Find 22,000+ Instructor Structured LLM Output Developer Leads (instructor-ai/instructor instructor from_openai from_anthropic client authors, Instructor patch client response_model validation retry engineers, Instructor Partial streaming IncompleteModel async contributors, Instructor Mode JSON TOOLS FUNCTIONS ANTHROPIC_JSON developers, Instructor iterable IterableModel List extraction multi-response authors, Instructor pydantic BaseModel validator model field extraction engineers, Instructor Python structured LLM output Pydantic validation library contributor) Leads on GitHub
GitLeads monitors GitHub stars, forks, issues, and keyword signals to surface Instructor Structured LLM Output Developer Leads (instructor-ai/instructor instructor from_openai from_anthropic client authors, Instructor patch client response_model validation retry engineers, Instructor Partial streaming IncompleteModel async contributors, Instructor Mode JSON TOOLS FUNCTIONS ANTHROPIC_JSON developers, Instructor iterable IterableModel List extraction multi-response authors, Instructor pydantic BaseModel validator model field extraction engineers, Instructor Python structured LLM output Pydantic validation library contributor) leads who are actively building — right when they're most likely to buy your developer tool. Turn GitHub activity into pipeline.
Sample Instructor AI Dev Leads — Live from GitHub
Emails partially redacted. Sign up free to reveal contact details and start outreach.
| Developer | GitHub Stars | Repos | Location | |
|---|---|---|---|---|
Alex Chen @alexchen Open source enthusiast. Building developer tools. | ★ 2,840 | 34 | San Francisco, CA | a***@gmail.comReveal → |
Sarah K. @sarahk_dev Full-stack dev. Loves OSS and clean APIs. | ★ 1,190 | 21 | Berlin, Germany | s***@proton.meReveal → |
Marcus T. @marcust Maintainer of several popular libraries. | ★ 3,470 | 58 | Toronto, Canada | m***@outlook.comReveal → |
Priya R. @priyaR Engineer at a Series B SaaS startup. | ★ 890 | 16 | Bangalore, India | p***@gmail.comReveal → |
Jordan M. @jmdev DevRel engineer. Writes about DX and tooling. | ★ 4,120 | 47 | Austin, TX | j***@hey.comReveal → |
How GitLeads Finds Instructor Structured LLM Output Developer Leads (instructor-ai/instructor instructor from_openai from_anthropic client authors, Instructor patch client response_model validation retry engineers, Instructor Partial streaming IncompleteModel async contributors, Instructor Mode JSON TOOLS FUNCTIONS ANTHROPIC_JSON developers, Instructor iterable IterableModel List extraction multi-response authors, Instructor pydantic BaseModel validator model field extraction engineers, Instructor Python structured LLM output Pydantic validation library contributor) Leads on GitHub
GitHub Signal Detection
We continuously index GitHub repositories tagged with Instructor Structured LLM Output Developer Leads (instructor-ai/instructor instructor from_openai from_anthropic client authors, Instructor patch client response_model validation retry engineers, Instructor Partial streaming IncompleteModel async contributors, Instructor Mode JSON TOOLS FUNCTIONS ANTHROPIC_JSON developers, Instructor iterable IterableModel List extraction multi-response authors, Instructor pydantic BaseModel validator model field extraction engineers, Instructor Python structured LLM output Pydantic validation library contributor)-related topics. Stars, forks, new issues, and README keywords all fire signals.
Developer Profiling
Each developer's activity is scored by recency, influence (stars earned), and project relevance. You get leads ranked by likelihood to engage.
Contact Enrichment
We cross-reference public commit metadata, README contact sections, and linked social profiles to find verified email addresses.
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 Instructor Structured LLM Output Developer Leads (instructor-ai/instructor instructor from_openai from_anthropic client authors, Instructor patch client response_model validation retry engineers, Instructor Partial streaming IncompleteModel async contributors, Instructor Mode JSON TOOLS FUNCTIONS ANTHROPIC_JSON developers, Instructor iterable IterableModel List extraction multi-response authors, Instructor pydantic BaseModel validator model field extraction engineers, Instructor Python structured LLM output Pydantic validation library contributor) GitHub Leads?
- Developer tool founders — build a pipeline of warm leads before your Product Hunt launch
- DevRel teams — identify community champions and potential OSS contributors
- B2B SaaS companies — target Instructor AI Dev Leads who are actively evaluating new tools
- Recruiting agencies — source active Instructor AI Dev Leads for technical hiring
- Agencies & growth consultants — resell developer lead generation as a service
FAQ: GitHub Leads for Instructor Structured LLM Output Developer Leads (instructor-ai/instructor instructor from_openai from_anthropic client authors, Instructor patch client response_model validation retry engineers, Instructor Partial streaming IncompleteModel async contributors, Instructor Mode JSON TOOLS FUNCTIONS ANTHROPIC_JSON developers, Instructor iterable IterableModel List extraction multi-response authors, Instructor pydantic BaseModel validator model field extraction engineers, Instructor Python structured LLM output Pydantic validation library contributor)
How many Instructor AI Dev Leads are on GitHub?
Our index currently tracks over 22,000 Instructor AI 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 Instructor Structured LLM Output Developer Leads (instructor-ai/instructor instructor from_openai from_anthropic client authors, Instructor patch client response_model validation retry engineers, Instructor Partial streaming IncompleteModel async contributors, Instructor Mode JSON TOOLS FUNCTIONS ANTHROPIC_JSON developers, Instructor iterable IterableModel List extraction multi-response authors, Instructor pydantic BaseModel validator model field extraction engineers, Instructor Python structured LLM output Pydantic validation library 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 Instructor AI 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 Instructor Structured LLM Output Developer Leads (instructor-ai/instructor instructor from_openai from_anthropic client authors, Instructor patch client response_model validation retry engineers, Instructor Partial streaming IncompleteModel async contributors, Instructor Mode JSON TOOLS FUNCTIONS ANTHROPIC_JSON developers, Instructor iterable IterableModel List extraction multi-response authors, Instructor pydantic BaseModel validator model field extraction engineers, Instructor Python structured LLM output Pydantic validation library contributor) developer list updated?
Our GitHub crawler runs continuously. New developers who star or fork a Instructor Structured LLM Output Developer Leads (instructor-ai/instructor instructor from_openai from_anthropic client authors, Instructor patch client response_model validation retry engineers, Instructor Partial streaming IncompleteModel async contributors, Instructor Mode JSON TOOLS FUNCTIONS ANTHROPIC_JSON developers, Instructor iterable IterableModel List extraction multi-response authors, Instructor pydantic BaseModel validator model field extraction engineers, Instructor Python structured LLM output Pydantic validation library contributor) repository are added to your pipeline within 24 hours.
Start Finding Instructor Structured LLM Output Developer Leads (instructor-ai/instructor instructor from_openai from_anthropic client authors, Instructor patch client response_model validation retry engineers, Instructor Partial streaming IncompleteModel async contributors, Instructor Mode JSON TOOLS FUNCTIONS ANTHROPIC_JSON developers, Instructor iterable IterableModel List extraction multi-response authors, Instructor pydantic BaseModel validator model field extraction engineers, Instructor Python structured LLM output Pydantic validation library 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 Instructor Structured LLM Output Developer Leads (instructor-ai/instructor instructor from_openai from_anthropic client authors, Instructor patch client response_model validation retry engineers, Instructor Partial streaming IncompleteModel async contributors, Instructor Mode JSON TOOLS FUNCTIONS ANTHROPIC_JSON developers, Instructor iterable IterableModel List extraction multi-response authors, Instructor pydantic BaseModel validator model field extraction engineers, Instructor Python structured LLM output Pydantic validation library contributor) Leads →