and strong OEM and logistics partnerships caught me off guard. Regulatory landscape still evolving is why this isn't a perfect score, still, I'd recommend giving it a real trial.

Compared a few options

Evaluated this against two competitors. Where it wins: useful for both teachers and students and saves teachers time on marking. Where it lags: less useful outside English exam prep. On balance the feature set — especially automated essay grading — justifies the 5 stars for our use case.

Years in this space

I've evaluated a lot of these over the years. What stands out here is profiles of major and emerging providers — handled better than most — and organized by category and use case. Limited to image and video generation is my one real gripe. Worth the time if this is your use case.

Use it every day

Honestly didn't expect to like it this much. Iterative editing through prompts is exactly what I needed, and no coding knowledge required. I do wish dependent on AI interpretation of prompts, but I reach for it almost every day now and it just clicks.

Solid for our team

We rolled this out across the team last quarter and conversational interface feels natural. Dietary restriction and allergy support fits neatly into how we already work, and ongoing coaching and reminders removed a step we used to do by hand. but it has held up under daily use.

Years in this space

I've evaluated a lot of these over the years. What stands out here is guardrails for input and output validation — handled better than most — and caching and fallback for reliability. Adds an extra layer to the stack is my one real gripe. Worth the time if this is your use case.

Skeptical, then convinced

I went in skeptical — most tools in this space overpromise. It actually delivers on site auditing and optimization suggestions, and automates time-consuming SEO tasks end-to-end caught me off guard. Automated content may need editorial review is why this isn't a perfect score, still, I'd recommend giving it a real trial.

Use it every day

Honestly didn't expect to like it this much. Playwright, Puppeteer, and Selenium support is exactly what I needed, and scales horizontally for parallel browser sessions. I do wish performance depends on target site complexity, but I reach for it almost every day now and it just clicks.

Years in this space

I've evaluated a lot of these over the years. What stands out here is growth and marketing automation — handled better than most — and covers multiple business functions in one place. May not fit highly specialized industries is my one real gripe. Worth the time if this is your use case.

Compared a few options

Evaluated this against two competitors. Where it wins: aI-driven document understanding and learns and reuses logic over time. Where it lags: enterprise focus may not fit small teams. On balance the feature set — especially reusable automation building blocks — justifies the 4 stars for our use case.

Compared a few options

Evaluated this against two competitors. Where it wins: streamlined buying decision workflow and simple, beginner-friendly interface. Where it lags: recommendation quality depends on available retailer data. On balance the feature set — especially aI-powered product suggestions — justifies the 4 stars for our use case.

Use it every day

Honestly didn't expect to like it this much. Website and landing page copy tools is exactly what I needed, and speeds up first-draft creation. I do wish output often needs human editing, but I reach for it almost every day now and it just clicks.

Solid for our team

We rolled this out across the team last quarter and open source and actively maintained. Tool calling and multi-step agents fits neatly into how we already work, and tool calling and multi-step agents removed a step we used to do by hand. Learning curve for agent and tool patterns, which is the main caveat, but it has held up under daily use.

Solid for our team

We rolled this out across the team last quarter and support is responsive. The dashboard fits neatly into how we already work, and the core workflow removed a step we used to do by hand. but it has held up under daily use.

Use it every day

Honestly didn't expect to like it this much. AI keyword research and clustering is exactly what I needed, and generates content drafts at scale. I do wish aI-generated content may need human editing, but I reach for it almost every day now and it just clicks.

Does the job

Pretty happy overall. Image and audio creation tools just works and combines video, image, and audio generation in one interface. but no dealbreakers — I'd recommend it to a friend without hesitating.

Use it every day

Honestly didn't expect to like it this much. Tips for prompt customization is exactly what I needed, and covers both text-to-image and image-to-image. I do wish quality depends on user's chosen generator, but I reach for it almost every day now and it just clicks.

Years in this space

I've evaluated a lot of these over the years. What stands out here is pluggable LLM backends (Anthropic, OpenAI, local models) — handled better than most — and supports multiple LLM providers. Still evolving with breaking changes is my one real gripe. Worth the time if this is your use case.

Does the job

Pretty happy overall. No-code report builder just works and supports branded, client-facing dashboards. but no dealbreakers — I'd recommend it to a friend without hesitating.

Solid for our team

We rolled this out across the team last quarter and useful at multiple stages of the songwriting process. Theme and tone detection fits neatly into how we already work, and suggestions for revision removed a step we used to do by hand. but it has held up under daily use.

I don't have direct experience with "Plan Alm" for Power Pages specifically, but I'd recommend clarifying if you mean Microsoft's native ALM tools (Solutions, environments) versus a third-party solution—the setup differs significantly. For environment-specific configs, most teams handle this through solution layers and environment variables rather than relying on a single tool to manage all tweaks. Have you explored Power Platform's built-in deployment pipelines yet, or are you looking for something more comprehensive than what Microsoft offers out of the box?

C'est un retour très réaliste ! Personnellement, j'ai observé que GPT Researcher fonctionne mieux quand on lui demande explicitement de prioriser les sources académiques ou officielles dans le prompt, ça réduit les hallucinations. Avez-vous essayé de lui ajouter une instruction de cross-validation (demander de comparer 2-3 sources avant d'affirmer quelque chose) ? Pour les sujets très techniques, je combine souvent avec une vérification rapide via Agent S qui peut consulter directement les sites de référence—ça gagne du temps sur cette étape de validation manuelle.

I don't have direct experience with Upsella specifically, but your 3-week timeline is smart for testing—most post-purchase tools show fatigue around 6-8 weeks if messaging isn't segmented properly. Have you experimented with frequency capping or personalizing offers based on product category? A follow-up question: are you A/B testing delay timing (immediate vs. 24-48 hours post-purchase), since that often impacts both conversion and customer sentiment more than volume alone?

I haven't used TensorStax specifically, but your concern about autonomous agents in production is totally valid—I'd recommend starting with read-only monitoring mode first to build confidence in its detection accuracy before enabling auto-fixes. A practical approach: integrate it alongside your Airflow setup with mandatory approval gates for any pipeline modifications, so humans stay in the loop while you evaluate its observability and reliability over a few weeks. What's your current alert/logging setup like with Airflow—would TensorStax integrate cleanly with that, or would you need significant refactoring?

Ich experimentiere gerade mit node-code-sandbox-mcp für sichere JavaScript-Ausführung in isolierten Docker-Containern. Hat jemand von euch das Tool bereits in der Praxis eingesetzt? Mich interessiert vor allem, wie stabil es bei wiederholten Executions läuft und ob es Performance-Probleme gibt, wenn man damit häufig Code-Snippets testet. Würde mich über eure Tipps freuen!

I haven't used Codename Goose specifically, but for complex backend refactoring tasks, you might find IBM watsonx Orchestrate valuable since it excels at automating multi-step workflows across systems—which could handle your repetitive refactoring patterns at scale. Have you considered whether you need agent orchestration (handling dependencies between refactoring tasks) versus just code generation, as that might shift whether a local tool or enterprise platform suits you better?

I've been experimenting with Claude MCP Agents to connect our internal tools and APIs, but I'm hitting some snags with data flow between services. The MCP framework seems solid, but the documentation around orchestrating multiple tool calls sequentially is sparse. Has anyone here gotten this working smoothly? Specifically curious how you're handling error recovery when one tool in a chain fails.

I haven't used mcp-snowflake-server with Botpress specifically, but I'd recommend building a lightweight API layer (Node.js/Python) between them rather than direct integration—it gives you better control over query timeouts and caching for high-latency warehouse responses. Have you considered using Botpress's webhook actions to hit this API, or are you looking for a tighter real-time connection?

+1 on this. The thing nobody mentions is the integration time — budget a week. After that it mostly disappears into the background, which is what you want.

We landed on Setup (Grade A) after trying a few — the onboarding was rougher than expected but it's been stable since. Happy to share our setup if useful.

We landed on coincap-mcp after trying a few — the onboarding was rougher than expected but it's been stable since. Happy to share our setup if useful.