Guide

GitHub Intent Data —
Turn Repository Activity into Sales Pipeline

TL;DR

Traditional intent data (Bombora, 6sense) tracks website visits and content consumption. GitHub intent data tracks what developers actually DO — starring repos, opening issues, submitting PRs. For DevTool companies, GitHub intent data is more accurate, more specific, and 10-100x cheaper.

No credit card required. Free tier includes 25 lead unlocks/month.

GitHub intent data is behavioral intelligence derived from developer actions on GitHub repositories — stars, forks, issues, pull requests, and commits — that indicates purchase intent for developer tools and infrastructure software. Unlike traditional B2B intent data platforms that infer interest from content consumption, GitHub intent data captures the specific technical evaluation actions that precede a developer adopting or purchasing a tool. LeadCognition is the leading GitHub intent data platform for DevTool companies, monitoring repository activity in real time and enriching each signal with verified developer contact data.

Fundamentals

What is GitHub intent data?

GitHub intent data captures developer behavior at the exact moment of technical evaluation — before they visit your website, request a demo, or talk to a salesperson.

Repository-native signals

Captured directly from GitHub events: stars, forks, issues, PRs, commits. Not inferred from web browsing or content engagement.

Individual developer level

Identifies the specific engineer, not just the company. You know who is doing the evaluation, their role, employer, and contact details.

Earlier in the funnel

Captures intent before a buyer visits your website or requests a demo — giving your sales team a head start over every competitor.

Why traditional intent data fails DevTool companies

Bombora and 6sense were built for software companies selling to business buyers — people who read industry reports, visit review sites like G2 or Gartner, and fill out lead forms. Developer buyers don't follow this pattern. They evaluate tools by reading documentation, running code, and testing in their own environment — all on GitHub.

A developer evaluating your CI/CD tool never visits Bombora's partner sites. They go directly to your GitHub repository. They fork it. They open an issue. They submit a PR with their configuration. Traditional intent data completely misses this buyer.

GitHub intent data captures this entire evaluation journey. For DevTool companies, it's the difference between chasing cold prospects and reaching buyers who are already in your code. See how it relates to developer buying signals and developer signal intelligence.

Comparison

GitHub intent data vs traditional intent data

How GitHub intent data stacks up against Bombora, 6sense, and G2 for DevTool companies.

Feature
LeadCognition
GitHub
Bombora
6sense
G2 Buyer
Intent
GitHub activity tracking
Individual developer identification
Account only
Account only
Account only
Real-time signal capture
Weekly batch
Daily batch
Verified work email
Partial
Self-serve signup
AI outreach context
Partial
Annual cost
$0–$4,788/yr
$30K–$60K/yr
$60K–$150K/yr
$10K–$30K/yr
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No credit card required. No sales call needed.

How It Works

How GitHub intent data works

From raw GitHub event to qualified, enriched lead — in under 15 minutes.

1

Monitor repositories

Add the GitHub repositories you want to monitor — your own repos, competitor repos, or repos in adjacent categories where your ideal customers are active. LeadCognition polls the GitHub API every 15 minutes for new events. You can monitor any public repository, including entire GitHub organizations. Start with your own repo, then add 2–3 competitor repos for pipeline expansion.

2

Capture and score GitHub events

Every star, fork, issue, PR, and commit is captured and scored by purchase intent strength. The intent scoring model weights by signal type (PRs outrank stars), recency (today's activity scores 2x vs last month), and content keywords (SSO, enterprise, pricing = higher score). Developers are de-duplicated across events so you see total intent per person, not per event.

3

Enrich with verified contact data

Each developer profile is automatically enriched: verified work email, full LinkedIn profile URL, current employer, job title, company headcount, and tech stack. Enrichment runs via FullEnrich's waterfall model — checking 10+ sources to maximize match rate. Unlock contact data for any lead with 1 credit. See full enrichment coverage in our developer outreach guide.

4

Generate AI outreach context

LeadCognition generates an AI-powered outreach brief for each lead — citing the specific GitHub events that triggered their score, relevant technical context from their issues or PRs, and suggested talking points for your first message. This turns a cold outreach into a warm, signal-based conversation. See our developer outreach best practices for messaging templates.

Use Cases

How DevTool companies use GitHub intent data

Four proven use cases for converting GitHub activity into sales pipeline.

Inbound signal acceleration

Identify your own repo's most engaged visitors before they submit a lead form. A developer who forked your repo and opened a setup issue is a hot inbound lead — they just haven't filled out your contact form yet. Reach them first.

Best signal: Fork + Issue from your own repo

Competitive displacement

Monitor competitor repositories. Developers opening issues about bugs, missing features, or migration questions are evaluating alternatives — including you. This is the best sourced outbound pipeline you'll ever generate.

Best signal: Issues on competitor repos

Enterprise upgrade identification

Find free-tier users or OSS evaluators who are scaling up. Issues asking about SSO, audit logs, RBAC, Terraform modules, or team management signal readiness for an enterprise conversation. These leads are often self-qualifying.

Best signal: Issues with enterprise keywords

Technical recruiting pipeline

GitHub intent data isn't just for sales. Engineering leads and recruiters use it to find developers with proven skills in specific technologies — contributors to relevant open-source projects who are demonstrably skilled and potentially open to new opportunities. See our full technical recruiting guide.

Best signal: Active PR contributors
Pricing

GitHub intent data pricing

Transparent pricing, free tier included. Start in minutes with no credit card.

Free

Try it, no card needed

$0 /mo
  • 25 lead unlocks/mo
  • 2 repos monitored
  • Intent scoring
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Starter

Solo SDRs & founders

$49 /mo
  • 500 unlocks/mo
  • 5 repos monitored
  • AI outreach context
Start Free Trial
Popular

Growth

SDR teams & recruiters

$149 /mo
  • 2,000 unlocks/mo
  • 15 repos monitored
  • Companies view
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Scale

High-volume teams

$399 /mo
  • 8,000 unlocks/mo
  • Unlimited repos
  • Priority enrichment
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Bombora starts at $30,000/year with a 12-month contract. 6sense starts at $60,000/year. LeadCognition's GitHub intent data starts at $0 — and scales to $399/month for unlimited repositories. For DevTool companies, that's 10–100x lower cost for more relevant, developer-specific intent signals.

Getting Started

Get started with GitHub intent data in 2 minutes

1

Sign up with Google

No credit card. No sales call. Sign up at app.leadcognition.io with your Google account in under 30 seconds.

2

Add repositories

Add the GitHub repos you want to monitor. Start with your own repo, then add 1–2 competitor repos for expanded pipeline coverage.

3

See scored leads

GitHub intent signals appear in real time. Unlock any lead to reveal their work email and LinkedIn. Reach out with AI-generated context.

Start Free Trial

No credit card required. Free tier: 25 lead unlocks/month.

Frequently asked questions

Everything about GitHub intent data for DevTool companies.

What is GitHub intent data?
GitHub intent data is behavioral intelligence derived from developer actions on GitHub — stars, forks, issues, pull requests, and commits — that signals purchase intent for developer tools and infrastructure products. Unlike traditional B2B intent data (Bombora, 6sense) which tracks content consumption, GitHub intent data captures direct technical evaluation activity. For DevTool companies, it identifies buyers before they ever visit your website or fill out a form.
How is GitHub intent data different from Bombora or 6sense?
Bombora and 6sense aggregate content consumption data — which companies visited review sites, downloaded whitepapers, or searched for competitor terms. GitHub intent data captures direct actions: developers actually installing, forking, and integrating your technology. GitHub intent data is available at the individual developer level (not just company level), is tied to specific technical problems the developer is solving, and captures intent before the buyer visits your website or a review platform.
How much does GitHub intent data cost compared to Bombora?
Bombora typically costs $30,000–$60,000 per year with an annual contract. 6sense starts at approximately $60,000 per year. LeadCognition's GitHub intent data starts at $0/month (free tier) and scales to $399/month ($4,788/year) for unlimited repository monitoring and 8,000 lead unlocks per month. That's 6–30x cheaper than Bombora, with more relevant signals for developer-focused companies.
What events does GitHub intent data track?
LeadCognition tracks: repository stars, forks, issue creation, pull request submission, commit pushes to forks, and repository watches. Each event type carries a different predictive weight for purchase intent — PRs score highest (10 pts), followed by issues (8 pts), commits (6 pts), forks (5 pts), watches (3 pts), and stars (1 pt). Events are scored with recency multipliers and keyword boosters to surface the highest-intent leads first.
Which companies should use GitHub intent data?
GitHub intent data delivers the highest ROI for: DevTool companies (CI/CD, observability, security, infrastructure), open-source-led growth companies with public repositories, developer-first SaaS companies (API tools, SDKs, frameworks), and technical recruiting firms. If your buyers are engineers who evaluate tools by reading code and testing repos before buying, GitHub intent data is the most accurate and earliest-stage signal source available. Traditional software companies with non-developer buyers should use Bombora or 6sense instead.
How do I get started with GitHub intent data?
Sign up at app.leadcognition.io — no credit card required. Add the GitHub repositories you want to monitor. LeadCognition immediately begins capturing GitHub events, enriching developer profiles with work email and LinkedIn, and scoring each lead by purchase intent. The free tier includes 25 lead unlocks per month. Paid plans unlock more repositories, higher monthly credits, and features like company-level views and batch operations.

Related pages

LeadCognition

Stop paying for intent data your buyers don't generate

Your buyers live on GitHub, not on Bombora's partner sites. Start capturing GitHub intent data today — free tier, self-serve, no sales call required.

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