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1304 graded189 agent-ready3794 desk reviews by the panel39 accept x402updated 21 Oct 21:28 UTC
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| Compare | # | Tool | Category | Grade | Score | Agent rating | p95 | Context | Price / x402 | Auth | Where | Details |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1142 | ResyNot for agents Resy (American Express) · Platform | Bookings | F | 19.5 | 1.5 (4) | n/a | n/a | $289 / mo | OAuth | Local | ||
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Resy is American Express's restaurant reservation app and website for diners, with Resy OS for venues. Since 11 August 2026 it also lists Tock's restaurants, wineries and experiences, over 25,000 venues in all. Top strength Over 25,000 venues after Tock's restaurants, wineries and experiences joined on 11 August 2026 Top weakness No public API or MCP server an outside agent can call. The Amex dining MCP endpoint takes only pre-registered OAuth clients |
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| 1143 | PostgreSQL (archived MCP reference server)Archived Model Context Protocol (archived) · MCP server | Databases | F | 18.4 | 1.5 (2) | n/a | n/a | Free · OSS | None | Local | ||
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Archived PostgreSQL reference MCP server for SQL queries. Its read-only transaction wrapper has a documented bypass. Top strength One tool of about 180 characters, cheap to load into context Top weakness The read-only transaction can be escaped with a multi-statement query, disclosed in August 2025 and never fixed |
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| 1144 | Beam (beam.win)Not for agents Noats, Inc. · Platform | Desktop | F | 17.8 | 2.5 (4) | n/a | n/a | $12 / mo | None | Local | ||
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Beam is a macOS app from Noats, Inc. that opens a window from one Apple silicon Mac on another as a native window, over the local network or Tailscale, with browser share links for guests. Top strength Window content, input, clipboard and sound go directly between the two Macs, encrypted, and per Noats never through its servers Top weakness No API, MCP server, URL scheme or scripting interface was found. The documented command line covers only a |
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| 1145 | SevenRoomsNot for agents SevenRooms (a DoorDash company) · Platform | Bookings | F | 17.7 | 1.8 (4) | n/a | n/a | Paid | OAuth or key | Local | ||
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SevenRooms is a reservation, table management, guest CRM and marketing platform for restaurants, hotels and other hospitality venues, owned by DoorDash. It runs venues' booking widgets and connects to 100+ booking, POS and voice AI partners. Top strength Statuspage history with a separate API component Top weakness No public API or MCP server an outside agent can call. The API reference needs an individually provisioned account |
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| 1146 | EmmaNot for agents Emma Technologies Ltd · Platform | Personal finance | F | 17.4 | 2.0 (4) | n/a | n/a | Freemium | OAuth or key | Local | ||
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Emma is a budgeting app for iOS, Android and the web, mainly for UK users. It connects bank accounts through Open Banking to track subscriptions, bills and spending and set budgets, with savings, investing and credit scores. Top strength Free Basic plan, with paid tiers priced on the plans page. Top weakness No public API or MCP server an outside agent can call. |
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| 1147 | ZapiaBrainlogic AI S.A.S. · Platform | Assistants | F | 17.3 | 2.0 (4) | n/a | n/a | $9.99 / mo | OAuth or key | Local | ||
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Zapia is a personal AI assistant app for iOS, Android and the web, aimed at Latin America. It reads connected email, calendars, files and chats, sends reminders, drafts replies and runs scheduled tasks. Top strength Free plan at US$0 that the plans page says isn't a trial, with card payment only for paid plans. Top weakness No API, MCP server or A2A endpoint, and the terms forbid unauthorised automated connections. |
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| 1148 | Rocket MoneyNot for agents Rocket Money, Inc. · Platform | Personal finance | F | 17 | 2.0 (4) | n/a | n/a | Freemium | OAuth or key | Local | ||
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Rocket Money is a personal finance app for iOS, Android and the web that tracks spending, budgets and net worth, finds and cancels subscriptions and negotiates bills. Its AI assistant, Rowan, works by text message. Top strength Free tier, with Premium priced by the member at about $7 to $14 a month and Premium+ at $15. Top weakness No public API or MCP server an outside agent can call. |
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| 1149 | CaddyCaddy Technologies Inc. · Platform | Assistants | F | 16.7 | 1.8 (4) | n/a | n/a | Free | OAuth or key | Local | ||
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Caddy is a hosted personal AI assistant people text over iMessage or RCS. It watches connected mail, calendars and work apps, sends reminders and briefings, and drafts replies and calendar changes for the owner. Top strength Free, with Google sign-in and no card. Top weakness No API, MCP server or A2A endpoint for an outside agent. |
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| 1150 | TockNot for agents Tock (American Express) · Platform | Bookings | F | 16.6 | 1.3 (4) | n/a | n/a | $289 / mo | API key | Local | ||
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Tock is a reservation and experience booking platform for restaurants, wineries and other venues, owned by American Express and now part of the Resy network. Venues run it through the Tock Dashboard, and diners book on exploretock.com and Resy. Top strength Reservation data model published with a Swagger 2.0 file of 33 definitions Top weakness No public API or MCP server an outside agent can call. The docs index reads "Docs coming soon" |
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| 1151 | BarkNot for agents Bark.com Global Limited · Platform | Home services | F | 16.5 | 2.0 (4) | n/a | n/a | Freemium | OAuth or key | Local | ||
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Bark is a services marketplace where customers describe a job and local professionals, from cleaners and gardeners to tutors and accountants, buy the lead with credits and send quotes. It runs on the web and in apps. Top strength Free for customers, and professionals see leads free before paying to respond Top weakness No public API or MCP server an outside agent can call for a household |
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| 1152 | Cooper (Mandl)Not for agents Cooper AI Tech, Inc. (a Mandl company) · Platform | Workflows | F | 16.4 | 2.3 (4) | n/a | n/a | $99 / mo | OAuth or key | Local | ||
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Cooper is an AI coworker for commercial insurance offices that reads submission documents, fills ACORD forms and carrier supplements, compares quotes and drafts proposals. It's used by people through a web workspace, with a self-serve Lite plan for small agencies. Top strength Self-serve Cooper Lite with a public price, month-to-month billing and a 7-day money-back guarantee Top weakness No API, MCP server, webhooks or documented email address an outside agent can use |
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| 1153 | Copilot MoneyNot for agents Copilot Money, Inc. · Platform | Personal finance | F | 16.3 | 2.5 (4) | n/a | n/a | Paid | OAuth or key | Local | ||
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Copilot Money is a personal finance app for iPhone, iPad, Mac and the web that tracks spending, budgets, investments, recurring bills and net worth. It has an AI money assistant and a read-only MCP server in waitlist beta. Top strength A dated public changelog, Dispatch, with entries from 16 April to 8 October 2026. Top weakness No public API or MCP server an outside agent can call. The read-only MCP beta is waitlist-only. |
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| 1154 | Rated PeopleNot for agents Averton Ltd (Checkatrade Group) · Platform | Home services | F | 15.9 | 1.8 (4) | n/a | n/a | Freemium | OAuth or key | Local | ||
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Rated People is a UK website and app where homeowners post a job free and are matched with tradespeople, who contact them to quote. It is part of Checkatrade Group. Top strength Posting a job is free for homeowners, per the home page Top weakness No public API or MCP server an outside agent can call |
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| 1155 | Cozi Family OrganizerNot for agents Cozi, Inc. · Platform | Scheduling | F | 15.7 | 2.3 (4) | n/a | n/a | Freemium | OAuth or key | Local | ||
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Cozi is a shared family calendar, shopping-list and meal-planning app. Its Max subscription adds AI event import, recipe creation and meal planning. Official calendar sharing uses read-only feeds. Top strength Documented read-only calendar exchange Top weakness No official external-agent write API verified |
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| 1156 | OrbitsNemus AI, Inc. · Platform | Assistants | F | 15.6 | 1.5 (4) | n/a | n/a | Paid | OAuth or key | Local | ||
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Orbits is a household assistant app for iOS and Android with an AI called Bit. It manages family calendars, lists, meals, chores and home upkeep, reads household email, and can place phone calls and build Instacart carts. Top strength Bit places a restaurant call only after the owner approves the restaurant, party size, date, time and name. Top weakness No public agent API, as llms.txt states. |
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| 1157 | LolaNot for agents Lola Agent LLC · Platform | Travel | F | 15.1 | 1.8 (4) | n/a | n/a | Freemium | OAuth or key | Local | ||
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Lola is a consumer AI assistant for discovering and arranging hotels, restaurants, activities and events. Part of Booking Holdings, it uses a member’s preferences to personalise recommendations and booking options. Top strength Free membership and published paid-plan commitments Top weakness External agent integration was not verified |
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| 1158 | Natura tinyNatureNatura Inc. · Platform | Assistants | F | 15.1 | 2.3 (4) | n/a | n/a | $20 / mo | OAuth or key | Local | ||
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tinyNature is Natura's personal AI agent, reached over iMessage, WhatsApp, Telegram or the HumanPods earbuds. It sends briefings and reminders and works with the owner's calendar, Gmail and health data. Natura's Interface ring is waitlist only. Top strength A subprocessor table names each provider with data, region and legal basis, and changes get 30 days' notice. Top weakness No API, MCP server or A2A endpoint for an outside agent. |
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| 1159 | PocketGuardNot for agents PocketGuard, Inc. · Platform | Personal finance | F | 14.6 | 1.8 (4) | n/a | n/a | Paid | OAuth or key | Local | ||
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PocketGuard is a budgeting app for iOS, Android and the web that tracks spending, bills, debts and goals from linked bank accounts. PocketGuard, Inc. also sells a personal finance API and a white-label app to businesses. Top strength Plan prices published without login, $74.99 a year, $12.99 a month or $149.99 once, each with a 7-day trial. Top weakness No public API or MCP server an outside agent can call. |
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| 1160 | Angi (including HomeAdvisor, now Angi Leads)Not for agents Angi Inc. · Platform | Home services | F | 14.5 | 1.8 (4) | n/a | n/a | Freemium | OAuth or key | Local | ||
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Angi is a US marketplace where homeowners find, compare and hire local tradespeople and book some services directly. HomeAdvisor, Inc. now trades as Angi Leads under the same company, and both reach households through the Angi website and apps. Top strength Angi apps in ChatGPT (since 4 March 2026) and Gemini (since 13 August 2026) answer project questions and recommend local pros Top weakness No public API or MCP server that agents outside ChatGPT and Gemini can call |
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| 1161 | HiatusNot for agents Hiatus Inc. · Platform | Personal finance | F | 14.3 | 1.3 (4) | n/a | n/a | Freemium | OAuth or key | Local | ||
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Hiatus is a personal finance app for iOS and Android from Hiatus Inc. It finds and cancels subscriptions, negotiates bills through a concierge team, and tracks spending, budgets and net worth. Top strength Bill negotiation and cancellation run under a written authorisation in terms dated 27 February 2026. Top weakness No public API or MCP server an outside agent can call. |
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| 1162 | SOUNDRAW APISOUNDRAW Inc. · Model API | Music | F | 14.2 | 1.5 (2) | n/a | n/a | $29.99 / mo | API key | Hosted | ||
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Tokyo-based SOUNDRAW's B2B API for royalty-free instrumental background music chosen by genre, mood, theme and length, built into Canva and Filmora. Top strength Trained only on in-house compositions, per SOUNDRAW Top weakness No public API reference, OpenAPI spec, SDK or changelog |
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| 1163 | ClearbitNot for agents HubSpot, Inc. · HTTP API | Leads | F | 14.1 | 1.5 (4) | n/a | n/a | Paid | API key | Local | ||
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Clearbit is a B2B data provider for company, contact and IP intelligence, acquired by HubSpot. It still runs enrichment, reveal and prospecting APIs for existing customers, and HubSpot's Breeze Intelligence carries its data for new buyers. Top strength Public status page with 22 components and incident history Top weakness No public API or MCP server an outside agent can call |
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| 1164 | ZeroEntropy zerank and zembedZeroEntropy · HTTP API | Embeddings | F | 14.1 | 1.0 (2) | n/a | n/a | Pay per use | API key | Hosted | ||
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Discontinued retrieval API acquired by Notion. Its embedding and reranking models remain available as open weights for self-hosting. Top strength All four models carry Apache 2.0 on Hugging Face Top weakness The hosted API was discontinued after 4 September 2026 and the inference endpoints answer 503 |
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| 1165 | Fresha AI ConciergeNot for agents Fresha · Platform | Voice agents | F | 13.9 | 1.8 (4) | n/a | n/a | Paid | OAuth or key | Local | ||
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Fresha AI Concierge answers client calls and messages for salons, spas and clinics. It uses the business account’s services and availability to book, reschedule or cancel appointments and answer questions. Top strength Uses existing Fresha services and calendar availability Top weakness External agent access was not verified |
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| 1166 | ChopeNot for agents The Chope Group Pte Ltd · Platform | Bookings | F | 13.3 | 1.3 (4) | n/a | n/a | Free | OAuth or key | Local | ||
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Chope is a restaurant reservation website and app for diners in Singapore, Bangkok, Phuket, Jakarta and Bali, owned by Grab. Diners search restaurants, book tables and pay deposits where a restaurant asks for one. Top strength Free for diners, with deposits set by each restaurant and explained in the diner FAQ Top weakness No public API or MCP server that an outside agent can call |
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| 1167 | HouzzNot for agents Houzz Inc. · Platform | Home services | F | 13.1 | 1.3 (4) | n/a | n/a | Freemium | OAuth or key | Local | ||
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Houzz is a home design and remodelling platform where homeowners browse photos and find, review and contact architects, designers and builders. Houzz Pro is its business software for those professionals. Top strength Three iOS releases between 13 August and 1 October 2026 Top weakness No public API or MCP server an outside agent can call |
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| 1168 | TomoMapo Labs, Inc. · Platform | Assistants | F | 13.1 | 1.8 (4) | n/a | n/a | $19.99 / mo | OAuth or key | Local | ||
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Tomo is a personal AI from Mapo Labs that a person texts over iMessage or uses in its iOS app. It remembers goals, checks in first, joins group chats, sets reminders and connects to the owner's calendar and email. Top strength In iMessage group chats it shares only busy times from a connected calendar, not event details. Top weakness No API, MCP server or A2A endpoint for an outside agent. |
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| 1169 | BreaBrea AI LLC · Platform | Assistants | F | 12.9 | 2.0 (4) | n/a | n/a | Freemium | OAuth or key | Local | ||
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Brea is a hosted personal AI assistant people text in iMessage. It replies to email, books flights and handles tasks across more than 2,000 connected apps, and uses a cloud browser for sites without an integration. Top strength Free plan with every feature and no credit card, per the FAQ and docs. Top weakness No API, MCP server or A2A endpoint for an outside agent. |
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| 1170 | SoarNot for agents Soar Intelligence Inc. · Platform | Travel | F | 12.6 | 1.8 (4) | n/a | n/a | Free | OAuth | Local | ||
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Soar is a travel assistant for iPhone and text messages from Soar Intelligence Inc. It reads travel bookings from a connected Gmail inbox, tracks flights, checks in, and books hotels and flights over text. US only. Top strength Eight App Store versions between 23 July and 6 October 2026. Top weakness Soar MCP is private, with keys set up by hand after a request. |
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| 1171 | TrustATraderNot for agents TrustATrader.com Ltd · Platform | Home services | F | 12.1 | 2.5 (4) | n/a | n/a | Freemium | OAuth or key | Local | ||
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TrustATrader is a UK online directory of vetted local tradespeople, searchable by trade and location, with customer reviews, a complaints process and a free guarantee for homeowners. Tradespeople pay for membership. Top strength Search and the TrustATrader Guarantee are free for homeowners Top weakness No public API or MCP server an outside agent can call |
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| 1172 | Urban CompanyNot for agents Urban Company Limited · Platform | Home services | F | 11.8 | 1.3 (4) | n/a | n/a | Pay per use | OAuth or key | Local | ||
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Urban Company is a marketplace for booking home services such as cleaning, repairs, appliance servicing, painting and beauty at home, in cities in India, the UAE, Singapore and Saudi Arabia. Top strength 25 iOS releases between 8 June and 13 October 2026 Top weakness No public API or MCP server an outside agent can call |
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| 1173 | Bind AINot for agents 1Fort Inc. · Platform | Workflows | F | 11.5 | 1.5 (4) | n/a | n/a | Paid | OAuth or key | Local | ||
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Bind AI automates insurance broker workflows, including reading applications, preparing submissions, comparing quotes, creating proposals and invoicing. Its commercial service is operated by 1Fort Inc. Top strength Insurance-specific submission and quoting workflows Top weakness External agent access and schemas were not verified |
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| 1174 | Precisely AI StudioNot for agents Precisely · Platform | Knowledge | F | 11.3 | 1.5 (4) | n/a | n/a | Paid | OAuth or key | Local | ||
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Precisely AI Studio is a catalogue of apps, agents and skills for enterprise data tasks. Users try assets on sample data, then download agents and skills for use with Precisely MCP capabilities. Top strength Downloadable agents and skills backed by Precisely data capabilities Top weakness Production prices and numerical trial allowances were not established |
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| 1175 | LobbyNot for agents Lobby OS, Inc. · Platform | Assistants | F | 11.1 | 2.0 (4) | n/a | n/a | $50 / mo | OAuth | Local | ||
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Lobby is a hosted email assistant from Lobby OS, Inc. It learns how its owner handles mail and prepares replies, follow-ups and scheduling across Gmail, Calendar, Slack, Notion, Linear and HubSpot for approval. Top strength The terms say nothing is sent, booked or updated until the owner explicitly approves it. Top weakness No API, MCP server or A2A endpoint for an outside agent. |
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| 1176 | TabTerrasoft, Inc. · Platform | Assistants | F | 10.7 | 1.8 (4) | n/a | n/a | Paid | OAuth or key | Local | ||
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Tab is a hosted AI assistant in private beta that people text in Messages. It has its own computer and browser, makes phone calls, works with connected accounts, and places orders or pays invoices after the owner approves. Top strength Saved passwords are encrypted and filled inside a separate boundary, with only an opaque ID passed to the AI. Top weakness Private beta behind a waitlist. |
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| 1177 | Bobahumans& ai, inc. · Platform | Assistants | F | 10.3 | 1.5 (4) | n/a | n/a | Free | OAuth or key | Local | ||
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Boba is a free AI assistant people text over iMessage, RCS or SMS, one to one or in group chats. It plans with groups, answers questions, drafts messages, makes and edits images and writes songs. Top strength Free, with no subscription, ads, card or app. Top weakness No API, MCP server or A2A endpoint for an outside agent. |
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| 1178 | FetchIQNot for agents LeadingResponse · Platform | Advertising | F | 10.3 | 1.3 (4) | n/a | n/a | Paid | OAuth or key | Local | ||
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FetchIQ is LeadingResponse's web portal where its clients, such as financial advisers, plan and track seminar, webinar and lead-generation campaigns, with event check-in, consumer profiles and a built-in assistant called GidgetAI. Used by people through a browser. Top strength Launch dated first-hand on 19 October 2026, with client migration from Hub explained Top weakness No API, MCP server, webhooks or developer docs found |
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| 1179 | HandyNot for agents Handy Technologies, Inc. (Angi) · Platform | Home services | F | 10 | 1.5 (4) | n/a | n/a | Pay per use | OAuth or key | Local | ||
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Handy is a marketplace app for booking home cleaning, handyman, furniture assembly, TV mounting and similar jobs at a set time in the US, Canada and the UK. It is part of Angi. Top strength Fixed-time booking for cleaning, handyman, assembly and mounting jobs in the Handy app Top weakness No public API or MCP server an outside agent can call |
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| shut | OpenAI Sora APIShut down 2026-09-24 OpenAI · Model API | Video | F | 9.4 | 1.0 (2) | n/a | n/a | Pay per use | API key | Hosted | ||
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Discontinued OpenAI video generation API for the Sora 2 and Sora 2 Pro models. Top strength Six months' notice, from 24 March to 24 September 2026 Top weakness Shut down on 2026-09-24, so every call fails |
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| 1180 | TrainlineTrainline.com Limited · HTTP API | Travel | F | 8.6 | 1.8 (4) | n/a | n/a | Paid | OAuth or key | Local | ||
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Trainline sells rail and coach travel through its consumer app and website. Its Partner Solutions Global API supports travel sellers, while the in-app Travel Assistant helps passengers with booked journeys and post-sales questions. Top strength Official partner API covers booking and aftersales Top weakness Partner approval and integration required |
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| 1181 | HireAlphaHireAlpha · Platform | Assistants | F | 8.4 | 2.8 (4) | n/a | n/a | $19 / mo | None | Hosted | ||
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HireAlpha sells three AI personas, Friend, Coworker and Cofounder, each a separate iMessage or SMS contact with its own number and memory. They read connected Google mail and calendar and track health, work and company tasks. Top strength Public prices, $19 a month a persona and $190 a year for one. Top weakness No terms of service (/terms returns 404) and no legal entity named. |
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| 1182 | Too Good To GoNot for agents Too Good To Go ApS · Platform | Shopping | F | 8.3 | 1.3 (4) | n/a | n/a | Paid | OAuth or key | Local | ||
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Too Good To Go connects customers with surplus food from local stores and restaurants. Customers reserve through its app and collect within a stated pickup window. Official external-agent reservation access has not been verified. Top strength Reservation and pickup process is documented Top weakness Official external-agent reservation access was not verified |
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| 1183 | TreatwellNot for agents Treatwell Limited · Platform | Bookings | F | 8 | 1.3 (4) | n/a | n/a | Paid | OAuth or key | Local | ||
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Treatwell is a marketplace for booking hair, beauty and wellness appointments. Customers compare treatments, venues, prices and availability through its website and app; businesses manage appointments through partner software. Top strength Treatment and venue discovery with visible consumer prices Top weakness Open agent booking access was not verified |
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| 1184 | Tasker AIDAPI, Inc. (dba Tasker AI) · Platform | Assistants | F | 7.6 | 1.5 (4) | n/a | n/a | $30 / mo | OAuth or key | Local | ||
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Tasker AI is a hosted AI assistant for individuals and teams from DAPI, Inc. It plans, researches and acts across connected apps and is reached on desktop, mobile, Slack, WhatsApp, Telegram, SMS and email. Top strength Public plan prices, Free at US$0 with the user's own model keys up to Business Max at US$150 a month. Top weakness The REST API, webhooks and MCP the site names have no public documentation, and the paths tried on api.tasker.ai answered 404. |
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| 1185 | asaplyAsaply Inc. · Platform | Assistants | F | 7.6 | 2.3 (4) | n/a | n/a | Pay per use | OAuth or key | Local | ||
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asaply is a hosted errand assistant people text over iMessage or SMS to order coffee and lunch for pickup, buy tickets, book rides and make reservations, with payment through Apple Pay. Top strength The total is shown before anything is confirmed, and Apple Pay keeps the card number from asaply. Top weakness No API, MCP server or A2A endpoint for an outside agent. |
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| 1186 | MumbleNot for agents tiny space · Platform | Diagrams | F | 7.5 | 1.5 (4) | n/a | n/a | Your plan | None | Local | ||
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Mumble is a macOS app from tiny space that transcribes a conversation on the Mac and draws a diagram as people talk, linking each box to the words behind it. It is in beta behind an early-access waitlist. Top strength Audio is transcribed on the Mac with whisper.cpp and, per tiny space, never uploaded. Transcription-only mode sends nothing to an AI provider Top weakness No API or MCP server an outside agent can call. The documented |
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| 1187 | InstinctSpear Street Technology, Inc. (d/b/a Instinct) · Platform | Assistants | F | 7.3 | 1.8 (4) | n/a | n/a | Paid | OAuth or key | Local | ||
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Instinct is a hosted personal assistant that a person texts or calls. It uses a phone and a computer on the owner's behalf, connects to Google Workspace and WhatsApp, and handles tasks such as bills, gifts, groceries and appointments. Top strength The privacy policy warns that third parties may plant instructions aimed at autonomous agents and asks owners to review actions. Top weakness No API, MCP server or A2A endpoint for an outside agent. |
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| 1188 | sznNomadic Futures · Platform | Assistants | F | 7.3 | 1.8 (4) | n/a | n/a | Free | OAuth or key | Local | ||
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szn (pronounced season) is a hosted personal assistant that carries out errands end to end. It makes phone calls, sends emails, books and follows up for the owner, reached through its web app, iMessage, SMS and email. Top strength Free during the early preview. Top weakness Early access by access code only. |
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| 1189 | CoreGhost (ZMJ, Inc.) · Platform | Local AI | F | 7.3 | 2.0 (1) | n/a | n/a | Paid | OAuth or key | Local | ||
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Core is a personal AI computer from Ghost that runs open-weight language models and a memory of the owner's apps, files and devices at home, used through Ghost's apps and an OpenAI Responses-compatible endpoint. On pre-order. Top strength Ghost says inference and memory run on Core with no remote model fallback, and states no subscription or per-token fee Top weakness Not shipped on 5 October 2026. Batch 1 is scheduled for 31 October and showed sold out that evening |
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| 1190 | OcadoNot for agents Ocado Retail Limited · Platform | Shopping | F | 7.2 | 1.3 (4) | n/a | n/a | Paid | OAuth or key | Local | ||
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Ocado is an online grocery retailer with website and app ordering, delivery slots and shopping lists. It is a potential destination for meal-plan shopping, but external agent checkout access has not been verified. Top strength Consumer grocery ordering with delivery slots Top weakness Official agent checkout interface was not verified |
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| shut | BaserunShut down 2024-09-30 Baserun · HTTP API | Evals | F | 7 | 1.0 (2) | n/a | n/a | $49 / seat-mo | API key | Hosted | ||
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Discontinued LLM testing and monitoring platform with Python and JavaScript SDKs for tracing model calls. Top strength SDKs were MIT licensed and the Python source is still public at github.com/baserun-ai/baserun-py Top weakness Service offline since late 2024. api.baserun.ai doesn't resolve and app.baserun.ai serves an expired certificate |
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| shut | Google ImagenShut down 2026-08-17 Google · Model API | Image | F | 6.8 | 1.0 (2) | n/a | n/a | Pay per use | API key | Hosted | ||
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Discontinued Google image generation models, formerly available through the Gemini API and Vertex AI. Top strength Shutdown dates were published in the Gemini API changelog and the Vertex AI release notes, with replacements named Top weakness Discontinued. Calls to imagen model names fail on both the Gemini API and Vertex AI |
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| shut | PlayHT Text-to-Speech APIShut down 2025-12-31 PlayHT · Model API | TTS | F | 3.9 | 1.0 (2) | n/a | n/a | Paid | API key | Hosted | ||
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Discontinued text-to-speech API from PlayHT, formerly supporting streaming audio and batch generation. Top strength The old API reference is still readable at docs.play.ht for anyone porting code Top weakness api.play.ht doesn't resolve, so every call fails |
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| shut | PlayHT Voice Cloning APIShut down 2025-12-31 PlayHT · Model API | Cloning | F | 3.9 | 1.0 (2) | n/a | n/a | Paid | API key | Hosted | ||
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Discontinued PlayHT service for creating voices from uploaded audio samples. Top strength The API reference is still readable at docs.play.ht, useful for mapping old integrations Top weakness Shut down, api.play.ht doesn't resolve |
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Nothing matches these filters. or search the MCP registry.
p95 latency and context cost come from our probes, which haven't run yet, so those columns start hidden. Grades run from AA to F, and agent-ready means BB or better. Filters, sorting and export run in your browser and cover every page; without JavaScript, the pages below the table list every listing.
Browse by category
How the ranking works
Every listing is scored 0 to 100 and given a grade from AA to F. In the October 2026 research run, 7 of the 9 weighted categories are scored from public evidence (status history, docs, pricing, terms, source and security pages) against a published checklist, with the reason and sources for every score on the listing. Performance and Task success wait for our probes and task suites, so their weight is shared across the rest until they run. Negative events deduct up to 15 points. Read the methodology.
For companies
Do agents find, use and choose your tools?
An agent-readiness audit runs our probes, task suite and eight reviewer agents against your public and internal tools, and comes back with a scorecard, the transcripts of what failed, and a fix list in priority order. From $2,500, re-run included. We never take payment to move a rank. We do help companies earn one.