Find and compare the best Artificial Intelligence software for Model Context Protocol (MCP) in 2026
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Use the comparison tool below to compare the top Artificial Intelligence software for Model Context Protocol (MCP) on the market. You can filter results by user reviews, pricing, features, platform, region, support options, integrations, and more.
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HOL Guard
HOL
$4.99 per monthHOL Guard is a security layer designed for AI agents that operates on a local-first basis, monitoring the actions of an AI assistant and preemptively preventing potentially harmful activities. It functions as an intermediary between the agent and the computer, assessing tool calls and local resources for various threats, including the risk of secret and credential leaks, harmful commands, actions driven by prompt injection, and the use of compromised or altered packages, as well as risky configurations and unsafe plugins, skills, hooks, and settings. Threats that are identified can be automatically blocked, while uncertain actions are temporarily halted to seek user consent, ensuring that individuals maintain oversight. Operating entirely on the developer’s local machine, Guard does not require an internet connection and refrains from uploading any files, prompts, or sensitive information. Local evaluations are typically completed in less than 50 milliseconds, and the implementation of Guard does not necessitate modifications to current code or workflows. It is compatible with various coding agents including Claude Code, Cursor, Codex, Gemini CLI, OpenCode, Hermes, and OpenClaw, providing custom integrations that analyze actions prior to their execution. Additionally, this enhances the overall safety and reliability of AI interactions, fostering greater trust in automated processes. -
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Katto
Katto
€15 per monthKatto is an innovative AI tool designed to convert lengthy videos into concise, ready-to-share short clips by identifying the most impactful moments, reformatting them for vertical viewing, adding captions, and preparing them for online distribution. Each moment is evaluated based on criteria such as hook, flow, value, and trending potential, allowing the system to prioritize clips that are likely to go viral, enabling users to concentrate on the most promising options. The user-friendly editor displays all adjustments made by the AI, including aspects like reframing, speaker selection, captions, and other enhancements, while maintaining the ability to edit each component as needed. With intelligent reframing technology, the tool tracks the primary subject throughout the video, recognizes speakers during conversations, and accommodates various aspect ratios like 9:16, 4:5, and 1:1, including formats for multiple faces and speakers. Users can engage in prompt-first clipping, specifying their desires in terms of intent, topic, hook, or audience perspective instead of relying solely on automatic moment detection. Additionally, Katto provides transcription services for videos, allowing for text-based editing; any modifications to the text, such as deletion or reordering, automatically adjust the corresponding video cuts. This functionality not only streamlines the editing process but also enhances the overall efficiency of creating engaging video content. -
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Mireye
Mireye
$19 per monthMireye serves as a comprehensive infrastructure for AI agents operating in the physical world, offering a unified API that encompasses data, enrichment, tools, and signals. Various agents, including Claude, ChatGPT, Gemini, Cursor, Grok, Copilot, DeepSeek, and bespoke systems, can utilize a single API with MCP tools to inquire about locations and receive well-cited data meticulously indexed from real-world information. Mireye is capable of resolving addresses, obtaining location-specific attributes, calculating distances, and providing the methodology behind its operations to enable result replayability. Its geocoding endpoint efficiently translates U.S. street addresses into geographic coordinates while transparently detailing the derivation of each location and rejecting low-confidence matches instead of making assumptions. The lookup function broadens a single point into contextual details such as county, census tract, congressional district, metropolitan area, timezone, elevation, and flood risk. Furthermore, the fetch capability returns specific values for requested fields or presets at various U.S. locales, with each value accompanied by its source, time of retrieval, and a confidence rating. This multifaceted API enhances the ability of AI agents to interact with the physical world in a meaningful and precise manner. -
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Dapta
Dapta
$99 per monthDapta is an innovative automation platform powered by AI that assists enterprises in saving valuable time, increasing sales, and expanding operations through voice and text agents that are available 24/7. The AI-driven agents are capable of making calls, sending texts, following up with leads, addressing customer questions, qualifying potential clients, scheduling appointments, and automatically updating CRM systems. Companies can utilize tailored agents as AI receptionists, lead qualifiers, sales follow-up aides, customer support representatives, onboarding coordinators, HR candidate evaluators, or collections experts, or they can develop a completely customized AI employee without the need for coding skills. Dapta provides immediate responses via SMS, voice, chat, and WhatsApp, enabling teams to connect with leads in just seconds, qualify them, and arrange booking in a single interaction, thereby ensuring that every potential sale progresses toward generating revenue. Additionally, the platform's scheduling features allow agents to automatically arrange meetings, send out reminders, synchronize appointments with calendars, and adjust to the changing availability in real-time, enhancing overall efficiency. This capability not only streamlines processes but also ensures that businesses can maintain a competitive edge in their respective markets. -
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Lenz
Lenz
$7.99 per monthLenz is a robust API designed for audit-level fact-checking of AI-generated content, aimed at teams that require verification of factual assertions prior to presentation to clients or customers. This tool analyzes various forms of text, such as drafts, memos, or model answers, identifying factual claims that can be substantiated by credible public sources and providing a detailed outcome for each assertion. Its operational framework is built upon four key API functions: extracting claims that can be verified, performing a rapid multi-model assessment of these claims in bulk, elevating ambiguous statements to a comprehensive verification process, and facilitating follow-up inquiries that are based on the verification findings. The complete verification process is structured into five distinct stages: defining the issue, conducting research, engaging in debate, undergoing a panel review, and reaching a conclusion. Lenz meticulously searches through public information, evaluating evidence based on factors like authority, relevance, and timeliness, while also employing models from various vendors to present arguments for both sides of a claim. Ultimately, it delivers a verdict, a confidence score, references to cited sources, and a trace of the reasoning that allows users to conduct their own audits, ensuring transparency and reliability. With Lenz, teams can enhance their decision-making processes by ensuring all claims are thoroughly vetted before they reach their audience. -
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Neopress
Neopress
$25 per monthNeopress is an innovative AI-driven website builder that empowers users to effortlessly create, publish, manage, and enhance websites through interaction with an AI assistant. By simply articulating their vision for a page, users can modify text and design elements, generate and publish content, and handle their website’s operations without needing to engage developers or master intricate tools. This platform integrates website construction with an embedded content management system, analytics, search engine optimization, and geographical targeting features, facilitating a seamless workflow that spans from keyword research to content creation and performance optimization. The AI component is capable of analyzing website traffic patterns and providing actionable recommendations based on actual site data, while multilingual functionality allows teams to create and manage content in various languages from a single platform. Additionally, Neopress employs server-side rendering technology, ensuring that each page is delivered as genuine HTML, which is easily accessible for search engines and AI crawlers, as opposed to a hollow client-rendered framework. As a result, users can experience a more efficient and effective website management process. -
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Linkly AI
Linkly AI
$29 per yearLinkly AI is an innovative knowledge engine designed with an AI agent-first approach that transforms your existing computer files into a dynamic, searchable context layer for AI assistants. This tool efficiently analyzes and catalogs a variety of materials, including notes, educational resources, bookmarks, knowledge repositories, audio recordings, meeting videos, images, e-books, and more, enabling agents to search through, compare, and access this information without requiring users to manually create a knowledge base. It supports a wide range of formats such as PDF, Markdown, JPG, PNG, MOV, MP4, PPTX, TXT, WAV, DOCX, HTML, MP3, and EPUB, ensuring versatility in handling different types of content. Each document is equipped with a structured index that gradually reveals pertinent sections, allowing agents to navigate extensive files with intention rather than indiscriminately opening everything. The system incorporates cross-language semantic search capabilities utilizing a local multilingual model, enabling effective searches across numerous languages, with results delivered in under half a second. Additionally, data remains on your device by default, and any third-party tools or models access only the essential snippets required, safeguarding the integrity of your original files. By streamlining the way information is processed and accessed, Linkly AI significantly enhances productivity and knowledge retrieval. -
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Showly
Showly
$12 per monthShowly is a platform designed for hosting websites generated by AI agents, providing a sleek environment for users to preview, publish, share, and manage their creations. Users can articulate their desired project to their coding agent—whether it’s a report, research page, presentation, documentation site, portfolio, landing page, prototype, or product specification—and the agent will generate the corresponding page while Showly takes care of the hosting and publication process. The platform integrates seamlessly with various agents like Claude Code, Codex, Cursor, OpenClaw, and Hermes Agent, enabling users to publish their work without disrupting their existing workflows. Changes are first displayed as private previews, allowing users to assess the page, request modifications, and choose the moment of publication. Once live, the work generates a stable, shareable web link, and the version history feature allows for easy restoration of previous versions if necessary. Additionally, Showly has the capability to transform existing outputs into live web pages by simply accepting the provided content. This makes it an invaluable tool for anyone looking to streamline their digital publishing process. -
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Snowflake CoCo
Snowflake
$2 per creditSnowflake CoCo is an AI coding assistant that simplifies intricate data engineering, analytics, machine learning, and AI workflows through intuitive conversations. It possesses a deep understanding of enterprise-level contexts, including data catalogs, lineage, role-based access control (RBAC) policies, computational resources, and pipeline interdependencies, ensuring that the generated code accurately references real-world objects with the appropriate permissions. With CoCo, teams can efficiently identify data, construct pipelines utilizing tools like dbt, Apache Airflow, Postgres, Spark, and AWS Glue, as well as produce executable machine learning pipelines for Snowflake Notebooks and develop applications and AI agents that are rooted in enterprise data. Its toolkit incorporates specialized features tailored for Snowflake, such as semantic catalog searches, data comparison tools, and isolated runtime environments, avoiding reliance on generic code wrappers. For handling intricate, multi-step processes, CoCo’s orchestration capability can intelligently manage sub-agents and facilitate automatic routing between models. As a desktop development platform, CoCo provides users with access to local files, terminal interfaces, and integration with Snowflake, enhancing the overall development experience for data professionals. This comprehensive approach ensures that teams can streamline their workflows while maintaining a strong focus on data security and governance. -
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Snowflake CoWork
Snowflake
$2 per creditSnowflake CoWork serves as a personal work agent designed for knowledge professionals, transforming enterprise data into actionable decisions via a single governed conversational interface. Previously known as Snowflake Intelligence, it operates seamlessly within an organization's existing data environment, enabling reasoning over both structured and unstructured data, conducting analyses, generating reliable insights, and facilitating actions across various business tools without requiring users to sift through dashboards or rely on data teams. The platform's Deep Research feature allows for thorough investigations into questions across the entire data landscape, delivering detailed reports that clarify current events, their causes, and recommended subsequent actions. Furthermore, through its MCP, CoWork integrates with applications like Slack, Gmail, Jira, Salesforce, Microsoft Teams, Outlook, and Exchange, empowering users to execute tasks directly from their conversations. Teams can also utilize Artifacts to preserve charts, discussions, and outputs as reusable knowledge assets, while Skills enable the transformation of repeatable multi-step processes into workflows that can be easily executed by colleagues in the future. This innovative approach not only streamlines workflows but also enhances collaboration among team members by making knowledge easily accessible and actionable. -
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superagnt_
superagnt_
FreeA handless agent is essentially just a chat interface, while superagnt_ serves as a robust MCP server that equips your existing agent with social media insights, web data, lead enhancement capabilities, a fully operational Postgres database, shared memory resources, scheduling tools, queues, webhooks, and an inbox, all accessible through a single key. You can direct any MCP client, such as Claude Code, Codex, Cursor, or OpenClaw, to connect with the superagnt MCP server. Charges apply only when a response is successfully generated, and both free and pay-as-you-go options are available, with the builder base starting at just $19 per month. Moreover, this comprehensive setup allows for seamless integration of various functionalities, enhancing the overall user experience. -
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Flowmingo
Flowmingo.ai
FreeFlowmingo is a complimentary recruiting and hiring platform designed to assist rapidly expanding teams in discovering top talent more efficiently and equitably. Rather than evaluating just the few candidates who appear impressive on paper, Flowmingo allows you to assess the entire pool of applicants through a comprehensive process that includes CV reviews, screening questions, technical assessments, and an AI-driven interview that candidates can complete at their convenience, providing a recorded response along with a multidimensional, scored evaluation for each individual. The platform is free to implement, with revenue generated from optional premium features for teams seeking enhanced control and customization, ensuring that the foundational services remain available to businesses of any size. With support for over 60 languages and AI tailored to specific domains across more than 30 job functions, Flowmingo guarantees that each evaluation is both relevant and precise, catering to everything from in-depth candidate profiling to large-scale global hiring needs. As a result, it empowers teams to make informed hiring decisions while maintaining a commitment to fairness and inclusivity throughout the recruitment process. -
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Holo4
H Company
$0.40 per 1M tokens (input)Holo4 is H Company's series of generalist computer-use and agentic AI models built to perform multi-step work across software interfaces. It is available as Holo4 27B, a dense 27-billion-parameter model, and Holo4 35B-A3B, a Mixture-of-Experts model containing 35 billion total parameters with 3 billion active. Holo4 can interact with applications by clicking and typing through graphical interfaces, writing and executing code, or calling MCP and API tools. The same model can operate across desktops, websites, Android devices, code sandboxes, and business APIs without requiring developers to select a separate specialized model for each environment. H Company trained Holo4 using 127 billion supervised fine-tuning tokens, with approximately three-quarters consisting of successful agentic trajectories spanning desktop, web, MCP/API, and mobile tasks. Reinforcement learning then trained separate experts for desktop and web interaction and for terminal, MCP, and API work before merging them into a single model. Holo4 27B scored 85.2% on OSWorld, 61.7% on OSWorld 2.0, 45.4% on AutomationBench, and 85.1% on AndroidWorld in the evaluations reported by H Company. The models support a 256K context window, with the 27B model positioned for greater accuracy on long multi-step tasks and the 35B-A3B version positioned as a faster and less expensive alternative. Holo4 is available through a hosted API and downloadable model weights, enabling developers and enterprises to build agents that perform workflows spanning multiple applications and interaction methods. -
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iFixAi
iFixAi
FreeiFixAi serves as an autonomous auditing platform aimed at evaluating AI agents to ensure they effectively execute their designated tasks, adhere to their permissions, comply with necessary workflows and approvals, honor organizational roles and boundaries, and exhibit behavior that is both reproducible and defensible. This platform transcends mere observability, evaluations, and benchmarks by scrutinizing whether an agent can still disclose confidential information, undermine decisions, misuse tools, or operate without proper authorization, even if standard checks indicate compliance. The comprehensive audits of iFixAi encompass over 64 distinct categories of AI misalignment, addressing aspects such as AI red teaming, operational assurance, and philosophical, ethical, and sociological concerns, which include issues like prompt injection, policy violations, governance of tool usage, principal fidelity, epistemic integrity, fairness in governance, stakeholder conflicts, influence, and systemic risk. Furthermore, teams can seamlessly integrate agents via GitHub or MCP without the prerequisite of constructing a manual evaluation harness or embedding a software development kit, thereby streamlining the auditing process. This innovative approach not only enhances the reliability of AI implementations but also fosters greater trust among stakeholders in the operational capabilities of AI systems. -
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Runway Ads
Runway AI
$12 per monthRunway Ads serves as an autonomous performance marketing engine that enhances paid advertising by generating, publishing, evaluating, and continuously refining ad creatives. Users can integrate their advertising platform accounts and submit a brand kit, allowing the system to create diverse video and image variations utilizing product visuals, brand components, and previously successful advertisements. Each generated variant is categorized by its hook, target audience, format, and call to action, enabling approved advertisements to be published directly to associated platforms. The platform retrieves performance data from Meta, Google, and TikTok, leveraging successful campaigns to inform the development of subsequent creative content. Additionally, it facilitates on-brand content creation, automatic resizing for various ad placements, and the localization of text, product images, and voiceovers based on predefined guidelines from the user team. While human approval is the standard procedure, automated brand compliance checks are conducted before submissions enter the approval process, ensuring brand consistency and quality control. This innovative approach streamlines the advertising process, making it easier for teams to manage their marketing efforts effectively. -
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Vidmoat
Vidmoat
$19 per monthVidmoat is an AI-driven video editing platform that allows users to delegate their footage by simply describing their vision, after which the AI agent meticulously edits, captions, and color grades the content on an actual timeline, returning an adjustable version for final touches. This intelligent system comprehends dialogue at a granular level, orchestrates complex edits, and only modifies elements as per user requests. Its Auto-Cut feature analyzes extensive footage to identify the best segments, eliminates silence, and weaves together a coherent narrative while ensuring all edits remain accessible for further adjustments. Furthermore, a single edit can be adapted for various platforms including TikTok, Reels, YouTube, and Shorts by changing the framing, timing, and hooks. Users also have the convenience of sharing clips via Telegram or WhatsApp along with natural language instructions, receiving polished videos directly in their chats. Beneath the AI interface lies a robust professional editing suite equipped with advanced features like speed ramps, transitions, masks, blend modes, color grading, LUTs, stabilization, precise captions, filler word removal, audio enhancements, auto-ducking, and AI-generated titles, making it a comprehensive solution for video creators. Ultimately, Vidmoat streamlines the editing process while offering users the flexibility to maintain creative control over their projects. -
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WebMCP
WebMCP
FreeWebMCP is a freely available JavaScript library that facilitates the integration of the Model Context Protocol with any website, allowing users to engage with webpages via an AI agent or LLM. By incorporating a straightforward script, developers can seamlessly integrate WebMCP into their sites, which activates a compact widget that manages the communication between the webpage and an MCP client. Upon establishing this connection, websites gain the capability to showcase various MCP functionalities, which include tools, prompts, resources, and sampling. Tools enable an LLM to execute specific tasks on the website using predefined functions that specify their inputs and outputs. Prompts offer reusable formats for frequently encountered LLM interactions, with the ability to incorporate dynamic arguments. Resources provide access to webpage data and content that clients can utilize for contextual purposes, encompassing page text, specific elements, files, or other organized information. Additionally, WebMCP includes support for sampling, which allows the server to solicit LLM completions through the connected client while ensuring that human oversight is preserved throughout the process. This combination of features empowers developers to create more interactive and responsive web experiences. -
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SearchUnify
SearchUnify
SearchUnify is an enterprise Agentic AI platform built to transform customer support through autonomous, intelligent operations. Powered by SearchUnifyFRAG™ (Federated Retrieval Augmented Generation), the SCORE framework, and Agentic RAG, the platform unifies siloed enterprise data to deliver contextually accurate, real-time responses across the support lifecycle. Its core product suite includes Cognitive Search for AI-powered retrieval across fragmented knowledge sources, SearchUnifyGPT™ for cited generative AI answers across every support touchpoint, SUVA (Virtual Assistant) for autonomous multi-turn query resolution, Knowbler for knowledge creation and management, and Agent Helper for real-time AI assistance during case resolution. The Agentic AI Suite deploys eight purpose-built agents across the support lifecycle. The AI Support Agent handles end-to-end self-service case resolution. The AI SupportPlus Agent autonomously resolves CRM tickets, initiates clarification loops when context is missing, and hands off complex cases with full context. The AI Classification Agent manages real-time case tagging and routing. The AI Escalation Manager predicts and mitigates escalation risk. The AI Knowledge Agent automates knowledge creation and identifies content gaps. The AI Competency Agent resolves complex L2 technical workflows autonomously. The AI Agent Partner provides in-the-moment guidance to support teams. The AI Case Quality Auditor evaluates 100% of closed cases for continuous improvement. The platform supports BYOLLM, Model Context Protocol (MCP), and a governance layer with role-based access control, PII masking, and compliance with ISO 27001, HIPAA, and SOC 2. It integrates with 100+ enterprise platforms including Salesforce, Zendesk, and ServiceNow. -
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Drata
Drata
$10,000/year Drata is an agentic trust management platform for automating governance, risk, compliance, security assurance, and third-party risk management processes. Its Enterprise GRC capabilities bring controls, risks, policies, and evidence into a centralized system while allowing organizations to map controls across multiple frameworks and reuse compliance work. Continuous compliance automation collects evidence, monitors controls, identifies issues, and provides guided remediation to help teams remain audit-ready as their environments change. Drata's Trust Center provides a secure location where prospects, customers, and other stakeholders can review an organization's security posture, request documents, and obtain answers to trust-related questions. AI-powered questionnaire automation supports the questionnaire lifecycle from intake and triage through processing and response generation, using an evolving knowledge base to draft consistent answers. Third-party risk management uses AI agents to create assessment criteria from existing questionnaires, collect documents from vendor Trust Centers, perform risk assessments, and conduct vendor follow-ups. Drata also provides AI Agent Governance capabilities designed to discover AI agents within an enterprise, enforce organizational policies before agent actions execute, and produce records of agent decisions for auditing. The platform supports frameworks and regulations including SOC 2, ISO 27001, ISO 42001, GDPR, HIPAA, PCI DSS, DORA, FedRAMP, CMMC, and custom frameworks. Drata is designed to support organizations ranging from startups establishing their first compliance programs to enterprises managing governance, risk, compliance, and trust requirements across multiple business units and regions. -
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SAS Viya
SAS
SAS Viya is an advanced cloud-native data and AI platform designed to help organizations manage data, develop AI models, and operationalize analytics from one unified environment. The platform combines data access, machine learning, analytics, governance, and decision deployment into a scalable system built for enterprise use. SAS Viya enables businesses to connect to data across multiple sources while maintaining transparency, lineage, governance, and auditability throughout the AI lifecycle. Organizations can use the platform to accelerate model development, streamline workflows, and deploy trusted AI solutions faster and more efficiently. The platform includes built-in governance features that support fairness, explainability, compliance, and responsible AI practices across teams and business processes. SAS Viya also supports secure AI agent integration through the SAS Viya MCP Server, allowing AI-driven tools and copilots to interact with enterprise workflows responsibly. Businesses can deploy the platform in cloud, hybrid, or on-premises environments based on operational and security requirements. SAS Viya is used across industries for applications such as fraud detection, healthcare analytics, forecasting, customer intelligence, and AI model operationalization. The platform is designed to improve productivity by simplifying complex AI workflows and enabling collaboration between data scientists, analysts, and business users. Backed by decades of analytics expertise, SAS Viya helps organizations transform raw data into transparent and actionable business decisions at scale. -
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Pinecone
Pinecone
The AI Knowledge Platform. The Pinecone Database, Inference, and Assistant make building high-performance vector search apps easy. Fully managed and developer-friendly, the database is easily scalable without any infrastructure problems. Once you have vector embeddings created, you can search and manage them in Pinecone to power semantic searches, recommenders, or other applications that rely upon relevant information retrieval. Even with billions of items, ultra-low query latency Provide a great user experience. You can add, edit, and delete data via live index updates. Your data is available immediately. For more relevant and quicker results, combine vector search with metadata filters. Our API makes it easy to launch, use, scale, and scale your vector searching service without worrying about infrastructure. It will run smoothly and securely. -
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StealthGPT
StealthGPT
$1/day StealthGPT is an AI content platform focused on humanizing, rewriting, detecting, and improving AI-generated writing. The platform allows users to paste text created by ChatGPT, Claude, Gemini, or other AI tools and transform it into more natural, readable, and human-sounding copy. Its core tools include AI Humanizer, AI Detector, Stealth Writer, Stealth Agent, SEO Writer, AI Grammar Checker, AI Summarizer, AI Text Enhancer, AI Text Simplifier, AI Sentence Rewriter, AI Paragraph Generator, AI Prompt Generator, AI SEO Optimizer, AI Formalizer, and Chat with PDF. Stealth Writer helps users generate structured documents with citations, bibliography formatting, and document-level narrative guidance. Stealth Agent supports research, drafting, refinement, SEO articles, academic-style writing, and social content in a single workflow. The built-in AI detector helps users scan text and review a human score before publishing or submitting content. StealthGPT also offers API access, MCP support, business features, a Chrome extension, iPhone access, and multilingual writing support across 250+ languages. Its SEO Writer is designed to create keyword-rich, natural content for search visibility. By combining AI rewriting, detection, research assistance, citation tools, SEO writing, API access, and workflow integrations, StealthGPT helps users refine AI-assisted writing at scale. -
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Vectara
Vectara
FreeVectara offers LLM-powered search as-a-service. The platform offers a complete ML search process, from extraction and indexing to retrieval and re-ranking as well as calibration. API-addressable for every element of the platform. Developers can embed the most advanced NLP model for site and app search in minutes. Vectara automatically extracts text form PDF and Office to JSON HTML XML CommonMark, and many other formats. Use cutting-edge zero-shot models that use deep neural networks to understand language to encode at scale. Segment data into any number indexes that store vector encodings optimized to low latency and high recall. Use cutting-edge, zero shot neural network models to recall candidate results from millions upon millions of documents. Cross-attentional neural networks can increase the precision of retrieved answers. They can merge and reorder results. Focus on the likelihood that the retrieved answer is a probable answer to your query. -
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Coral
Coral
$249/month Coral is a developer-focused data access platform that lets teams query different tools and systems with SQL instead of writing custom connectors. It converts APIs, databases, files, and software platforms into readonly schemas that agents and humans can inspect, join, and analyze. Users can connect sources such as GitHub, GitLab, Slack, Linear, Datadog, Sentry, OpenTelemetry, Intercom, Stripe, and incident management tools. Once connected, Coral makes those sources available as tables, allowing cross-system questions to be answered through standard SQL. The platform is designed for AI agent workloads, giving coding agents and operational assistants access to structured context without unsafe write access. Coral works through the command line and over MCP, so multiple agents can share one runtime. It includes query pushdown, caching, pagination handling, schema hints, recommended joins, and relationship learning based on usage patterns. These capabilities help reduce expensive tool loops and improve the quality of agent-generated answers. Coral gives teams a practical way to make scattered operational data accessible, queryable, and useful for engineering, SRE, security, support, and internal operations. -
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TestSprite
TestSprite
TestSprite’s AI is capable of creating test plans, developing integration and end-to-end test scripts, managing the scheduling and execution of test cases on a cloud platform, debugging based on the results obtained, and consolidating all findings into thorough reports. It can also analyze user-submitted documentation to comprehend the testing object, allowing it to generate test plans automatically and forward them to clients for their approval. Following the approval of the test plan, the corresponding test code can be implemented in mere seconds. Rather than hiring testing engineers or contractors for pre-launch validation, you simply need to rely on our solution. TestSprite’s AI will autonomously schedule and run test cases on our cloud infrastructure, with the capability to debug and pinpoint possible root causes based on the results from cloud testing. In the final stage, TestSprite will deliver detailed and comprehensive reports to clients, ensuring clarity and transparency throughout the process. Embracing simplicity is effortless when you bypass numerous essential features, streamlining your testing experience.
