⚡Stack Radar

Prompt Management · Reviewed 19 Oct 2026

Agenta

Open-source workspace for building, evaluating, and monitoring AI agents.

from $29 · free tier · agenta.ai ↗

Paid against free › Prompt Management › Agenta

Agenta at a glance

SEO analysis

Collected Oct 19, 2026

agenta.ai: an estimated 35,347 total monthly visits and about 777 monthly organic visits across 168 ranking keywords. Scout crawled 15 pages and measured a technical health score of 98/100.

35.3KEstimated total trafficModeled monthly visits168Ranking keywordsPublic search sample98/100Technical health15 pages checked2KReferring domainsLive backlink summary

Overview

01

Summary

The useful answer before the supporting detail.

Agenta is an open-source workspace for building, evaluating, and monitoring AI agents S1. It addresses the lack of systematic evaluation processes in teams developing LLM applications S1. The platform provides prompt management, evaluation, and observability tools to make agents reliable S1, and it can be self-hosted due to its MIT license S1.

02

Product identity and positioning

Name, category, positioning, audience, and first-party claims.

  • Identity: Agenta is an open-source workspace for AI agents S1.
  • Core purpose: Provides a systematic evaluation process for LLM applications S1.
  • Intended users: Teams of developers and product managers collaborating on AI agents S1.
  • Product scope: A platform offering prompt management, evaluation, and observability S1.
  • Positioning: Positioned as a unified workspace to evaluate and improve agents S1.
  • Claimed distinction: Open-source and MIT licensed, enabling self-hosting and modification S1.
03

Use cases and audiences

Who the product serves and the jobs it is designed to handle.

AudiencePractical use case
AI engineersSystematically evaluate and debug LLM agents S1.
Product teamsCollaborate with developers to iterate on agent configurations S1.
Subject matter expertsReview and annotate agent outputs to provide feedback S1.
Platform teamsAutomate user provisioning and integrate with identity infrastructure S31.

Features

09

Features and capabilities

Core functions and evidence-backed product capabilities.

CapabilityWhat it does
Prompt managementOrganizes and manages prompts for team collaboration S1.
EvaluationProvides systematic evaluation of LLM applications S1.
ObservabilityTracks and understands agent behavior in production S1.
Human annotationAllows subject matter experts to review and provide feedback S1.
Self-hostingCan be deployed on your own infrastructure due to MIT license S1.
Enterprise SSOSupports single sign-on with any OIDC provider S25.
Platform admin APIProgrammatically manage users, organizations, and projects S31.
10

Integrations and ecosystem

Connected products, exports, APIs, and workflow compatibility.

Integration or interfaceTypeWhat it enables
OIDC providers (Okta, Azure AD, Auth0, etc.)IntegrationEnables SSO for enterprise compliance S25.
Platform Administration APIAPIProgrammatically manage users, organizations, and projects S31.
OpenTelemetryIntegrationFixed edge cases for tracing integration S21.
MCP serversIntegrationConnect tools over MCP for agent use S95.
ChatGPT subscriptionIntegrationUse your own subscription to avoid model costs S11.

Pricing

11

Pricing and plans

Published plans, free access, trials, credits, and pricing limitations.

Plan or offerVerified price and billingIncludedLimits
HobbyFree forever S1175 daily credits on up to 10 days a month S112 concurrent tasks, 30 min max task, 1 project, 2 team members S11
Starter$29 per month S112,900 monthly credits, 75 daily credits S1120 concurrent tasks, 4 hr max task, unlimited projects/team S11
Business$299 per month S1132,000 monthly credits, 75 daily credits S1150 concurrent tasks, 11 hr max task, unlimited projects/team S11
Self-hostedFree (open source) S1Not applicableYou host S11
Additional credits1,000 credits for $10 S11Purchased credits expire after 12 months S11Available on Starter and Business S11

Competition

12

Competitive landscape

Domains competing for the same organic search demand.

Sampled competitors

CompetitorFirst-page appearancesSampled queriesAverage positionQueries observed
o-mega.ai221.5agenta, agenta ai
de.linkedin.com221.5agenta, agenta ai
github.com224.5agenta, agenta ai
skillsllm.com225.5agenta, agenta ai
apps.apple.com114agenta ai
apps.microsoft.com117agenta ai
en.wiktionary.org118agenta
reddit.com118agenta ai

Website intelligence — Collected evidence

Customers, testimonials, and first-party review claims

No supporting public-page evidence was collected for this category.

Independent review sources discovered

No links to supported independent review platforms were discovered on the collected pages.

14

AI visibility

Measured ChatGPT and Google AI mentions with cited sources.

AI-assistant referral traffic

  • Estimated current generative-AI referral share: 1.5%

Scout traffic model did not return a separate AI-referral trend series for this domain.

Website intelligence — Collected evidence

Site-stated AI capabilities

Page typeEvidenceSource
otherGet more work done with AI coworkers for every team. Work alongside them in Slack or Telegram to run and automate tasks.https://agenta.ai/
otherTry for freeBook a demohttps://agenta.ai/
otherUse it for freehttps://agenta.ai/
otherUse the AI plan you already pay for, or bring your own model.https://agenta.ai/
otherA computer for your AI coworker.https://agenta.ai/
otherA workspace for your AI coworker.https://agenta.ai/
featuresProduct updates for July 2025. Adding tool and image support to the LLM playground to improve your prompt engineering flow, new observability integrations, and feedback endpoint to capture evaluations from your end-usershttps://agenta.ai/blog/july-2025-product-updates
featuresThis post is from an earlier era of Agenta, when the product focused on prompt management, evaluation, and LLM observability. Agenta is now the open-source workspace for your agents: build AI coworkers through chat, improve them with feedback, and share them with your whole team, self-hosted or in the cloud.See what Agenta is today.https://agenta.ai/blog/july-2025-product-updates
featuresWe released tool usage in the Agenta playground - a key feature for anyone building agents with LLMs.https://agenta.ai/blog/july-2025-product-updates
featuresAgenta now supports images in the playground, test sets, and evaluations. This enables a systematic workflow for developing and testing applications that use vision models. Now you can:https://agenta.ai/blog/july-2025-product-updates
featuresCheck out the how to annotate traces from API for more details. Or try our new tutorial (available as jupyter notebook).https://agenta.ai/blog/july-2025-product-updates
features9 AI Coworker Platforms for Business Teams in 2026https://agenta.ai/blog/july-2025-product-updates
features](/blog/ai-coworker-platforms-for-business)[https://agenta.ai/blog/july-2025-product-updates
featuresThis post is from an earlier era of Agenta, when the product focused on prompt management, evaluation, and LLM observability. Agenta is now the open-source workspace for your agents: build AI coworkers through chat, improve them with feedback, and share them with your whole team, self-hosted or in the cloud.See what Agenta is today.https://agenta.ai/blog/product-update-november-2024
featuresManaging LLM applications, especially with a team, can be challenging. We’ve built a comprehensive prompt and configuration management system to make it easier.Our new SDK offers all the tools you need for managing prompts—whether you want to create drafts, deploy to staging or production, or roll back to a previous version. Alongside the SDK, our new web UI empowers everyone on the team—from developers to subject matter experts—to:https://agenta.ai/blog/product-update-november-2024
featuresNow, with just a few lines of code, you can start capturing all the inputs, outputs, and metadata for your LLM applications—whether they’re built with OpenAI, LangChain, or custom workflows.https://agenta.ai/blog/product-update-november-2024
featuresLLM observability helps AI engineers debug applications, pinpoint root causes, and make informed decisions to improve prompts and architectures. Plus, you can track critical metrics like latency, costs, and performance over time—ensuring you’re optimizing resource usage and staying ahead of model drifts.https://agenta.ai/blog/product-update-november-2024
featuresEvaluator Playground for LLM-as-a-judge:https://agenta.ai/blog/product-update-november-2024
featuresConfiguring the evaluators and tests for application can be a bit tricky especially for complex evaluators such as LLM-as-a-judge. We’ve added an evaluator configuration playground, where you can test the configuration of the evaluator with real data to fine tune it before starting evaluations.https://agenta.ai/blog/product-update-november-2024
features9 AI Coworker Platforms for Business Teams in 2026https://agenta.ai/blog/product-update-november-2024

These are first-party product claims, not independent measurements of AI-search visibility.

15

Marketing opportunities

Actions calculated directly from the collected evidence.

OpportunityRecommended actionEvidence
Striking-distance keywordMove “chunking example” from position 6 toward the top three.Volume 880 · https://agenta.ai/blog/the-ultimate-guide-for-chunking-strategies
Important pageStrengthen the page already earning search visibility before creating an unrelated page.https://agenta.ai/blog/the-ultimate-guide-for-chunking-strategies · 2 sampled keywords · best position 6
Competitor gapReview the sampled queries where o-mega.ai appears.2 first-page appearances across agenta, agenta ai
Technical priorityMissing page titlehttps://agenta.ai/docs/changelog/main/

Website intelligence — Collected evidence

Website evidence gaps

  • customers: no usable public page was collected; verify whether the site publishes this evidence.
  • reviews: no usable public page was collected; verify whether the site publishes this evidence.
  • changes: no usable public page was collected; verify whether the site publishes this evidence.
  • identity: no usable public page was collected; verify whether the site publishes this evidence.
  • technical: no usable public page was collected; verify whether the site publishes this evidence.

Trust and proof

16

Customers, proof, and reviews

Published proof, customer signals, and review evidence.

Independent reviews

PlatformPageHow it was foundNote
TrustKitAgenta Review & Trust Score 80% — GDPR & Compliance Rating / TrustKitGrounded web searchAgenta was founded in 2023 in Berlin and provides an open-source platform for LLM application development and operations. The platform covers prompt management, A/B testing of prompts, LLM evaluation (including automated evaluators and human annotation), observability and tracing, and deployment management. The platform is designed for developer and ML engineering teams who need to iterate on prompts, evaluate LLM output quality, and monitor production AI applications. It integrates with major L
ToolDirectory.aiAgentA.AIGrounded web searchCategory Developer Tools Roles Engineering Operations Pricing Paid Rating 4.58/ 5 · 88 reviews Last reviewed August 8, 2026 ... ## User Reviews 4.58 Out of 5 · 88 ratings 5 68 4 10 3 5 2 3 1 2
RunAgentRunAgenta ships an open-source AI coworker — RunAgentRunGrounded web searchestimated spend attached. - Team access — share agents across a small team with role ... included in the open-source build. - Integrations — connect to apps through MCP (a standard protocol for plugging external tools into an agent), or to more than

Customer proof

Proof typeNamed customer or sourceEvidence
Case studyAntlercustomer case study — At Antler, we're always on the lookout for founders building groundbreaking technologies that have the potential ... (How Agenta Is Revolutionizing The Development of AI Applications / Antler)

Independent mentions

  • agenta: 프롬프트 관리와 평가, 관측을 통합한 오픈소스 LLMOps 플랫폼 — ## agenta 소개 agenta는 프로덕션 수준의 LLM 애플리케이션을 만드는 과정을 프롬프트 관리, 평가, 관측이라는 세 축으로 묶어 다루는 오픈소스 LLMOps 플랫폼입니다. LLM 앱을 개발할 때 프롬프트를 실험하는 도구, 결과 품질을 검증하는 도구, 운영 중 동작을 추적하는 도구가 제각기 흩어져 있는 경우가 많은데, agenta는 이 세 가지를 하나의 플랫폼 안에서 연결하는 것을 목표로 합니다.
  • Agenta — The open-source workspace for your agents — # AI coworkers that learn how you work. Get more work done with AI coworkers for every team. Work alongside them in Slack or Telegram to run and automate tasks. ... is 64%, down 4% week over week. Biggest drop-off is step 3, connect data source. I
  • Agenta-AI/agenta — Agenta is an open-source workspace where you build specialized agents that automate and augment your work. You build agents by chatting with them. You describe the work, connect the apps they need, and improve them through feedback.
  • Is Agenta.ai good? - SaaSHub — is designed to help you find out whether Agenta.ai is good and if it is the right choice for you. ... is an open-source workspace where teams create AI agents for engineering, customer support, sales, company knowledge
  • Agenta Platform Walkthrough — the playground. So I load my test set and say I want to keep the ... of my prompt with this updated test set and our evaluator. Let's ... um feedbacks. We had the main one as the overall match. And I can compare this to the previous version that didn
  • Judge the Judge: Building LLM Evaluators That Actually Work with GEPA — Mahmoud Mabrouk, Agenta AI / AI Engineer — ## Judge the Judge: Building LLM Evaluators That Actually Work with GEPA A customer-support evaluator learns airline policy from annotated failures, revealing how seed prompts, reflection, candidate diversity and data quality shape reliable evaluation.

External links were grounded in one live web search. Search snippets are leads, not independently scraped page content; rejected links remain available in Review evidence.

17

Company, security, and trust

Ownership, policies, security signals, and public trust evidence.

SignalFindingSource
Company and ownershipMahmoud MabroukCo-founder, Agentasource
Contact and supportTo raise your retention period, move to a higher plan on the pricing page, or contact us about an Enterprise plan if you need a custom period.source
Legal and privacyCan I switch plans or cancel at any time?source
Security and complianceSSO and role-based access controlsource
Uptime and status pageNot published on the collected pages.—
Domain registered2023-03-14—
Domain expires2027-03-14—

Not found on the collected pages: uptime and status page. This only means Scout did not find it on the pages it read; it says nothing about the company itself.

18

Documentation and product updates

Help resources, product guidance, and visible changes over time.

Resource or updateTypeWhat is availableDate or freshness
What is Agenta? - Docs - AgentaDocumentationAgenta is the open-source workspace for your agents. Build agents through chat, improve them with feedback, and share them with your whole team. (source)Not dated
Plans and credits - Docs - AgentaDocumentationWhat each Agenta Cloud plan includes, what credits pay for, and what each thing costs in credits. (source)Not dated
Billing - Docs - AgentaDocumentationBilling (source)Not dated
Cancel Subscription User Route - Docs - AgentaDocumentationCancel Subscription User Route (source)Not dated
Documentation Overhaul, New Models, and Platform Improvements - Docs - AgentaChangelogWe've made significant improvements across Agenta with a major documentation overhaul, new model support, self-hosting enhancements, and UI improvements. (source)Not dated
Enterprise Compliance Features - Docs - AgentaChangelogMulti-organization support, SSO with any OIDC provider, domain verification, and a new US region. (source)Not dated
New Feature: Prompt and Deployment Registry - Docs - AgentaChangelog<iframe (source)Not dated
Open-sourcing our Product Roadmap - Docs - AgentaChangelogOur product roadmap is now completely transparent and community-driven. (source)Not dated

Not found in the collected public sources: public roadmap, status page, separate help center or knowledge base.

Technical

19

Technical and delivery signals

Delivery model, platforms, API, data ownership, reliability claims and release activity.

SignalFindingSource
Delivery model (cloud, self-hosted, desktop, browser extension)Available as Agenta Cloud and self-hosted via Docker Compose or Helm charts S95.S95
Platforms and appsWeb-based platform S1.S1
API and extensibility (API, SDK, webhooks, MCP, plugins)Provides Platform Administration API and supports MCP connections S31 S95.S31 S95
Data ownership and exportTrace data can be exported or fetched via API before retention expiry S45.S45
Performance and reliability claimsNot published on the collected pages.—
Release activityChangelog documents recent updates including documentation overhaul and new features S21.S21
20

Measured infrastructure

Domain, certificate, and hosting signals, measured directly.

SignalFinding
Domain registered2023-03-14 — NameCheap, Inc.
Domain expires2027-03-14
First archived2023-06-27 — web archive
TLS certificateGoogle Trust Services, valid, expires 2026-12-18
Security headersX-Content-Type-Options, X-Frame-Options, Referrer-Policy
Headers not servedHSTS, CSP
Server headercloudflare
Mail handled bysmtp.google.com
Nameservershassan.ns.cloudflare.com, pola.ns.cloudflare.com
21

Technical site audit

A bounded multi-page crawl with page-level issues and URLs.

Scout — Bounded technical crawl

  • Pages crawled: 15 of 15 maximum
  • Technical health: 98/100
  • Critical issues: 1
  • Warnings: 2
  • Notices: 5

Issues

SeverityIssueValueAffected URL
noticeMeta description length should be reviewed174https://agenta.ai/
noticeMeta description length should be reviewed174https://agenta.ai/pricing
criticalMissing page title—https://agenta.ai/docs/changelog/main/
warningMissing meta description—https://agenta.ai/docs/changelog/main/
warningPage should have one primary H10https://agenta.ai/docs/changelog/main/
noticeLow visible word count0https://agenta.ai/docs/changelog/main/
noticeMeta description length should be reviewed23https://agenta.ai/docs/administration/security/terms-of-service
noticeMeta description length should be reviewed39https://agenta.ai/docs/administration/security/privacy-policy

Crawled pages

StatusTitleH1sWordsResponseURL
200Agenta — The open-source workspace for your agents1141892 mshttps://agenta.ai/
200Pricing — Agenta1190685 mshttps://agenta.ai/pricing
200Agent Marketplace — Agenta1125933 mshttps://agenta.ai/marketplace
200Blog — Agenta1156382 mshttps://agenta.ai/blog
200Missing title0037 mshttps://agenta.ai/docs/changelog/main/
200Roadmap - Docs - Agenta142097 mshttps://agenta.ai/docs/roadmap
200Contact — Agenta116251 mshttps://agenta.ai/contact
200API — Agenta131451 mshttps://agenta.ai/api
200Imprint — Agenta117749 mshttps://agenta.ai/imprint
200Terms of Service - Docs - Agenta15701114 mshttps://agenta.ai/docs/administration/security/terms-of-service
200Privacy Policy - Docs - Agenta1631585 mshttps://agenta.ai/docs/administration/security/privacy-policy
200Data Processing Agreement (DPA) - Docs - Agenta11799105 mshttps://agenta.ai/docs/administration/security/dpa
200Plans and credits - Docs - Agenta195851 mshttps://agenta.ai/docs/administration/billing/plans-and-credits
200Control what an agent can do - Docs - Agenta1710115 mshttps://agenta.ai/docs/guides/control-what-an-agent-can-do
200PR reviewer — Agent Marketplace152254 mshttps://agenta.ai/marketplace/pr-reviewer

This is a bounded Scout crawl. Core Web Vitals and Lighthouse scores are not claimed unless a dedicated performance audit is connected.

22

Search Console and Analytics

First-party search and behavioral data connection state.

Modeled acquisition channels

ChannelEstimated share
direct39.9%
search34.5%
search organic33.0%
search paid1.5%
social6.3%
social organic5.7%
social paid0.7%
referrals10.4%
paid referrals2.9%
mail2.8%
gen ai1.5%
affiliate1.7%
other0.0%

First-party connections

IntegrationStatusData available after connection
Google Search ConsoleNot connectedClicks, impressions, CTR, average position, queries, pages, countries, and devices
Google AnalyticsNot connectedOrganic sessions, engagement, landing pages, conversions, geography, and devices

No first-party Search Console or Analytics numbers are shown until the site owner authorizes the corresponding Google account. Scout traffic model values above are modeled estimates, not private analytics totals.

Limits and method

23

Limitations and open questions

Known constraints and missing evidence from the collected pages.

The collected pages do not mention any competitors by name. Evidence gaps include lack of customer testimonials, independent reviews, and detailed security certifications. Open questions remain about data retention specifics and rate limits for enterprise plans.

24

Sources, method, and limitations

Evidence inventory, collection method, provider use, and constraints.

This report is based on 15 collected pages from agenta.ai, including documentation, changelog, and pricing pages. Static and browser rendering rendering were used. External proof search was performed but no review profiles were scraped. Limitations: some pages may be outdated (e.g., v1.0 docs), and pricing details are subject to change.

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