OpenQ - Open Source Observability for Developer Tools

Open source observability
for developer tools.

OpenQ tracks GitHub adoption, dependency usage, forks, contributors, docs visibility, and scraped open source data. Use it to understand your developer ecosystem, improve LLM visibility, or source cleaner code data for models you are training.

openq observability --preview

object	signal	source	status	use_case
Dependency adoption	Dependency adoption	GitHub scraping	Observed	Track usage trend
Training data candidates	Human-written code	Open source scraping	Scored	Export model data
Contributor graph	Maintainer network	GitHub activity	Mapped	Find key builders
LLM answer surfaces	Docs and examples	LLM visibility	Gap found	Improve public context
Company matches	Open source usage	Enrichment	Qualified	Route GTM signal

GitHub scraping, open source observability, LLM visibility, code data, community and GTM signal

Trusted by engineering teams at

Scrape GitHub at scale. Find real adoption.

We analyze public repositories, dependencies, forks, contributors, commit history, and project metadata to show who is actually using your tool and which communities are forming around it.

adoption_scan.json

repos_scanned: 14,283,901

dependencies_checked: 892,441,203

developers_mapped: 4,200,000+

company_matches: enriched

update_frequency: continuous

docs/quickstart.mdLLM gap

examples/auth-flow.tsStrong signal

github.com/acme/sdkAdopted

competitor/sdk-pythonSwitch target

discord/communityNeeds nurture

Improve visibility across LLMs, docs, and examples.

We identify the pages, examples, public repositories, and community answers that shape how developers and AI assistants explain your tool. Then we help strengthen the material that drives discovery.

Convert community signal into GTM motion.

We map developer networks across GitHub, open source projects, organizations, and contribution patterns. Use that signal to identify accounts, nurture the right builders, and move community members toward paid usage when the timing is right.

4.2M developers · 28M community connections mapped

See your open source signal

across GitHub, LLMs, and scraped code data.

observability_record.json

{
  "repository": "github.com/acme/sdk",
  "dependency_usage": "growing",
  "contributors_mapped": 842,
  "fork_activity": "active",
  "llm_visibility": "weak",
  "training_data_quality": 0.94,
  "code_origin": "human-written",
  "recommended_view": "observability dashboard"
}

One observability layer for your open source ecosystem. OpenQ connects GitHub scraping, dependency tracking, contributor graphs, LLM visibility, and code data quality in one place.

Observe adoption

Track repositories, dependencies, forks, contributors, maintainers, and usage patterns across public GitHub activity.

Analyze visibility

See how your tool appears in docs, examples, open source projects, and LLM answer surfaces, including where public context is missing.

Export useful data

Use observability data for community analysis, GTM segmentation, or scraped open source code datasets for LLM training workflows.

Developers discover tools differently now.
You need visibility where they look.

OpenQ helps you understand how your project shows up in LLM answers, open source examples, GitHub dependency usage, and developer conversations. The same signal shows where your docs, examples, repos, and datasets need stronger public context.

LLMs

increasingly answer developer questions before your docs are visited

GitHub

reveals who actually adopted your tool, forked it, or replaced it

GTM

turns community activity into qualified company and user segments

Growth Support

Use the data to grow the community.

After OpenQ shows where adoption, visibility, and community energy are happening, we help teams turn those signals into distribution work: better docs, stronger examples, community programs, outreach, and GTM motions.

For LLM visibility

Use observability data to understand whether AI assistants can explain, recommend, and cite your tool, then improve the docs, examples, and repositories they learn from.

For open source communities

Turn contributor, fork, dependency, and maintainer signals into a practical plan for growing the right parts of your community.

For developer tool companies

Understand how developers discover and distribute your tool, where adoption is blocked, and which segments should become GTM priorities.

For community-to-customer conversion

Turn contributors, plugin builders, SDK users, and event participants into targeted nurture, sales, and advocacy motions without losing the open source context.

Frequently

asked questions

What does OpenQ help with?

Do you only provide software?

How do you improve LLM visibility?

Can you help open source communities?

Can community activity become revenue signal?