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Ragas logo

Ragas

Observability

Verified PublisherΒ·Pending reviewVerified AdoptionΒ·Pending reviewEnterprise ReadyΒ·Pending review

Evaluation framework for testing RAG and LLM applications with metrics, synthetic test data, and CI-friendly quality checks.

Actions
Request intro

Developers also use

Generated from similarity, co-save, category, project, and adoption signals.

DeepEval logo
DeepEval

ObservabilityΒ· deepeval.com

Open source

Open-source evaluation framework for testing LLM apps, agents, RAG systems, and prompts with repeatable metrics, regression checks, and CI-friendly workflows.

Why recommended

Highly similar description

Keep evaluating Ragas

Comparisons, category adoption data, and shortlist guides that answer the questions this profile raises next.

Weigh Ragas against the alternatives

  • Ragas alternativesEvery observability product developers evaluate in place of Ragas.
  • Ragas vs DeepEvalSide-by-side pricing, API surface, and adoption evidence.
  • Ragas vs EvidentlySide-by-side pricing, API surface, and adoption evidence.
  • Ragas vs GiskardSide-by-side pricing, API surface, and adoption evidence.

Developer decision brief

Should I use Ragas?

Evaluation framework for testing RAG and LLM applications with metrics, synthetic test data, and CI-friendly quality checks.

Open sourceDocs linked

Best for

  • Observability decisions where you need a concrete shortlist.
  • Teams that prefer open-source or self-hostable options.
  • Builds that need an API-first integration path.

Watch-outs

  • Not enough verified adoption data yet.
  • Docs linked on this profile.
  • Repository linked for inspection.
  • No developer reviews yet.

Quickstart

No canonical install command detected. Open the docs or profile quickstart below.

Use quickstart hereDocsGitHubWebsite

Compare alternatives

Ragas vs DeepEvalRagas vs EvidentlyRagas vs Giskard
Build with this

What you would get weekly

Save or follow Ragas to track rank movement, new alternatives, starter examples, benchmark/docs changes, and project activity. Default cadence is weekly.

No live product opportunities yet

You can still use the workbench: build a stack, publish proof, and follow starter challenge programs. New credits, workshops, and launch programs appear here once companies publish them.

Enterprise fit

Buyer brief for procurement and architecture review

Source-labeled signals for cost, reliability, security, integration, and adoption proof. Missing compliance evidence is shown as a gap, not guessed.

Compare for enterpriseExport brief
Inferred

Commercial model

Open source profile signal; exact enterprise terms need buyer review.

View source
Needs verification

Reliability

No status page, uptime, or SLA evidence attached

Buyer recommendation

Shortlist only after verifying Reliability and Security/compliance.

API signal supports workflow automation.Docs are linked for implementation review.Open-source path can reduce lock-in review.At least one buyer evidence source is linked or verified.

Real data backfill while adoption proof grows

These are source-linked enrichment paths for missing fields. They are treated as proxies until claimed-company data and first-party tokens& adoption events replace them.

GitHub repository APIfreeStars, forks, license, topics, releases, default branch, repo freshness, and public contributor signal.OpenSSF ScorecardfreeOpen-source security posture checks for repos before enterprise review.npm downloads API

Events / Tours

Ragas developer events

Hackathons, workshops, office hours, launches, and partner challenges tied to this product.

Claim or partner

No public events yet

Claimed teams can add hackathons, webinars, office hours, and challenges, then measure attendee to usage ROI.

Quickstart

Preparing Ragas docs pack
Streaming

The product profile is ready. Official docs, README snippets, and the AI paste pack are loading in the background.

Build context

Developer projects using Ragas

No public community builds yet. These starter examples are templates, not fabricated activity.

Publish your build
Starter example

Launch-week proof page for an agent tool

Template

Turn a fresh repo, demo, Show HN, or hackathon launch into a public proof page with stack notes, launch context, and real build evidence.

Built with

LangChain logoLangChainCrewAI logoCrewAILangSmith logoLangSmithOpenAI API logoOpenAI API
Import repo
Attach demo + launch link
Save stack
Publish proof
ComparePublish template
Starter example

RAG support chatbot

Template

Index help docs, retrieve relevant passages, answer with citations, and trace failures before shipping.

Built with

Pinecone logoPinecone

Public credibility status

Claimable

This profile now separates verified proof from self-reported claims, so founders can improve status without buying rank.

Profile strength

41/100

Claimable profile Β· 6 gaps

Verified Publisher

Verify ownership through DNS or well-known file.

Verified Adoption

Connect SDK/API events to prove adoption.

Team Verified

Add founder/team proof.

GitHub

Repository linked

Docs

Docs linked

Security

Add SOC2/security/compliance proof.

Backers

Add verified backer proof.

Protocol/API

Agent-readable proof present

Freshness

Awaiting fresh proof.

Built by
R

Ragas team

Founder / team from Ragas

OSS MaintainerProtocol Ready
Proof file
ProofStateEvidence

Publisher ownership

Domain or organization claim Β· Live

Pending reviewUnclaimed profile45% confidence

Verified adoption

SDK/API/CRM telemetry Β· Pending

AgentRank trust profile

Public proof buyers and agents can trust

Claim this tool to see who is evaluating it

AgentRank

18

Adoption + trust composite

Trust Score

38

observed

Category Rank

Not ranked yet

Observability

Protocols

API, SDK

Agent-readable metadata

Trust Registry

AgentRank evidence file
observed

Source breakdown

GitHub14,555

68% confidence

Protocol support

APISDK
Adoption over time
Last 8 weeksSmall cohort suppressed Β· trust 38

Timeline appears after verified events.

We do not draw a fake adoption chart before live usage, self-reported proof, or challenge activity exists for this product.

Suppressed

active developers

Unavailable

verified adoptions

Suppressed

retention

Your developer adoption profile is already visible.

Claim it to verify data, add integrations, and unlock adoption intelligence on developers and accounts evaluating Ragas.

Claim your tool

Developer identities

See the builders behind saves, docs clicks, API calls, and retained usage.

Talk to sales

Account map

Resolve developer activity into companies, teams, and enterprise accounts.

Developer identities, account mapping, retention cohorts, and competitor overlap are available on Growth and Enterprise plans.

About Ragas

Evaluation framework for testing RAG and LLM applications with metrics, synthetic test data, and CI-friendly quality checks.

Resources
Websitewebsite

Canonical product website

DocumentationDocs

Live product documentation or install guide

GitHubGitHub

Public source repository used for activity verification

Workspace actions

Sign up to save, follow, compare, publish builds, or verify ownership.

Public links
Visit WebsiteDocumentationGitHubView Alternatives3 Resources
GitHub Stats

14,555

Stars

1,511

Forks

453

Issues

Quick Info
PricingOpen source
Open sourceYes
API availableYes
Add to Your Project
[![Ragas on Adoption Intelligence](https://tokensand.com/api/badges/ragas)](https://tokensand.com/tools/observability/ragas)
Ragas badge previewPreview

Add this badge to your README.md to show your listing on Adoption Intelligence.

16,317
1,562
Open source
Why recommended

Highly similar description

Evidently logo
Evidently

ObservabilityΒ· evidentlyai.com

Freemium

Open-source observability and evaluation framework for monitoring ML and LLM applications with tests and metrics.

Why recommended

Highly similar description

7,650
872
Open source
Why recommended

Highly similar description

Giskard logo
Giskard

ObservabilityΒ· giskard.ai

Freemium

Open-source evaluation and testing library for LLM agents, RAG systems, and AI risk checks.

Why recommended

Same category

5,476
478
Open source
Why recommended

Same category

TruLens logo
TruLens

ObservabilityΒ· trulens.org

Open source

Open-source evaluation and tracking toolkit for measuring LLM app quality, feedback functions, and RAG behavior.

Why recommended

Same category

3,400
305
Open source
Why recommended

Same category

Ragas vs TruLensSide-by-side pricing, API surface, and adoption evidence.

Check the adoption evidence

  • Observability developers actually keep usingFiltered to products with verified usage events, cohort breadth, and retention.
  • AgentRank category rankingsHow every category is ordered by adoption proof, trust, and protocol support.
  • Best Open Source AI ToolsShortlist guide for this category, with the tradeoffs written out.
  • Best AI Observability ToolsShortlist guide for this category, with the tradeoffs written out.

Own Ragas? Generate its adoption badge embed, or claim the profile to send verified usage events.

Needs verification

Security/compliance

No security, trust, or compliance source attached

Source linked

Integration fit

API available with docs/profile signal

View source
Needs verification

Adoption proof

No public adoption proof attached

Vendor value loop

Vendors receive anonymous aggregate evaluation demand by default. Account details are shared only after explicit buyer contact or consent.

Request vendor contact
free
Public JavaScript package download trends for SDK/tool adoption proxies.
PyPI StatsfreePublic Python package download trends for SDK/tool adoption proxies.
Product Hunt APIfreemiumLaunch timing, maker activity, and early-adopter demand signals when products launch publicly.
Qdrant logo
Qdrant
LangChain logoLangChain
LangSmith logoLangSmith
Load docs
Embed chunks
Retrieve context
Trace bad answers
CompareStart with vector DB
Pending review
GitHubWebsite

Team proof is pending until the product profile is claimed.

OSS MaintainerProtocol Ready
Owner checklist

Verified domain

+15

Verify publisher ownership to remove the unclaimed status gap.

SDK/API telemetry connected

+20

Connect SDK to unlock Verified Adoption.

Verified adoption badge

+10

Send enough verified adoption events to pass the cohort threshold.

Funding, backer, or security proof

+8

Add funding, backer, or security evidence to qualify for higher trust badges.

Improve profile
Pending review
Insufficient cohort50% confidence

Category rank

AgentRank methodology Β· Pending

Pending reviewRank pending40% confidence

Team proof

Domain, social, and team evidence Β· Live

Pending reviewTeam signal exists45% confidence

Security and enterprise readiness

Docs, compliance, protocol, and readiness signals Β· Pending

Pending reviewSecurity proof pending38% confidence
Share and embed

Public profile card

Share the product's rank, trust state, and top badges.

Open

Verified Adoption badge

README and website badge backed by telemetry.

Open
[![Verified Adoption](/api/badges/ragas?variant=verified)](https://tokensand.com/tools/observability/ragas)

Top 10 badge

Unlocks automatically when the profile enters Top 10.

Open
[![Top 10](/api/badges/ragas?variant=top10)](https://tokensand.com/tools/observability/ragas)

Team launch card

Founder/team credibility card for launch posts and investor updates.

Open

Weekly momentum card

Share rank movement and verified adoption growth.

EnterpriseOpen
Launch copy

Ragas is live as a public adoption profile: https://tokensand.com/tools/observability/ragas. Verified proof beats vanity metrics.

Embed path: /api/badges/ragas?variant=verified Β· Profile: /tools/observability/ragas

Tracked Developers

0

Known active developer activity

Profile Status

Unclaimed

Owner action needed

Agent-readable protocol evidence raises trust and commercial readiness.

Benchmark proof

Benchmark proof pending

Attach latency, cost, accuracy, reliability, or eval evidence to unlock the performance component.

Trust gaps

Verify publisher ownership
Send SDK/API telemetry
Attach benchmark evidence

Enterprise verification can enrich evidence and export proof packages, but cannot buy rank.

Claim this tool to see who is evaluating it
Next best action

Claim Ragas before competitors use this profile as proof.

Connect usage events, resolve developer identities, and see which accounts are evaluating Ragas.

Claim this tool to see who is evaluating it
Talk to sales

Retention cohorts

Track first API call through 7/30/90-day retention and expansion.

Talk to sales

Competitor overlap

Find developers evaluating alternatives and switching between tools.

Talk to sales

Category benchmark

Compare activation, retention, and growth against your market.

Talk to sales

Recommended actions

Prioritized DevRel, product, and sales plays based on live adoption signals.

Talk to sales
Ship with Ragas in 60 seconds
Hackathon-readyShell

Auto-detected from official docs

pip
pip install ragas
Docs:Official DocsGitHubWebsite