Find 22,000+ LightRAG Graph + Vector RAG Framework Developer Leads (HKUDS/LightRAG lightrag insert query async_insert authors, LightRAG naive local global hybrid search mode engineers, LightRAG working_dir GraphStorage VectorStorage KVStorage contributors, LightRAG openai google anthropic custom LLM embedding developers, LightRAG knowledge graph entity relation extraction authors, LightRAG Neo4j TiDB Postgres AGE graph backend engineers, LightRAG incremental update delete entity query contributor) Leads on GitHub

GitLeads monitors GitHub stars, forks, issues, and keyword signals to surface LightRAG Graph + Vector RAG Framework Developer Leads (HKUDS/LightRAG lightrag insert query async_insert authors, LightRAG naive local global hybrid search mode engineers, LightRAG working_dir GraphStorage VectorStorage KVStorage contributors, LightRAG openai google anthropic custom LLM embedding developers, LightRAG knowledge graph entity relation extraction authors, LightRAG Neo4j TiDB Postgres AGE graph backend engineers, LightRAG incremental update delete entity query contributor) leads who are actively building — right when they're most likely to buy your developer tool. Turn GitHub activity into pipeline.

Find LightRAG Graph + Vector RAG Framework Developer Leads (HKUDS/LightRAG lightrag insert query async_insert authors, LightRAG naive local global hybrid search mode engineers, LightRAG working_dir GraphStorage VectorStorage KVStorage contributors, LightRAG openai google anthropic custom LLM embedding developers, LightRAG knowledge graph entity relation extraction authors, LightRAG Neo4j TiDB Postgres AGE graph backend engineers, LightRAG incremental update delete entity query contributor) Leads Free →View Pricing
22,000+
LightRAG Dev Leads indexed
14
GitHub signals tracked
73%
Avg email find rate
500+
New leads per day

Sample LightRAG Dev Leads — Live from GitHub

Emails partially redacted. Sign up free to reveal contact details and start outreach.

DeveloperGitHub StarsReposLocationEmail
Alex Chen
@alexchen
Open source enthusiast. Building developer tools.
2,84034San Francisco, CAa***@gmail.comReveal →
Sarah K.
@sarahk_dev
Full-stack dev. Loves OSS and clean APIs.
1,19021Berlin, Germanys***@proton.meReveal →
Marcus T.
@marcust
Maintainer of several popular libraries.
3,47058Toronto, Canadam***@outlook.comReveal →
Priya R.
@priyaR
Engineer at a Series B SaaS startup.
89016Bangalore, Indiap***@gmail.comReveal →
Jordan M.
@jmdev
DevRel engineer. Writes about DX and tooling.
4,12047Austin, TXj***@hey.comReveal →
Unlock All 22,000+ LightRAG Dev Leads — Free

How GitLeads Finds LightRAG Graph + Vector RAG Framework Developer Leads (HKUDS/LightRAG lightrag insert query async_insert authors, LightRAG naive local global hybrid search mode engineers, LightRAG working_dir GraphStorage VectorStorage KVStorage contributors, LightRAG openai google anthropic custom LLM embedding developers, LightRAG knowledge graph entity relation extraction authors, LightRAG Neo4j TiDB Postgres AGE graph backend engineers, LightRAG incremental update delete entity query contributor) Leads on GitHub

STEP 01

GitHub Signal Detection

We continuously index GitHub repositories tagged with LightRAG Graph + Vector RAG Framework Developer Leads (HKUDS/LightRAG lightrag insert query async_insert authors, LightRAG naive local global hybrid search mode engineers, LightRAG working_dir GraphStorage VectorStorage KVStorage contributors, LightRAG openai google anthropic custom LLM embedding developers, LightRAG knowledge graph entity relation extraction authors, LightRAG Neo4j TiDB Postgres AGE graph backend engineers, LightRAG incremental update delete entity query contributor)-related topics. Stars, forks, new issues, and README keywords all fire signals.

STEP 02

Developer Profiling

Each developer's activity is scored by recency, influence (stars earned), and project relevance. You get leads ranked by likelihood to engage.

STEP 03

Contact Enrichment

We cross-reference public commit metadata, README contact sections, and linked social profiles to find verified email addresses.

STEP 04

Pipeline & CRM Export

Export leads to CSV, push to HubSpot, Salesforce, or Pipedrive, or use our REST API. Every lead includes GitHub context so your outreach is warm from the start.

Who Uses GitLeads for LightRAG Graph + Vector RAG Framework Developer Leads (HKUDS/LightRAG lightrag insert query async_insert authors, LightRAG naive local global hybrid search mode engineers, LightRAG working_dir GraphStorage VectorStorage KVStorage contributors, LightRAG openai google anthropic custom LLM embedding developers, LightRAG knowledge graph entity relation extraction authors, LightRAG Neo4j TiDB Postgres AGE graph backend engineers, LightRAG incremental update delete entity query contributor) GitHub Leads?

FAQ: GitHub Leads for LightRAG Graph + Vector RAG Framework Developer Leads (HKUDS/LightRAG lightrag insert query async_insert authors, LightRAG naive local global hybrid search mode engineers, LightRAG working_dir GraphStorage VectorStorage KVStorage contributors, LightRAG openai google anthropic custom LLM embedding developers, LightRAG knowledge graph entity relation extraction authors, LightRAG Neo4j TiDB Postgres AGE graph backend engineers, LightRAG incremental update delete entity query contributor)

How many LightRAG Dev Leads are on GitHub?

Our index currently tracks over 22,000 LightRAG Dev Leads with verifiable activity in the last 90 days. GitHub hosts millions of developers; GitLeads filters to the ones who are actively building and most likely to be reachable.

How does GitLeads find LightRAG Graph + Vector RAG Framework Developer Leads (HKUDS/LightRAG lightrag insert query async_insert authors, LightRAG naive local global hybrid search mode engineers, LightRAG working_dir GraphStorage VectorStorage KVStorage contributors, LightRAG openai google anthropic custom LLM embedding developers, LightRAG knowledge graph entity relation extraction authors, LightRAG Neo4j TiDB Postgres AGE graph backend engineers, LightRAG incremental update delete entity query contributor) developer emails?

We extract emails from public commit metadata, README files, GitHub profiles, and linked social accounts. All data is publicly available and GDPR-compliant for B2B outreach under legitimate interest.

Can I filter LightRAG Dev Leads by location, stars, or company?

Yes. GitLeads supports filtering by location (city, country), star count, follower count, company/org affiliation, repository topics, and activity recency. Build hyper-targeted lists in minutes.

How often is the LightRAG Graph + Vector RAG Framework Developer Leads (HKUDS/LightRAG lightrag insert query async_insert authors, LightRAG naive local global hybrid search mode engineers, LightRAG working_dir GraphStorage VectorStorage KVStorage contributors, LightRAG openai google anthropic custom LLM embedding developers, LightRAG knowledge graph entity relation extraction authors, LightRAG Neo4j TiDB Postgres AGE graph backend engineers, LightRAG incremental update delete entity query contributor) developer list updated?

Our GitHub crawler runs continuously. New developers who star or fork a LightRAG Graph + Vector RAG Framework Developer Leads (HKUDS/LightRAG lightrag insert query async_insert authors, LightRAG naive local global hybrid search mode engineers, LightRAG working_dir GraphStorage VectorStorage KVStorage contributors, LightRAG openai google anthropic custom LLM embedding developers, LightRAG knowledge graph entity relation extraction authors, LightRAG Neo4j TiDB Postgres AGE graph backend engineers, LightRAG incremental update delete entity query contributor) repository are added to your pipeline within 24 hours.

Start Finding LightRAG Graph + Vector RAG Framework Developer Leads (HKUDS/LightRAG lightrag insert query async_insert authors, LightRAG naive local global hybrid search mode engineers, LightRAG working_dir GraphStorage VectorStorage KVStorage contributors, LightRAG openai google anthropic custom LLM embedding developers, LightRAG knowledge graph entity relation extraction authors, LightRAG Neo4j TiDB Postgres AGE graph backend engineers, LightRAG incremental update delete entity query contributor) Leads on GitHub Today

50 free leads every month. No credit card required. Export to CSV or push directly to your CRM.

Get 50 Free LightRAG Graph + Vector RAG Framework Developer Leads (HKUDS/LightRAG lightrag insert query async_insert authors, LightRAG naive local global hybrid search mode engineers, LightRAG working_dir GraphStorage VectorStorage KVStorage contributors, LightRAG openai google anthropic custom LLM embedding developers, LightRAG knowledge graph entity relation extraction authors, LightRAG Neo4j TiDB Postgres AGE graph backend engineers, LightRAG incremental update delete entity query contributor) Leads →

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