RRepoGEO

REPOGEO REPORT · LITE

vercel-labs/opensrc

Default branch main · commit 2efd74e8 · scanned 5/20/2026, 10:07:22 AM

GitHub: 2,116 stars · 111 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
40 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 warn · 0 fail
Objective metadata checks
AI knows your name
3 / 3
Direct prompts that named your repo
HOW TO READ THIS REPORT

Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface vercel-labs/opensrc, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.

Action plan — copy-paste fixes

3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Clarify the primary use case and target audience in the README's opening

    Why:

    CURRENT
    # opensrc

Give coding agents access to any package's source code.
    COPY-PASTE FIX
    # opensrc

A CLI tool that fetches and caches the full source code of npm, PyPI, and other packages, specifically designed to give AI coding agents deeper context for more accurate code generation and analysis.
  • mediumtopics#2
    Add more specific topics to reinforce the AI agent context and differentiate from generic tools

    Why:

    CURRENT
    ai, ai-coding, cli, coding-agents, developer-tools, llm, nodejs, npm, source-code, typescript
    COPY-PASTE FIX
    ai, ai-agent-context, ai-coding, cli, coding-agents, llm, llm-tooling, nodejs, npm, package-source-code, typescript
  • mediumreadme#3
    Add a section to the README explaining how opensrc differs from related but distinct tools

    Why:

    COPY-PASTE FIX
    ## Why opensrc?

`opensrc` is distinct from general code search engines (like Sourcegraph or OpenGrok) and package managers/registries (like Verdaccio or Artifactory). While those tools serve different purposes, `opensrc` focuses specifically on providing AI coding agents with direct, cached access to the *full, runnable source code* of packages, enabling deeper contextual understanding beyond just API definitions or metadata.

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?

Same questions for every model — switch tabs to compare answers and rankings.

Recall
0 / 2
0% of queries surface vercel-labs/opensrc
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Sourcegraph
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Sourcegraph · recommended 1×
  2. lsif-go · recommended 1×
  3. lsif-tsc · recommended 1×
  4. scip-java · recommended 1×
  5. OpenGrok · recommended 1×
  • CATEGORY QUERY
    How to provide complete source code context of dependencies for AI coding agents?
    you: not recommended
    AI recommended (in order):
    1. Sourcegraph
    2. lsif-go
    3. lsif-tsc
    4. scip-java
    5. OpenGrok
    6. GitHub Code Search
    7. GitLab Code Search
    8. npm
    9. pip
    10. go mod download
    11. Maven
    12. Gradle
    13. Tree-sitter
    14. CodeQL

    AI recommended 14 alternatives but never named vercel-labs/opensrc. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help fetch and cache npm package source code for LLM analysis?
    you: not recommended
    AI recommended (in order):
    1. Verdaccio
    2. Artifactory
    3. Nexus Repository Manager
    4. npm cache
    5. npm pack
    6. wget
    7. curl

    AI recommended 7 alternatives but never named vercel-labs/opensrc. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    pass

  • README presence
    pass

Self-mention check

Does AI even know your repo exists when asked about it directly?

  • Compared to common alternatives in this category, what is the core differentiator of vercel-labs/opensrc?
    pass
    AI named vercel-labs/opensrc explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts vercel-labs/opensrc in production, what risks or prerequisites should they evaluate first?
    pass
    AI named vercel-labs/opensrc explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • In one sentence, what problem does the repo vercel-labs/opensrc solve, and who is the primary audience?
    pass
    AI named vercel-labs/opensrc explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

Embed your GEO score

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MARKDOWN (README)
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vercel-labs/opensrc — RepoGEO report