Agentic Index

Agentic Index

Compare the best Agent infrastructure platforms (2026)

This comparison scores all 180 agent infrastructure platforms across the same 14 agentic AI capabilities, researched from public sources. Agno shows the broadest documented coverage; see the full ranking for the ordered list.

This page compares 180 agent infrastructure platforms that provide deployment, orchestration, and OS-level tooling for production agents. Each vendor is scored across 14 buyer-facing capabilities, including runtime control, observability, security, and extensibility. It presents the full category in a single matrix.

Feature coverage ranking. Scores are based on public-source research across 14 buyer-facing agentic AI capabilities. Unknown / Unspecified means evidence was insufficient in the reviewed public materials, not a definitive absence of capability.

Pricing snapshot

Sourced from the Index pricing dataset · open each vendor's profile for full detail.

Pricing
A
Agno
P
Pydantic AI
S
SimplAI
A
Akka
B
Browserbase
E
Edge Delta
I
Infobip
K
Kestra
L
Latenode
S
SnapLogic
B
Bluebricks
C
Celonis
F
FLOWX.AI
G
Gnani.ai
L
LangChain
P
Paragon
T
Tray.ai
D
Datafold
I
Inworld AI Agent Runtime
I
Island		 Mastra logoMastra SentinelOne logoSentinelOne Stacklok logoStacklok AutoGPT logoAutoGPT Avesha logoAvesha Bernstein logoBernstein Forest Admin logoForest Admin Inngest logoInngest Sendbird logoSendbird Shopify logoShopify SmythOS logoSmythOS Stagehand logoStagehand Trigger.dev logoTrigger.dev Vapi logoVapi Vellum logoVellum xpander.ai logoxpander.ai Airtop logoAirtop Corti logoCorti lemlist logolemlist Letta logoLetta Moderne logoModerne Netlify logoNetlify Pipecat logoPipecat PRE Security logoPRE Security Relay.app logoRelay.app Snowplow logoSnowplow Tembo logoTembo Thread AI logoThread AI Windmill logoWindmill Bright Data logoBright Data Browserless logoBrowserless Haystack logoHaystack Itential logoItential Kong logoKong Linx Security logoLinx Security nexos.ai logonexos.ai Temporal logoTemporal Veecle logoVeecle Waniwani logoWaniwani Apify logoApify Chamber logoChamber DBOS logoDBOS Fluid Topics logoFluid Topics Hatchet logoHatchet LangSmith logoLangSmith LlamaIndex logoLlamaIndex Mindgard logoMindgard Nektar.ai logoNektar.ai Operant AI logoOperant AI Phonic logoPhonic Pillar Security logoPillar Security Pipedream logoPipedream Repello AI logoRepello AI Smallest AI logoSmallest AI Traceloop logoTraceloop TrueFoundry logoTrueFoundry AlphaBitCore logoAlphaBitCore BotGauge logoBotGauge Clawvisor logoClawvisor HiddenLayer logoHiddenLayer Instantly logoInstantly Lasso Security logoLasso Security Metorial logoMetorial Noma Security logoNoma Security Restate logoRestate Sales Layer logoSales Layer Senso logoSenso Speechmatics logoSpeechmatics Straiker logoStraiker WitnessAI logoWitnessAI Anchor Browser logoAnchor Browser Arcade logoArcade Beam logoBeam Braintrust logoBraintrust Causa Prima logoCausa Prima Composio logoComposio Dome Systems logoDome Systems GPT Researcher logoGPT Researcher Kernel logoKernel Modal logoModal Monte Carlo logoMonte Carlo Portkey logoPortkey QA Wolf logoQA Wolf Steel logoSteel Stripe logoStripe Unikraft logoUnikraft Zenity logoZenity Arize AI logoArize AI CalypsoAI logoCalypsoAI Capsule Security logoCapsule Security Daytona logoDaytona Evoke Security logoEvoke Security Fiddler AI logoFiddler AI Hyperspell logoHyperspell Jetty logoJetty Langbase logoLangbase Langfuse logoLangfuse Okta logoOkta Personal AI logoPersonal AI Toolhouse logoToolhouse AIsa logoAIsa Confident AI logoConfident AI CyberArk logoCyberArk E2B logoE2B Hyperbrowser logoHyperbrowser LiteLLM logoLiteLLM Nevermined logoNevermined Opik logoOpik Trent AI logoTrent AI W&B Weave logoW&B Weave Apaleo logoApaleo BAND logoBAND Bright Data Agent Browser logoBright Data Agent Browser Clutch Security logoClutch Security Cognee logoCognee Galileo logoGalileo Gentoro logoGentoro HoneyHive logoHoneyHive Kerno logoKerno LangWatch logoLangWatch Maxim AI logoMaxim AI OpenBox AI logoOpenBox AI Prime Intellect logoPrime Intellect Rye logoRye SGNL logoSGNL Skyfire logoSkyfire Temporal Cortex logoTemporal Cortex AgentOps logoAgentOps Cyara logoCyara Deepgram logoDeepgram Firecrawl logoFirecrawl Inth logoInth Klavis AI logoKlavis AI Patronus AI logoPatronus AI Prefactor logoPrefactor SageOx logoSageOx TectoAI logoTectoAI Cartesia logoCartesia Catalog logoCatalog Freeplay logoFreeplay Guardrails AI logoGuardrails AI Hamming AI logoHamming AI Helicone logoHelicone Lemrock logoLemrock Mem0 logoMem0 Neurelo logoNeurelo Rime logoRime Smithery logoSmithery Vocode logoVocode Zep logoZep Exa logoExa Lakera logoLakera OpenRouter logoOpenRouter AgentQL logoAgentQL Circuit & Chisel logoCircuit & Chisel Jina AI logoJina AI Tavily logoTavily Voker logoVoker Lightpanda logoLightpanda Acrab logoAcrab

Entry price

Lowest public entry point

 From $150/mo · free tier Free / OSS $99 per month (Starter) Open source core under BSL (converts to Apache v2 after 36 months); commercial and enterprise use is sales led with no public pricing. All agentic components are included in the Akka license. From $20/mo · free tier Free to start with no credit card; paid plans bill on data stored and AI tokens through a credits system, with full rate cards not published on retrieved pages Usage based per message and interaction, varying by channel and country; platform and AgentOS tiers quoted through sales Free open source edition; Enterprise Edition license and Kestra Cloud are quoted through sales with no published rates Free tier with 300 credits per month; paid plans from $5 per month; roughly $19 at 100,000 operations; custom enterprise Not public; enterprise pricing quoted through sales, typically consumption or tier based Enterprise pricing; not publicly listed (direct or AWS Marketplace) Contact sales; no public pricing. Enterprise, multi year contracts. Contact sales; no public pricing. Enterprise subscriptions plus system integrator partnerships. A free beta tier was announced with FlowX.AI 5 (availability unconfirmed). Not public; enterprise sales, typically priced by usage and interaction volume, with model APIs available From $39/seat/mo · free tier Tiered pricing with a developer tier for building; production and enterprise pricing quoted through sales Custom quote · free trial · Pro / Team / Enterprise Outcome based fixed price scoped per migration by number of legacy objects and complexity, with timeline and data parity guaranteed by contract. No public dollar figure. Runtime free · pay per model usage · credit plans to $300/mo Developer Contact sales From $250/mo · free tier Contact sales; AI work metered in Singularity Credits Free open source core; Enterprise is annual subscription (contact sales) Free to self-host the full open source platform with your own model API keys and hardware; the hosted cloud offers Pro, Max, and Team subscription plans with a pay as you go credit wallet for agent runs and deliberately no free cloud tier. Enterprise pricing; not publicly listed Free and open source (Apache 2.0) Open core. Open source agent SDK components can be self hosted, with cloud and enterprise tiers sold through a demo and sales motion; published tier figures were not retrieved this session. Free tier reported at 50,000 runs per month; Basic around $30 per month; Pro around $150 per month; enterprise custom Free developer tier; paid chat plans start in the hundreds of dollars a month on usage, with Delight.ai agent products quoted through sales Agentic endpoints free on all plans; platform pricing separate Free tier · paid plans + usage (Builder entry) Free and open source under MIT; Browserbase infrastructure billed separately, with Director reported at $20 per month including 100 browser hours then $0.12 per hour and $12 per GB of proxy Free tier reported at around 10,000 runs per month; Pro around $50 per month; Enterprise and Bring Your Own Cloud custom; self hosting free under Apache 2.0 Usage based · $0.05/min platform fee + provider costs Free tier (no card); Pro self serve, reported around $500/mo with machine and storage tiers; Enterprise custom; model tokens passed through at cost Free (no card) · pay as you go (usage in packs) · Team & Custom tiers Not captured Usage based credits Email 55 USD per month annual for unlimited users; Multichannel 87 USD per user Free tier · Pro $20/mo · usage based API · open source self host Open source OpenRewrite is free for single repository use; the Moderne platform, extended language coverage, and DX are licensed through sales with no published rates Free tier available; Pro around nineteen dollars per member per month, plus AI credits for agent runs Free (open source) · Cloud from $0.01/agent min Contact sales (fixed asset based pricing) Free tier available; Team plan reported at $138 per month for 10 users; usage beyond included runs at about $0.05 per automation run; 50 percent annual discount Free open source Community Edition to self host; commercial platform quoted through enterprise engagement, typically on event volume Pro around $60 per month, Tembo Max around $200 per month, plus credit packs from $50; VPC self host at enterprise Not public; quoted through enterprise engagement, with VPC, on premise, or multi tenant SaaS deployment Free and open source when self hosted; Windmill Cloud offers a free tier with paid tiers above it and custom enterprise terms Web MCP free tier at 5,000 requests per month; pay as you go residential around $5.04 per GB; volume commitments negotiated below sticker Free tier; paid plans reported from about $25 per month (Prototyping) to about $350 per month (Scale); Enterprise custom. Annual billing saves 30 percent OSS free; Enterprise flex-priced Not public; enterprise platform quoted through sales, with a value calculator offered for ROI scoping Open source core free; Konnect and enterprise tiers not retrieved Not public; enterprise contracts quoted through sales, scoped to the size of the identity environment Monthly and annual plans for individuals and teams with no published rates; enterprise pricing is customized through sales Free to self host (open source); Temporal Cloud Essentials from about $100 per month, Business from about $500, plus roughly $50 per million Actions Open a browser and start; Veecle OS is open source and many tools are free. Simulators and toolchains carry transparent per-hour usage pricing (exact rates not retrieved this session). Free open source SDK to build and deploy agents; paid infrastructure modules priced separately and not publicly listed From $29/mo · free tier A pricing page exists and the product is positioned as B2B SaaS, but specific plan prices were not captured; a demo and founder conversations are offered. Free open source library; paid Pro, premium, and Enterprise support tiers are quoted through sales with no retrievable public rates Enterprise pricing; not publicly listed Free and open source to self-host under the MIT license, with PostgreSQL as the only required dependency; Hatchet Cloud is a managed service used by hundreds of companies, available to sign up and try. Developer free with 5,000 traces per month; Plus $39 per seat per month; Enterprise custom annual From $50/mo · free tier Contact sales Custom (tiered plans; contact sales) Contact sales Pay-as-you-go (rates not published on site) Contact sales Free tier reported at around 100 credits per day; Basic around $29 per month; Advanced around $79 per month; Business and enterprise custom Contact sales Atoms voice agent usage starts at eight cents per minute per the company FAQ, dropping two to three times lower at volume, with a free tier to start building OpenLLMetry SDK free under Apache 2.0; managed platform free tier reported at 50,000 spans, paid tiers above Free Developer tier; Pro from $499/mo; Enterprise contact sales Contact sales Outcome based (contact sales) Cloud service free to try with no credit card; self hosting free and open source; enterprise plan (SSO, SAML, private cloud or on premises, audit and compliance) priced by contacting sales, with no public tier in between. Contact sales Outreach from 37 to 47 USD per month; full workflow materially more Contact sales Free to start; usage based per request Contact sales Free and open source self hosted; Restate Cloud has a free tier plus four paid plans AI agent usage is pay as you go; PIM plans are sales led and not publicly listed Free AI visibility audit; paid platform pricing not public Usage based; 100 USD free credit to start, no card required Contact sales Contact sales Free tier; Starter fifty dollars per month From $25/mo · free tier Free Developer ($30/mo credits); Team $89/mo; open source self host; per second GPU and CPU Free Starter (1 GB data, 10K scores) · Pro $249/mo Not public; pre seed stage, commercial terms not disclosed Free (20K tool calls/mo) · from $29/mo (200K calls) No public pricing; in early access, onboarding select enterprises to work directly with the engineering team. Free and open source Free tier + usage based Free Starter ($30/mo credits); Team $250/mo; Enterprise; per second usage Usage based credits, twenty five cents per credit on the Scale tier and forty five cents per credit on Enterprise, with total cost driven by how many monitors run and what they consume Free Dev (10K logs/mo) · Production $49/mo · open source gateway No published rates; per test pricing quoted through sales, third party median estimated around ninety thousand dollars per year Open source self host free; free cloud credits; Launch, Scale, Enterprise (metered browser rates) Standard Stripe processing rates; no separate agentic rate retrieved Tiered public plans: a solo tier for builders, a team tier, a scale tier for agent fleets and sandboxes, and an enterprise tier with dedicated hosts, on prem, and BYOC. Exact per tier numbers not retrieved this session. Contact sales From $50/mo · free tier + open source Contact sales Contact sales Usage based · $200 free compute + 5 GB storage · open source No public pricing; the site directs buyers to contact Evoke. Pre seed, enterprise sales led with a demo based motion. Contact sales (Lite, Business, Premium tiers) Not public Not publicly listed From $100/mo · free tier (500 runs, 5MB memory) Free Hobby (50K units/mo) · Core $29/mo · open source self host Core products publish per user pricing; agent identity pricing not retrieved Not public; enterprise platform quoted through sales, scaled to personas, users, and deployment Free (50 runs/mo) · Pro $10/mo (1,000 runs) · Enterprise custom Usage based, pay per call with complimentary starting credits; per model and per endpoint rates published, settled in fiat or stablecoins From $19.99/seat/mo · free tier + open source Contact sales Free Hobby ($100 one time credit) · Pro $150/mo + per second usage Free tier (1,000 credits, 1 concurrent); credit based (browser hour about ten cents); subscription plans; Enterprise Open source, free to self host; Enterprise from about $250/mo (contact sales) Free tier for limited volume; 1 percent transaction fee thereafter Open source, free to self host; free cloud tier; Pro and Enterprise usage based Not public; early stage, working with design partners Free tier; Pro about $60/mo plus usage meters; Enterprise custom Free self serve developer account to build; PMS usage billed on a pay only for what you use model, exact rates not published No public pricing; contracts appear to be quoted through sales Not captured No public pricing; enterprise contracts are quoted through sales Open source self host free; Cloud Free ($0, 1M tokens); Cloud Pro $2.50 per 1M tokens; Enterprise From $100/mo billed yearly · free tier Free playground · paid and enterprise contact sales Free Developer tier (10K events/mo, 5 users) · Enterprise contact sales Free tier to start, with paid monthly plans (a launch promotion offered fifty percent off the first month); exact plan prices were not surfaced this session. Open source self host free; free cloud (200k events/mo); about $31 (29 euro) per seat plus usage From $29/seat/mo · free Developer tier + 14 day trial No specific rates retrievable; the platform is stated to be available with no usage limits from day one and pricing scales with enterprise governance needs Usage based, priced per GPU hour with quotes from more than fifty providers; large clusters are quote based Developer plan at one hundred forty nine dollars per month including fifteen hundred orders, then five cents per additional order, with a thirty day free trial No public pricing; enterprise contracts are quoted through sales Transaction based; rate not published or not retrieved Free. Temporal Cortex ships an open source core for self hosting and a free managed platform; no paid tier is publicly priced. Free tier · paid Pro tier · Enterprise custom No public pricing; enterprise contracts are quoted through sales Free $200 credit; Pay as you go; Growth from about $4,000/year; Enterprise From $16/mo billed yearly · free tier + open source Open source SDK free; platform pricing not public Open source Strata server free; hosted free tier; paid plans for higher usage; Enterprise Pay as you go · $5 free credits · ~$10–$20 per 1,000 API calls Not publicly listed Not public; early stage, working with design partners Contact sales Free plan; Pro from $4/mo; Startup $39/mo; Scale $239/mo; Enterprise; usage on credits and agent minutes Not publicly listed; early access Free tier · paid plans contact sales Open source (Apache 2.0) · managed Pro contact sales All plans contact sales · free demos to start From $79/mo · free tier (10k requests/mo) + open source No public pricing; contracts are quoted through sales From $19/mo · free tier (10k add, 1k retrieval/mo) + open source Free tier; Professional at twenty five dollars per month Free tier (3,000 min); usage from ~$0.03/min Free registry, CLI, install, and listing; hosted plans (Hobby, Pro, Custom); usage based hosting Open source (free); hosted Developer ~$25/mo Free (1,000 credits/mo) · Flex $125/mo ($104 annual) · Flex Plus $375/mo · Enterprise custom Usage based · 1,000 free requests/mo · from $5/1k Contact sales (enterprise, via Check Point Infinity) · free Gandalf testing game Free to start, pay as you go, about five percent fee on inference credits Not captured Not public; newly launched payments infrastructure with commercial terms not yet detailed Free trial (millions of tokens); pay as you go token top ups; Premium tiers Free 1,000 credits/mo · pay as you go $0.008/credit · subscription $0.005–$0.0075/credit Free tier of up to two thousand events per month, with paid plans that scale as agent usage grows; exact paid rates were not fully retrievable Free open source + managed cloud No pricing; the platform is pre mass production with no disclosed commercial availability

Pricing confidence

How public the numbers are

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Billing

Primary billing axis

 flat usage credits, with a hard daily run cap and per tier limits on applications, users and dataset storage compute cores or platform license (not publicly disclosed) hybrid data stored in the platform plus AI tokens consumed, managed through a credits system with monthly allocations per message and interaction by channel and country, plus platform tier license fees on top of a free open source core, scoped by organization size and features, plus usage based pricing on the managed Kestra Cloud execution time in processing seconds, not operations platform tier plus integration and agentic consumption Enterprise engagements available directly and via AWS Marketplace, where recurring usage fees appear on the AWS bill. not disclosed; enterprise platform subscription enterprise subscription plus value streams / agents interaction volume and usage hybrid platform tier and connected active users or integrations usage (tasks) number of legacy objects and migration complexity usage enterprise contract hybrid Singularity Credits, a platform wide currency for AI powered work annual subscription (Enterprise); open source core is free Subscription sets included AutoPilot Chat usage; agent runs draw from a prepaid credit wallet at the same rate on every plan. Enterprise engagements scoped to environment size and workloads; self hosted install with provisioned credentials. none Open core: open source SDK for self hosting plus paid cloud and enterprise tiers. runs and steps executed monthly active users, message volume, and AI resolutions commerce platform subscription plus transaction fees; agentic layer largely unpriced platform fee + model/runtime usage free framework; browser hours and proxy bandwidth billed by Browserbase runs and compute usage usage hybrid (subscription machine and storage tiers plus model tokens at cost) usage not captured credits (audio minutes / tokens) workspace flat on Email tier, per user on Multichannel, plus enrichment credits usage commercial licenses on top of a free open source engine, with extended language recipe execution explicitly requiring a Moderne license per member subscription plus AI credits for agent runs and inference usage asset based (fixed), not ingestion or storage based users, workflow steps and AI credits, kept separate event volume for the commercial platform; free for the open source Community Edition subscription tiers plus one time credit packs enterprise subscription scoped to workflows, usage, and deployment model execution volume and seats, or free if self hosted gigabytes transferred, requests, or successful results depending on product plan allowance plus metered units, concurrency scaled hybrid enterprise platform agreement, believed scaled to deployment scope, integrations, and automation volume not retrieved enterprise subscription scoped to identity volume and scope monthly or annual subscription plans for individuals and teams plus customized enterprise contracts, per the company FAQ; rates not published cloud plan fee plus Actions and storage; free if self hosted per-hour usage for simulators/toolchains; open-source OS free free open source SDK plus paid infrastructure modules, likely usage or funnel based compute units plus proxy GB, storage, and per Actor fees B2B SaaS (pricing page exists; figures not captured); customer bears own GPU cost support and tooling tiers on top of a free open source core, plus usage based serverless compute on DBOS Cloud Enterprise engagements scoped to content volume, users, and channels. Open-source self-host free; Hatchet Cloud managed service usage. seats plus metered traces credits scope of AI models, agents, and applications under continuous testing, plus expert services — scope of clusters, applications, agents, and MCP ecosystems under runtime protection usage-based (per minute) scope of AI assets, agents, and applications secured across the AI lifecycle credits, metered per compute second scope of AI systems under continuous red teaming and runtime protection per minute usage for voice agents plus subscription plans on monthly or annual billing with credits tracked in the dashboard spans ingested on the managed platform; free if self routed usage (requests and users) plus tier Enterprise license and procurement; specifics undisclosed. — free open source and free cloud tier, with a negotiated enterprise license AI agent program maturity / capability tier and scope of models and agents secured modular subscriptions: outreach plan plus lead credits plus AI tier scope of models, agents, and applications secured across discovery, testing, and runtime protection Usage based per request for the hosted platform, or self hosted on your own infrastructure; enterprise controls on higher tiers. number of agents secured, MCP servers, integrations, deployment scope free open source self hosted; managed cloud plans not retrieved PIM subscription plans plus pay as you go AI agent action usage. Enterprise subscription for the context layer; free AI visibility audit as entry. Specifics undisclosed. usage based on audio processed, with volume tiers scope of agents, applications, and MCP servers secured across testing and runtime protection scope of AI interactions, users, and agents governed across the enterprise network Monthly plan plus metered browser hours, proxy gigabytes, and AI steps. Platform fee plus usage (user challenges and tool executions) per second and per millisecond compute (GPU, CPU, RAM) usage likely network or transaction based, not disclosed usage enterprise control plane license, likely by agent estate size — usage based (browser resources) per second compute (GPU, CPU, memory) credits consumed by monitors, with tiers gating users, monitor counts, and daily API calls usage per test managed per month, with investigation, maintenance, setup, and cleanup included; costs locked to managed test count browser session usage and credits per transaction, standard payment processing rates compute usage (instances, VM runtime, resources) enterprise contract Flat monthly plan with usage overage on trace spans and ingestion (GB) Subscription scaled by inference request volume, data processed, and modules enabled — Per second compute and memory, plus metered storage enterprise license, likely by agents or environments monitored consumption (data ingested, models, metrics) — — Subscription tiers metered in Langbase credits, agent runs (each run is up to 1,000 tokens), and memory read/write units and storage usage per identity per month, agent identity licensing not disclosed enterprise subscription scaled to personas, users, and deployment Subscription tiers metered by agent runs per month (each run = 1 credit, includes default model LLM usage and unlimited MCP executions) usage, per call metered across models, APIs, data, and compute, settled in fiat or stablecoins Per seat per month plus $1 per GB-month of data ingested or retained per managed identity, agent identity counting not disclosed usage credits (browser hours, pages) license and self hosted infrastructure percentage of transaction value spans and usage tier custom design partner and early customer engagements usage meters (storage, ingestion) plus tier usage based, pay only for what you use, modular with no vendor lock in; free self serve developer registration not published; early stage enterprise infrastructure not captured enterprise contracts, structure not publicly documented tokens processed Monthly traces within subscription tiers; Pro pricing scales with trace volume Not publicly disclosed Event volume (trace spans plus metrics), users, retention, and hosting model; paid Enterprise pricing is custom and quoted on request free tier plus paid monthly subscription (exact axis not published) seats plus events Per seat subscription tiers, with log volume and retention caps rising by tier; Bifrost gateway usage and Enterprise are separate not published as rates; the platform is stated to be available with no usage limits from day one, scaling with enterprise governance requirements usage based compute priced per GPU hour, plus inference API usage and hosted training and evaluation monthly subscription with included order volume plus per order overage; separately per request pricing for x402 stablecoin payments enterprise contracts, structure not publicly documented transaction based, rate not retrieved Usage metering on the managed platform tracks tool calls per agent and team; no published rate. usage not published; enterprise contract likely scaled by channels, agents tested, or usage usage (minutes, characters, agent minutes) Credits per API request (1 credit per page for scrape, crawl, map, monitor), within monthly subscription tiers — usage (MCP tool calls and servers) Pay as you go per API call (evaluation request), priced by evaluator size; cost scales linearly with API traffic — custom design partner and early customer engagements — credits (characters, seconds) and agent minutes Undisclosed; likely managed subscription for brands and usage based API for builders. Not publicly disclosed; typically seat and logged volume based for evaluation and observability platforms Open source is free; managed Pro billing is not publicly disclosed Usage based, scaling with test and monitored call volume; exact rates not publicly disclosed Subscription tiers by features and seats, with usage based scaling above included request volume; AI Gateway billed as zero markup provider pass through not published; B2B contract likely scaled by catalog size, interaction volume, or transactions Subscription tiers metered by memory add and retrieval requests per month and number of projects; usage based pricing also available API units — usage (hosted server runtime and tool calls) — Subscription tiers plus credits consumed by data ingestion (1 credit per Episode up to 350 bytes, +1 per additional 350 bytes); retrieval, storage, threads, users, and graph storage consume zero credits Per 1,000 requests by search type, plus per 1,000 pages for contents and summaries Enterprise licensing, typically by usage and deployment scope; sold through Check Point's Infinity platform and not publicly itemized usage credits not captured believed transaction or settlement fees on agent payments (not disclosed) tokens processed Credit system metered by operation type and depth (basic search 1 credit, advanced 2, extract 1 credit/5 URLs, map 1 credit/10 pages); pay as you go or subscription, plus Project and Enterprise tiers usage based on events, where an event is a user message, assistant message, or tool call, across staged plans open source + managed cloud tokens not applicable yet; pre mass production hardware and software compute platform with no purchasable product pricing

Variable cost

Workload / overage exposure

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Free tier / trial

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Free tier
No free tier
Free tierTrial
Free tier
Free tier
Free tierTrial
No free tierTrial
No free tier
No free tier
No free tier
Free tier
No free tier
Free tier
Free tier
No free tierTrial
Free tier
No free tier
Free tier
Free tier
No free tier
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No free tier
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Free tier
No free tier
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Buying motion

Self-serve vs sales call

 Mixed Self-serve Mixed Mixed Mixed Mixed Mixed Mixed Self-serve Sales call Sales call Sales call Sales call Sales call Mixed Mixed Mixed Sales call Mixed Sales call Mixed Sales call Sales call Self-serve Sales call Self-serve Mixed Mixed Mixed Self-serve Self-serve Self-serve Mixed Mixed Mixed Self-serve Mixed Mixed Self-serve Mixed Sales call Self-serve Self-serve Sales call Mixed Sales call Self-serve Sales call Mixed Mixed Mixed Mixed Sales call Mixed Sales call Mixed Mixed Self-serve Mixed Mixed Sales call Mixed Sales call Self-serve Mixed Mixed Sales call Mixed Sales call Self-serve Sales call Mixed Sales call Mixed Mixed Mixed Sales call Mixed Sales call Sales call Self-serve Sales call Self-serve Sales call Self-serve Sales call Sales call Mixed Sales call Sales call Self-serve Mixed Self-serve Mixed Sales call Mixed Sales call — Self-serve Mixed Mixed Mixed Sales call Mixed Mixed Mixed Sales call Mixed Sales call Sales call Self-serve Sales call Sales call Sales call Mixed Self-serve Self-serve Mixed Sales call Self-serve Self-serve Mixed Sales call Mixed Mixed Mixed Self-serve Mixed Sales call Mixed Mixed Sales call Mixed Sales call Mixed Self-serve Sales call Sales call Self-serve Mixed Self-serve Mixed Mixed Mixed Sales call Mixed Self-serve Mixed Sales call Mixed Self-serve Mixed Mixed Self-serve Mixed Sales call Sales call Mixed Sales call Sales call Self-serve Sales call Self-serve Sales call Self-serve Self-serve — Mixed — Self-serve Self-serve Sales call Self-serve Mixed Sales call Mixed Self-serve Self-serve Self-serve Sales call

Capability matrix (180 vendors)

14 buyer-facing capabilities · researched from public sources

Vendor Coverage Integrations & Tool Calling Workflow Orchestration Knowledge Grounding & RAG Human Oversight & Guardrails Security, Identity & Governance Observability & Auditability Memory & State Persistence Deployment & Data Residency Prebuilt Agents, Templates & Packs Triggers & Channel Coverage Model Flexibility & Routing APIs, SDKs & MCP Extensibility Testing, Debugging & Optimization Browser & Computer Use
A
Agno
12.5 / 14 Full Full Full Full Full Full Full Full Partial Full Full Full Partial Partial
P
Pydantic AI
12.5 / 14 Full Full Partial Full Partial Full Full Full Full Partial Full Full Full Full
S
SimplAI
12.5 / 14 Full Full Full Partial Full Full Full Full Full Partial Full Full Full Partial
A
Akka
12.0 / 14 Full Full Partial Full Full Full Full Full Partial Full Full Full Full No
B
Browserbase
12.0 / 14 Full Full No Full Full Full Partial Full Full Partial Full Full Full Full
E
Edge Delta
12.0 / 14 Full Full Full Full Full Full Full Partial Full Full Full Full Partial No
I
Infobip
12.0 / 14 Full Full Full Full Full Full Full Partial Full Full Full Full Partial No
K
Kestra
12.0 / 14 Full Full Partial Full Full Full Full Full Full Full Full Full Partial No
L
Latenode
12.0 / 14 Full Full Partial No Full Full Full Full Full Full Full Full Partial Full
S
SnapLogic
12.0 / 14 Full Full Full Full Full Full Partial Full Full Full Full Full Partial No
B
Bluebricks
11.5 / 14 Full Full Full Full Full Full Partial Full Full Full Partial Full Partial No
C
Celonis
11.5 / 14 Full Full Full Full Full Full Partial Partial Full Full Full Full Partial No
F
FLOWX.AI
11.5 / 14 Full Full Full Full Full Full Partial Full Full Full Partial Full Partial No
G
Gnani.ai
11.5 / 14 Full Full Full Full Full Full Partial Full Full Full Partial Full Partial No
L
LangChain
11.5 / 14 Full Full Full Full Partial Full Full Full Partial Partial Full Full Full No
P
Paragon
11.5 / 14 Full Full Full Partial Full Full Partial Full Full Full Full Full Partial No
T
Tray.ai
11.5 / 14 Full Full Partial Full Full Full Full Full Partial Full Full Full Partial No
D
Datafold
11.0 / 14 Full Partial Full Full Full Full Partial Full Partial Partial Full Full Full No
I
Inworld AI Agent Runtime
11.0 / 14 Full Full Partial Partial Partial Full Full Full Full Full Partial Full Full No
I
Island
11.0 / 14 Full Full Full Full Full Full No Partial Full Partial Full Full No Full
M
Mastra
11.0 / 14 Full Full No No Full Full Full Full Full Partial Partial Full Full Full
S
SentinelOne
11.0 / 14 Full Full Full Full Full Full Partial Partial Full Full Partial Full Partial No
S
Stacklok
11.0 / 14 Full Full Full Full Full Full No Full Full Partial Full Full Partial No
A
AutoGPT
10.5 / 14 Full Full Partial Partial Partial Full Partial Full Full Full Full Full Partial No
A
Avesha
10.5 / 14 Full Full Full Partial Partial Full Full Full Full Full No Full Partial No
B
Bernstein
10.5 / 14 Full Full No Partial Full Full Partial Full Partial Full Full Full Full No
F
Forest Admin
10.5 / 14 Full Full Partial Full Full Full Partial Full Partial Partial Full Full Partial No
I
Inngest
10.5 / 14 Partial Full No Full Full Full Full Full Partial Full Partial Full Full No
S
Sendbird
10.5 / 14 Full Full Full Partial Full Partial Full Partial Full Full Partial Full Partial No
S
Shopify
10.5 / 14 Full Full Full Full Full Full Partial Partial Full Full No Full Partial No
S
SmythOS
10.5 / 14 Full Full Partial Unknown Partial Full Partial Full Full Partial Full Full Full Partial
S
Stagehand
10.5 / 14 Full Full Partial Full Partial Partial Partial Full Partial Partial Full Full Partial Full
T
Trigger.dev
10.5 / 14 Partial Full No Full Full Full Full Full Partial Full Partial Full Partial Partial
V
Vapi
10.5 / 14 Full Full Partial Partial Full Full Partial Partial Partial Full Full Full Full No
V
Vellum
10.5 / 14 Full Full Partial Full Partial Full Partial Full Partial Partial Full Full Full No
x
xpander.ai
10.5 / 14 Full Full Partial Partial Partial Partial Full Full Partial Full Full Full Partial Partial
A
Airtop
10.0 / 14 Full Full No Partial Partial Full Full Partial Full Full No Full Partial Full
C
Corti
10.0 / 14 Partial Full Full Partial Full Full No Full Full Partial Partial Full Full No
l
lemlist
10.0 / 14 Full Full Full Partial Partial Partial Partial Partial Full Full Partial Full Partial Partial
L
Letta
10.0 / 14 Full Full Full Partial Partial Partial Full Full Partial Partial Full Full Partial No
M
Moderne
10.0 / 14 Full Full Full Full Partial Full Partial Full Full Partial No Full Partial No
N
Netlify
10.0 / 14 Full Partial Full Full Full Full Partial Partial Partial Partial Full Full Partial No
P
Pipecat
10.0 / 14 Full Full Partial Partial Partial Full Partial Full Partial Full Full Full Partial No
P
PRE Security
10.0 / 14 Full Full Full Partial Partial Full Full Partial Partial Full Partial Partial Full No
R
Relay.app
10.0 / 14 Full Full Partial Full Full Partial Full No Full Full Full Partial Partial No
S
Snowplow
10.0 / 14 Full Partial Full Partial Full Full Full Full Partial Full No Full Partial No
T
Tembo
10.0 / 14 Full Full Full Full Partial Partial Partial Full Partial Full Full Partial Partial No
T
Thread AI
10.0 / 14 Full Full Partial Full Full Full Partial Full Partial Partial Partial Full Partial No
W
Windmill
10.0 / 14 Full Full No Full Full Full Partial Full Partial Full Partial Full Partial No
Bright Data logoBright Data
 9.5 / 14 Full Partial Partial Partial Full Full Partial Partial Full Partial No Full Partial Full
Browserless logoBrowserless
 9.5 / 14 Full Partial No Partial Full Full Full Full Partial Partial No Full Partial Full
Haystack logoHaystack
 9.5 / 14 Full Full Full No Partial Partial Full Full Partial Partial Full Full Partial No
Itential logoItential
 9.5 / 14 Full Full No Full Full Full No Partial Partial Full Full Full Partial No
Kong logoKong
 9.5 / 14 Full Partial Partial Partial Full Full No Full Full Partial Full Full Partial No
Linx Security logoLinx Security
 9.5 / 14 Full Full Full Full Full Full Partial Partial Partial Full No Partial Partial No
nexos.ai logonexos.ai
 9.5 / 14 Full Partial Full Partial Full Full Partial Partial Partial Partial Full Full Partial No
Temporal logoTemporal
 9.5 / 14 Full Full No Partial Full Full Full Full Partial Full No Full Partial No
Veecle logoVeecle
 9.5 / 14 Full Full Full Partial Partial Full Partial Full Partial Partial No Full Full No
Waniwani logoWaniwani
 9.5 / 14 Full Full Full Partial Partial Full Partial Partial Partial Full Partial Full Partial No
Apify logoApify
 9.0 / 14 Full Partial Partial No Full Full Partial Partial Full Partial No Full Partial Full
Chamber logoChamber
 9.0 / 14 Full Full Partial Partial Full Full Partial Full Partial Partial No Full Partial No
DBOS logoDBOS
 9.0 / 14 Partial Full No Partial Full Full Full Full Partial Partial Partial Full Partial No
Fluid Topics logoFluid Topics
 9.0 / 14 Full Partial Full Full Full Full No No Full Partial Partial Full Partial No
Hatchet logoHatchet
 9.0 / 14 Full Full No Partial Partial Full Full Full Partial Full No Full Partial No
LangSmith logoLangSmith
 9.0 / 14 Full Partial No Partial Full Full Partial Full Partial Partial Partial Full Full No
LlamaIndex logoLlamaIndex
 9.0 / 14 Full Full Full Partial Partial Partial Full Partial Partial No Full Full Partial No
Mindgard logoMindgard
 9.0 / 14 Full Full Partial Partial Full Full Partial Partial Partial Full No Full Partial No
Nektar.ai logoNektar.ai
 9.0 / 14 Full Partial Full Partial Partial Full Full Partial Partial Full No Full Partial No
Operant AI logoOperant AI
 9.0 / 14 Full Full Partial Partial Full Full Partial Full Partial Full No Partial Partial No
Phonic logoPhonic
 9.0 / 14 Partial Full Partial Partial Partial Full Partial Full No Partial Full Full Full No
Pillar Security logoPillar Security
 9.0 / 14 Full Full Partial Partial Full Full Partial Partial Partial Full No Partial Full No
Pipedream logoPipedream
 9.0 / 14 Full Full No Partial Full Partial Full Partial Full Full No Full Partial No
Repello AI logoRepello AI
 9.0 / 14 Full Full Full Partial Partial Full Partial Partial Partial Full No Full Partial No
Smallest AI logoSmallest AI
 9.0 / 14 Full Full Full No Partial Full Partial No Full Full Partial Full Partial No
Traceloop logoTraceloop
 9.0 / 14 Full No No Partial Full Full Partial Full Full Partial Partial Full Full No
TrueFoundry logoTrueFoundry
 9.0 / 14 Full Partial Partial Full Full Full Partial Full No No Full Full Partial No
AlphaBitCore logoAlphaBitCore
 8.5 / 14 Full Full Partial Full Full Full No Partial Full No Partial Full No No
BotGauge logoBotGauge
 8.5 / 14 Full Full Partial Full Full Partial Partial Partial No Partial No Partial Partial Full
Clawvisor logoClawvisor
 8.5 / 14 Full Partial No Full Full Full Partial Full Partial No Full Full No No
HiddenLayer logoHiddenLayer
 8.5 / 14 Full Full Partial Partial Full Full Partial Partial Partial Full No Partial Partial No
Instantly logoInstantly
 8.5 / 14 Partial Full Full Full Partial Partial Partial Partial Full Full No Partial Partial No
Lasso Security logoLasso Security
 8.5 / 14 Full Full Partial Partial Full Full Partial Partial Partial Full No Partial Partial No
Metorial logoMetorial
 8.5 / 14 Full Partial No Partial Full Full No Full Full Partial Partial Full Partial No
Noma Security logoNoma Security
 8.5 / 14 Full Full Partial Partial Full Full Partial Partial Partial Full No Partial Partial No
Restate logoRestate
 8.5 / 14 Full Full No Full Partial Partial Full Full Partial Full No Full No No
Sales Layer logoSales Layer
 8.5 / 14 Full Full Full Full No Partial Partial No Full Full No Full Partial No
Senso logoSenso
 8.5 / 14 Full Partial Full Partial Partial Full Partial No Partial Partial Partial Full Full No
Speechmatics logoSpeechmatics
 8.5 / 14 Full Full Partial Partial Full Partial No Full No Full Partial Full Partial No
Straiker logoStraiker
 8.5 / 14 Full Full Partial Partial Full Full Partial Partial Partial Full No Partial Partial No
WitnessAI logoWitnessAI
 8.5 / 14 Full Full Partial Partial Full Full Partial Full Partial Full No Partial No No
Anchor Browser logoAnchor Browser
 8.0 / 14 Full Full No No Full Partial Partial Partial Partial Partial Partial Full No Full
Arcade logoArcade
 8.0 / 14 Full Partial No Partial Full Partial No Full Full Partial Partial Full Partial No
Beam logoBeam
 8.0 / 14 Full Partial No No Full Partial Partial Full No Partial Full Full Partial Partial
Braintrust logoBraintrust
 8.0 / 14 Full No Partial Full Partial Full No Full No No Full Full Full No
Causa Prima logoCausa Prima
 8.0 / 14 Full Full Full Partial Partial Partial Partial Partial Partial Full No Partial Partial No
Composio logoComposio
 8.0 / 14 Full Partial No No Full Partial No Full Full Full Full Full No No
Dome Systems logoDome Systems
 8.0 / 14 Full Partial No Full Full Full Partial Full No Partial Partial Full No No
GPT Researcher logoGPT Researcher
 8.0 / 14 Partial Full Full No Partial Partial No Full Partial Partial Full Full No Partial
Kernel logoKernel
 8.0 / 14 Full Partial No Partial Partial Full Full Partial No Partial No Full Partial Full
Modal logoModal
 8.0 / 14 Full Partial No No Full Partial Partial Full No Partial Full Full Partial Partial
Monte Carlo logoMonte Carlo
 8.0 / 14 Full No No Partial Full Full Partial Partial Partial Full Partial Partial Full No
Portkey logoPortkey
 8.0 / 14 Full No No Full Full Full No Full No No Full Full Full No
QA Wolf logoQA Wolf
 8.0 / 14 Full Full Partial Full No Full Partial No Partial Partial No Partial Full Partial
Steel logoSteel
 8.0 / 14 Full Partial Partial No Full Partial Partial Full Partial No No Full Partial Full
Stripe logoStripe
 8.0 / 14 Full Full Partial Full Full Partial No Partial Full Partial No Full No No
Unikraft logoUnikraft
 8.0 / 14 Full Partial No No Full Partial Full Full Partial Partial No Full Partial Partial
Zenity logoZenity
 8.0 / 14 Full Full Partial Partial Full Full Partial Partial Partial Full No Partial No No
Arize AI logoArize AI
 7.5 / 14 Partial No No Partial Full Full No Full Partial Partial Partial Full Full No
CalypsoAI logoCalypsoAI
 7.5 / 14 Partial No No Full Full Full No Full Partial Partial Partial Partial Full No
Capsule Security logoCapsule Security
 7.5 / 14 Full No Partial Full Full Full No Partial Partial Partial No Partial Full No
Daytona logoDaytona
 7.5 / 14 Partial Partial No Partial Partial No Full Full Partial Partial No Full Partial Full
Evoke Security logoEvoke Security
 7.5 / 14 Full No Partial Full Full Full Partial Full No Partial No Partial Partial No
Fiddler AI logoFiddler AI
 7.5 / 14 Full No No Full Full Full No Full No No Partial Full Full No
Hyperspell logoHyperspell
 7.5 / 14 Full No Full No Full Partial Full Partial Partial No Full Full No No
Jetty logoJetty
 7.5 / 14 Partial Full No Full Partial Full No No Partial No Full Full Full No
Langbase logoLangbase
 7.5 / 14 Full Partial Full No Partial Partial Full Partial Partial No Partial Full Partial No
Langfuse logoLangfuse
 7.5 / 14 Full No No Full Partial Full No Full No No Full Full Full No
Okta logoOkta
 7.5 / 14 Full Partial Partial Full Full Full No Partial Partial Partial No Full No No
Personal AI logoPersonal AI
 7.5 / 14 Partial Partial Full Partial Full Partial Full Partial Partial Partial Partial Partial No No
Toolhouse logoToolhouse
 7.5 / 14 Full Partial Full No Partial Partial Partial Partial Partial Partial Partial Full Partial No
AIsa logoAIsa
 7.0 / 14 Full Partial Partial Partial Partial Partial No No Partial Partial Full Full Partial No
Confident AI logoConfident AI
 7.0 / 14 Partial No No Partial Partial Full No Full Partial Partial Partial Full Full No
CyberArk logoCyberArk
 7.0 / 14 Full Partial Partial Full Full Full No Partial Partial Partial No Partial No No
E2B logoE2B
 7.0 / 14 Full No No No Full Partial No Full No No Full Full Full Partial
Hyperbrowser logoHyperbrowser
 7.0 / 14 Full Partial Partial No Partial Partial Partial Partial Partial No No Full Partial Full
LiteLLM logoLiteLLM
 7.0 / 14 Full No No Partial Full Full No Full No No Full Full Partial No
Nevermined logoNevermined
 7.0 / 14 Full Partial No Full Full Full No Partial Partial Partial No Full No No
Opik logoOpik
 7.0 / 14 Full No No Partial Full Full No Full No No Partial Full Full No
Trent AI logoTrent AI
 7.0 / 14 Partial Full Full Partial Full Full Partial No Partial Partial No No Partial No
W&B Weave logoW&B Weave
 7.0 / 14 Full No No Partial Full Full No Full No No Partial Full Full No
Apaleo logoApaleo
 6.5 / 14 Full Full Partial Partial Partial No Partial No Full Partial No Full No No
BAND logoBAND
 6.5 / 14 Full Full No Full Full Partial Partial No No Partial No Full No No
Bright Data Agent Browser logoBright Data Agent Browser
 6.5 / 14 Full No No No Partial Full Partial Partial Partial No No Full Partial Full
Clutch Security logoClutch Security
 6.5 / 14 Full Partial Partial Partial Full Full No Partial No Full No Partial No No
Cognee logoCognee
 6.5 / 14 Full No Full No Partial Partial Full Full No No Partial Full No No
Galileo logoGalileo
 6.5 / 14 Partial No No Full Partial Full No Full No Partial Partial Partial Full No
Gentoro logoGentoro
 6.5 / 14 Full Partial No Partial Full Partial No Full No No Partial Full Partial No
HoneyHive logoHoneyHive
 6.5 / 14 Partial No No Partial Full Full No Full No Partial Partial Partial Full No
Kerno logoKerno
 6.5 / 14 Partial Partial Partial Partial Partial Partial Partial Full No Partial No Partial Full No
LangWatch logoLangWatch
 6.5 / 14 Full No No Partial Partial Full No Full No No Partial Full Full No
Maxim AI logoMaxim AI
 6.5 / 14 Partial No No Partial Partial Full No Partial Partial Partial Full Partial Full No
OpenBox AI logoOpenBox AI
 6.5 / 14 Full No No Full Full Full No Partial Partial No No Full Partial No
Prime Intellect logoPrime Intellect
 6.5 / 14 Partial Partial No No Partial Partial No Full Partial No Full Full Full No
Rye logoRye
 6.5 / 14 Full Full No Partial Full Partial Partial No No No No Full No Full
SGNL logoSGNL
 6.5 / 14 Full Partial Partial Partial Full Full No No No Full No Full No No
Skyfire logoSkyfire
 6.5 / 14 Full Partial No Full Full Partial No Partial Partial Partial No Full No No
Temporal Cortex logoTemporal Cortex
 6.5 / 14 Full Partial No Partial Partial Full No Full Partial Partial No Full No No
AgentOps logoAgentOps
 6.0 / 14 Full No No No Partial Full No Partial No No Full Full Full No
Cyara logoCyara
 6.0 / 14 Full Partial No Partial Partial Full No No Partial Partial No Partial Full No
Deepgram logoDeepgram
 6.0 / 14 Full Partial No No Full Partial No Full No Partial Partial Full No No
Firecrawl logoFirecrawl
 6.0 / 14 Partial Partial Full No Partial No No Full Partial Partial No Full No Partial
Inth logoInth
 6.0 / 14 Partial Partial No Partial Full Full No Partial Partial Partial No Full No No
Klavis AI logoKlavis AI
 6.0 / 14 Full Partial No No Full No No Full Partial Partial No Full Partial No
Patronus AI logoPatronus AI
 6.0 / 14 Partial No No Full Partial Partial No Partial Partial Partial Partial Partial Full No
Prefactor logoPrefactor
 6.0 / 14 Partial Partial No Full Full Full No Partial No No No Partial Full No
SageOx logoSageOx
 6.0 / 14 Full Partial Full Partial Partial Partial Full No No Partial No Partial No No
TectoAI logoTectoAI
 6.0 / 14 Partial No Partial Full Full Full No Partial No Partial No No Full No
Cartesia logoCartesia
 5.5 / 14 Full Partial No No Partial Partial No Full No Partial Partial Full No No
Catalog logoCatalog
 5.5 / 14 Full No Full No No Full No No Partial Partial No Full Partial No
Freeplay logoFreeplay
 5.5 / 14 Partial No No Partial Partial Full No Partial No Partial Partial Partial Full No
Guardrails AI logoGuardrails AI
 5.5 / 14 Partial No No Full Partial Partial No Full Partial No Partial Partial Partial No
Hamming AI logoHamming AI
 5.5 / 14 Partial No No Partial Partial Full No No Partial Partial Partial Partial Full No
Helicone logoHelicone
 5.5 / 14 Partial No No No Partial Full No Full No Partial Full Partial Partial No
Lemrock logoLemrock
 5.5 / 14 Full Full Full Partial No Partial Partial No No Partial No Partial No No
Mem0 logoMem0
 5.5 / 14 Partial No Partial No Partial Partial Full Full No No Partial Full No No
Neurelo logoNeurelo
 5.5 / 14 Full No Partial No Full Partial Partial Partial No Partial No Full No No
Rime logoRime
 5.5 / 14 No No No No Full Partial No Full Partial No Full Full Partial No
Smithery logoSmithery
 5.5 / 14 Full Partial No No Partial Partial No Full Full No No Full No No
Vocode logoVocode
 5.5 / 14 Partial Partial No No No Partial No Full Partial Partial Full Full No No
Zep logoZep
 5.5 / 14 Partial No Partial No Partial Partial Full Full No No Partial Full No No
Exa logoExa
 5.0 / 14 Partial Partial Full No Partial No No Partial Partial Partial No Full No No
Lakera logoLakera
 5.0 / 14 Partial No No Full Full Partial No Partial No No Partial Partial Partial No
OpenRouter logoOpenRouter
 5.0 / 14 Full No No No Partial Partial No Partial No No Full Full Partial No
AgentQL logoAgentQL
 4.5 / 14 Full No No No No No Partial No No No No Full Full Full
Circuit & Chisel logoCircuit & Chisel
 4.0 / 14 Partial Partial No Partial Partial Partial No No No Partial No Full No No
Jina AI logoJina AI
 4.0 / 14 Full No Full No Partial No No Partial No No No Full No No
Tavily logoTavily
 4.0 / 14 Full Partial Full No No Partial No No No No No Full No No
Voker logoVoker
 3.5 / 14 Full No No No No Full No No No No No Full Partial No
Lightpanda logoLightpanda
 3.0 / 14 Full No No No No No No Partial No No No Partial No Full
Acrab logoAcrab
 2.0 / 14 No Partial No No No No No Full No No Partial No No No
Full / Explicit= Confirmed supportedPartial= Partial / limitedNo / Not documented= Not publicly documented as first-classUnknown / Unspecified= Not verified in public sources

Head to head comparisons (127)

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