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Categories

Listings grouped by area and by what they let an agent do. Each category page is a ranked directory with its own capability list.

Models & inference 53 listings

Model APIs, fast inference and routers. The brain, priced per token.

Model APIs & inference8 listings · leader OpenAI API (A)Frontier and open-weight model APIs, fast inference hardware and routers that sit in front of many providers. Compared on price, context, tool use, data handling and how often models get retired under you.Embeddings & rerankers7 listings · leader OpenAI embeddings (BB)Models that turn text, images and code into vectors for search, and rerankers that reorder search results by relevance. Compared on retrieval quality, dimensions and context length, multilingual support and price per million tokens.Fine-tuning6 listings · leader Vertex AI Gemini tuning (B)Services that train a model on your examples, by supervised, preference or reinforcement fine-tuning, and serve the result. Compared on which base models you can tune, the methods, price per training token, whether you get the weights and what serving the result costs.GPU & serverless compute8 listings · leader Baseten (B)Clouds that run your own models and jobs on GPUs by the second, as serverless functions, endpoints or rented machines. Compared on GPU types and price per hour, cold starts, scaling and what you have to package.Guardrails & safety filters8 listings · leader Google Cloud Model Armor (A)APIs and libraries that check what goes into and comes out of a model: prompt injection, jailbreaks, personal data, toxic content and off-policy answers. Compared on what they detect, false positives, the latency they add and where the data goes.Local AI12 listings · leader LocalAI (B)Software that runs models on hardware the owner keeps, a laptop, a desktop or a home server. Model runners with a local API, chat apps, and personal assistants that work from the owner's own files, mail and records, with no cloud account needed. Compared on what models they run, what hardware they need, what leaves the machine, what an agent can call and the licence.Decision models4 listings · leader Laya (B)Models that answer typed questions with probabilities instead of text, a yes or no, one label from a set or a level on a rubric, for routing, triage and checks inside agents and workflows. Compared on accuracy, calibration, context, latency, price and whether the weights are open.

Content generation 30 listings

Models that make images, video and music, from the labs that train them and the platforms that host many. Priced per image, per second or per minute.

Voice & speech 50 listings

Speech-to-text, text-to-speech, voice agents, phone calling and custom voices. Listed per product, so one company can appear in several places.

Speech-to-text10 listings · leader Azure AI Speech speech-to-text (BB)APIs that turn audio into text, streaming or in batch. Compared on accuracy across accents, noise, names and overlapping speakers, streaming latency, languages, diarisation and cost per audio minute.Text-to-speech10 listings · leader Amazon Polly (BB)APIs that turn text into speech, streamed for live conversation or rendered for long-form audio. Compared on time to first audio, pronunciation, how natural it sounds, long-form consistency, languages and cost for a fixed script.Conversational voice agents10 listings · leader ElevenLabs Agents API + MCP (BB)Platforms that run a spoken conversation for you, either with one speech-to-speech model or a configurable pipeline of speech-to-text, a language model and text-to-speech. Compared on response latency, handling interruptions, tool calls, recovery after a misunderstanding and cost per completed call.Phone calling & voice transport10 listings · leader Twilio Programmable Voice API + MCP (A)The calling layer an agent connects to. Numbers, inbound and outbound calls, audio streaming over websockets or SIP, transfers and recordings. Compared on setup, webhook reliability, where numbers are available and the full cost of a call.Voice cloning & custom voices10 listings · leader Speechify API Voice Cloning (BB)APIs that make a new voice from a sample, or design one from a description. Compared on how much audio a clone needs, how close it sounds, consent and verification checks, who owns the voice, and price.

Agent frameworks 16 listings

The loop around the model. Tools, memory, hand-offs, approvals and tracing.

Agent runtime 37 listings

Where an agent's work runs and what it keeps: sandboxes for code, memory between sessions, the credentials it acts with, and a person to ask.

Code execution sandboxes7 listings · leader Modal Sandboxes (BB)Isolated machines an agent can start in seconds to run code, install packages and use a filesystem, then throw away. Compared on start time, isolation, how long a sandbox can live, what it costs per second and whether state can be paused and resumed.Agent memory7 listings · leader Zep (B)Services that store what an agent learns about a user or a task and bring back the right parts later: facts, preferences, conversation summaries and knowledge graphs. Compared on recall quality, latency, what they keep and how you delete it.Agent auth & delegated access8 listings · leader Descope Agentic Identity Hub (A)Services that let an agent act for a user in other apps: OAuth flows and token storage for third-party APIs, scoped and revocable access, and an identity for the agent itself. Compared on the providers they cover, how consent works, token handling and audit logs.Secrets & credential vaults8 listings · leader Infisical (A)Stores for API keys and other secrets that an agent or its runtime reads at call time, instead of keeping them in prompts, config files or environment dumps. Compared on access controls, rotation, audit, SDKs and self-hosting.Human approval & handoff7 listings · leader Temporal (BB)Services that pause an agent to ask a person: approve an action, answer a question or take over a task, over Slack, email or a web inbox, then resume the agent with the answer. Compared on channels, routing, timeouts and audit.

Web, data & documents 51 listings

Search, scraping, data providers, lead and company data, and the APIs that read documents and PDFs.

Web search APIs11 listings · leader Tavily API + MCP (BB)Search engines, SERP APIs and research endpoints that give agents fresh knowledge of the web, plus the MCP servers that wrap them. Compared on price per 1,000 queries, freshness, whether results come back as snippets, full text or a written answer, and what the terms let you keep.Web scraping & crawling14 listings · leader Apify MCP Server (A)Hosted APIs that fetch a page for you, render JavaScript and get past anti-bot checks through rotating proxies, then hand back HTML, Markdown or structured JSON. Also page-to-Markdown readers, crawlers and scraper marketplaces. Compared on price per successful request, success rate on protected sites and what the terms let you do with the output.Data providers6 listings · leader CoinGecko x402 API (BB)Market, company, weather and reference data behind an API. Scored on the data as well as the API, meaning coverage, freshness, history, method, licence and official standing.Lead & company data10 listings · leader Apollo API + MCP (B)APIs that find prospects, enrich people and companies, and find or verify email addresses. Search, enrichment and email verification are different jobs, so each listing says which it does and the Mode filter separates them.Document parsing & extraction9 listings · leader Reducto API + MCP (B)APIs that turn scans, PDFs, invoices and forms into text, tables and structured fields an agent can use. Compared on text accuracy, table structure, field extraction, page references, processing time and price per page.PDF tools1 listings · leader PDF.co API + MCP (E)APIs that merge, split, convert, fill, sign-ready and generate PDFs. Scored apart from structured extraction, because changing a PDF and reading one are different jobs.

Domain data 30 listings

Data and services for particular jobs: travel search and booking, bank data, accounting and weather.

Developer & infrastructure 44 listings

Code hosts, browsers, databases and vector search, observability and agent evals, and cloud, exposed to agents.

Code & developer platforms5 listings · leader Context7 (BB)Repository platforms, version control, and up-to-date library documentation delivered straight into the context window.Browser automation4 listings · leader Chrome DevTools MCP (BB)Servers that let an agent drive a real browser. Navigate, read accessibility trees, click, fill forms, capture traces and screenshots.Databases & files8 listings · leader MongoDB MCP Server (A)SQL and document databases, managed backends, local file systems and persistent memory.Retrieval & vector search9 listings · leader Pinecone API + MCP (BB)Databases an agent can query for retrieval, with vector, keyword and hybrid search. Compared on retrieval accuracy, filters, how fast an update becomes searchable, p95 latency, setup effort and cost at a stated corpus size, with hosted and self-hosted costs reported apart.Observability & incidents3 listings · leader Sentry MCP (BB)Errors, metrics, logs, traces, monitors and on-call data for agents that debug and run production systems.Agent observability & evals10 listings · leader Arize Phoenix (BB)Tools that trace agent runs, tool calls and model calls, and run evaluations on them. Compared on what appears in a trace, how fast a failure can be found, whether an evaluation can be reproduced, setup time and cost.Cloud & infrastructure4 listings · leader Terraform MCP Server (BB)Cloud provider and infrastructure-as-code servers for deploying, inspecting and documenting infrastructure.Reasoning scaffolds1 listings · leader Sequential Thinking (MCP reference server) (B)Tools that make no external calls and exist to structure an agent's own thinking.

Communication 30 listings

Email, agent inboxes, SMS and WhatsApp, and social posting. How an agent reaches people and hears back.

Everyday APIs 36 listings

The plain APIs agents reach for all the time: maps and places, translation, calendars, notifications and file storage.

Design & diagrams 18 listings

Design canvases, programmatic image and asset production, and diagramming, exposed to agents.

Work & business apps 53 listings

Work trackers, docs, CRM, support desks, commerce, workflow automation and the services that give agents actions across SaaS apps.

Work & productivity4 listings · leader Slack MCP Server (official) (C)Issue trackers, wikis, knowledge bases and chat platforms exposed to agents, almost always behind OAuth and an organisation's existing permissions.CRM & customer platforms10 listings · leader HubSpot API + MCP (BB)CRM platforms an agent can work in. Contacts, companies, deals, pipelines, activities and notes, behind an API and often an MCP server. Compared on how much of the record an agent can read and write, search, webhooks, rate limits, how access is scoped and price per seat.Customer support & helpdesk10 listings · leader Intercom API + MCP (BB)Helpdesks and shared inboxes an agent can work in. Tickets, conversations, contacts, notes and statuses. Compared on permissions, safe handoff to a person, audit trail and API coverage.Commerce & checkout10 listings · leader Shopify API + MCP (BB)Platforms with a programmable catalogue, cart, checkout and orders. Compared on API coverage, headless support, webhooks, how an agent can build a cart and check out, hosting model and price.Workflow automation8 listings · leader Pipedream API + MCP (B)Workflow builders an agent can trigger, inspect or build in, from no-code scenarios to code-first scripts and embedded integrations. Compared on connection setup, authorisation, action coverage, retries, logs and cost per completed run.Agent tool access3 listings · leader Composio (API + MCP) (BB)Services that hand an agent ready-made actions across thousands of apps, with the OAuth connections and credentials handled for you. Compared on action coverage, how authorisation works per end user, what the agent sees in its context, logs and price per call. Workflow builders are compared separately.Company knowledge & data catalogues8 listings · leader Glean (B)Systems that index what a company knows and holds, its documents, chats and tickets or its tables, pipelines and dashboards, so an agent can find the right one with its owner, its lineage and its permissions attached. Compared on what they connect to, whether they keep each source's access controls, what an agent can query and how they're hosted.

Payments & protocols 14 listings

How agents pay and get paid. Pay-per-call and checkout protocols, agent wallets with spending limits, and the platforms that charge agents.

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.