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LoadingRAG Frameworks
LightRAG is a graph-based retrieval framework and API server for building fast knowledge-graph RAG systems that combine vector and graph retrieval.
Source-labeled signals for cost, reliability, security, integration, and adoption proof. Missing compliance evidence is shown as a gap, not guessed.
Hackathons, workshops, office hours, launches, and partner challenges tied to this product.
No public events yet
Claimed teams can add hackathons, webinars, office hours, and challenges, then measure attendee to usage ROI.
No public community builds yet. These starter examples are templates, not fabricated activity.
Developer identities, account mapping, retention cohorts, and competitor overlap are available on Growth and Enterprise plans.
Generated from similarity, co-save, category, project, and adoption signals.
Best for
Watch-outs
Quickstart
curl https://github.com/HKUDS/LightRAG/blob/main/docs/LightRAG-API-Server.mdWhat you would get weekly
Save or follow LightRAG to track rank movement, new alternatives, starter examples, benchmark/docs changes, and project activity. Default cadence is weekly.
Open source profile signal; exact enterprise terms need buyer review.
View sourceNo status page, uptime, or SLA evidence attached
No security, trust, or compliance source attached
API available with docs/profile signal
View sourceNo public adoption proof attached
Shortlist only after verifying Reliability and Security/compliance.
Vendors receive anonymous aggregate evaluation demand by default. Account details are shared only after explicit buyer contact or consent.
Request vendor contactThese 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.
Index help docs, retrieve relevant passages, answer with citations, and trace failures before shipping.
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
Refreshed 7/4/2026
0
Known active developer activity
Unclaimed
Owner action needed
Agent-readable protocol evidence raises trust and commercial readiness.
Benchmark proof pending
Attach latency, cost, accuracy, reliability, or eval evidence to unlock the performance component.
Enterprise verification can enrich evidence and export proof packages, but cannot buy rank.
Claim this tool to see who is evaluating itClaim LightRAG before competitors use this profile as proof.
Connect usage events, resolve developer identities, and see which accounts are evaluating LightRAG.
Claim this tool to see who is evaluating itResolve developer activity into companies, teams, and enterprise accounts.
[](https://tokensand.com/tools/rag-frameworks/lightrag)
Add this badge to your README.md to show your listing on Adoption Intelligence.
Often evaluated near RAG Frameworks tools.
RAG Frameworks· crawl4ai.com
Open-source crawling and extraction framework for feeding RAG and agent pipelines with markdown, structured data, and browser-backed collection flows.
Vector similarity unavailable; ranked by category, tags, and public evidence.
Often evaluated near RAG Frameworks tools.
RAG Frameworks· firecrawl.dev
Web data API and open-source crawling stack for turning sites into clean markdown, structured data, and agent-ready content for RAG and automation pipelines.
Vector similarity unavailable; ranked by category, tags, and public evidence.
Often evaluated near RAG Frameworks tools.
RAG Frameworks· github.com
Microsoft MarkItDown is an open-source document conversion tool that turns files and office documents into Markdown for LLM, RAG, and text-analysis pipelines.
Vector similarity unavailable; ranked by category, tags, and public evidence.
Often evaluated near RAG Frameworks tools.
Verified adoption badge
+10Send enough verified adoption events to pass the cohort threshold.
Funding, backer, or security proof
+8Add funding, backer, or security evidence to qualify for higher trust badges.
Verified Adoption badge
README and website badge backed by telemetry.
[](https://tokensand.com/tools/rag-frameworks/lightrag)Top 10 badge
Category rank badge is live.
[](https://tokensand.com/tools/rag-frameworks/lightrag)Team launch card
Founder/team credibility card for launch posts and investor updates.
Weekly momentum card
Share rank movement and verified adoption growth.
LightRAG is live as a public adoption profile: https://tokensand.com/tools/rag-frameworks/lightrag. Verified proof beats vanity metrics.
Embed path: /api/badges/lightrag?variant=verified · Profile: /tools/rag-frameworks/lightrag