mcpField
O
oss-growth-attribution

oss-growth-attribution

github.com/gingiris-1031Marketing & growth8741 installsUpdated 2w ago
Repository

About oss-growth-attribution

An analysis skill for reconstructing the sources of open-source project growth, intended for teams evaluating how a project gained traction. It combines GitHub timelines with original content across channels and distinguishes observed evidence, inference, and modeled estimates in an auditable report.

Key features

  1. 01Retrieve repository metadata, releases, and commits
  2. 02Build a star-growth timeline
  3. 03Search channels and retain original links
  4. 04Reconstruct project growth stages
  5. 05Separate observed, inferred, and modeled claims

Use cases

  1. 01Investigate why an open-source repository gained stars
  2. 02Align launch content with periods of star growth
  3. 03Compare public evidence across channels
  4. 04Plan follow-up growth tracking and attribution

Install

Copy the command and run it in a terminal.

$npx skills add https://github.com/gingiris-1031/gingiris-skills --skill oss-growth-attribution

After installing, type/oss-growth-attributionin Claude Code to confirm it loaded.

Bundled files

References and scripts installed along with SKILL.md.

agents/
openai.yaml
references/
api-playbook.md
attribution-model.md
evidence-schema.md

Details

From the project README

OSS Growth Attribution

Produce an auditable growth reconstruction, not a generic marketing checklist.

Workflow

  1. Resolve the canonical repository and validate it against the product domain.
  2. Fetch GitHub repository metadata, releases, earliest commits, and timestamped stargazers.
  3. Build a star timeline with daily resolution around spikes and monthly resolution elsewhere.
  4. Search GitHub Trending, Reddit, Hacker News, Product Hunt, X, LinkedIn, Instagram, TikTok, YouTube, developer media, technical blogs, and localized communities.
  5. Extract original content URLs; never substitute search-result URLs when an original URL is available.
  6. Normalize items to the evidence schema.
  7. Align publication times with star velocity using the attribution model.
  8. Divide history into preparation, community seed, accumulation, breakout, localization/SEO, and ecosystem stages. Omit unsupported stages.
  9. Report representative content per channel with hook, format, audience, funnel role, and original link.
  10. List channels searched but not evidenced. Absence of public evidence is not proof an event never happened.

Source priority

  1. GitHub REST API and repository commits/releases
  2. Original posts, videos, launch pages, and project-owned pages
  3. Independent archives or channel-specific analytics pages
  4. Search result snippets only as discovery or dated snapshots

Use the API playbook. Follow the environment's web-access skill for browsing.

Attribution guardrails

  • Label API fields and original posts as observed.
  • Label cross-source temporal conclusions as inferred.
  • Label percentage shares as modeled; use ranges, never fake precision.
  • Do not credit a channel merely because it is common in OSS marketing.
  • Treat GitHub Trending as both an outcome of prior velocity and an amplification channel.
  • Do not sum overlapping platform effects as independent last-click conversions.
  • Without first-party traffic, UTM, or referral logs, state uncertainty of at least ±10–15 percentage points.
  • Never claim Product Hunt or Show HN impact without a canonical launch/discussion URL or strong corroboration.

Required output

Return an executive conclusion, attribution limits, stage timeline, channel contribution ranges, key content table with original URLs, hook analysis, unsupported hypotheses, exact-attribution instrumentation, and next-stage action plan. Every material claim needs a URL or a clear modeled label.

加入出海社群与购买资料包 · Community & Resources

  • 加入出海社群： 微信添加 staywildgrow，留言「加入社群」即可。

  • 购买资料包： 微信添加 staywildgrow，咨询购买 Gingiris 出海资料包，价格 599 元人民币。

  • Join the global growth community: Add staywildgrow on WeChat and send “加入社群” (join the community).

  • Get the resource pack: Add staywildgrow on WeChat to purchase the Gingiris global growth resource pack for CNY 599.

社群与资料包为可选入口，不影响本开源 Skill 的安装和使用。

The community and paid resource pack are optional; neither is required to install or use this open-source skill.

Comments

Markdown supported