RRepoGEO

REPOGEO REPORT · LITE

FDA/openfda

Default branch master · commit fdbe5432 · scanned 6/10/2026, 10:36:44 AM

GitHub: 677 stars · 165 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
35 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 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 FDA/openfda, 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
  • hightopics#1
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    fda, openfda, api, public-data, health-data, medical-devices, drugs, nodejs, elasticsearch, python
  • highreadme#2
    Clarify the README's opening statement to emphasize the repo *is* the openFDA API source

    Why:

    CURRENT
    openFDA is a research project to provide open APIs, raw data downloads, documentation and examples, and a developer community for an important collection of FDA public datasets.
    COPY-PASTE FIX
    This repository contains the open-source code that powers the official openFDA API (api.fda.gov), providing programmatic access to a wide range of public FDA datasets including drugs, medical devices, and foods. It serves as a research project to foster a developer community around these important public health datasets.
  • mediumreadme#3
    Add a clear 'Who is this for?' or 'What problem does this solve?' section to the README

    Why:

    COPY-PASTE FIX
    ## Who is this for?
    This repository is primarily for developers, researchers, and data scientists who want to understand, contribute to, or self-host the openFDA API. It provides the underlying code for processing public FDA data and serving it via a standardized JSON API, enabling programmatic access for analysis and integration into other applications.

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 FDA/openfda
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
elastic/elasticsearch-js
Recommended in 7 of 2 queries
COMPETITOR LEADERBOARD
  1. elastic/elasticsearch-js · recommended 7×
  2. openFDA API · recommended 1×
  3. FDA Data Dashboards · recommended 1×
  4. DrugBank API · recommended 1×
  5. RxNorm API · recommended 1×
  • CATEGORY QUERY
    How can I programmatically access public FDA drug and medical device data for analysis?
    you: not recommended
    AI recommended (in order):
    1. openFDA API
    2. FDA Data Dashboards
    3. DrugBank API
    4. RxNorm API
    5. ClinicalTrials.gov API
    6. DailyMed

    AI recommended 6 alternatives but never named FDA/openfda. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What's a good way to build an API for public health data using Node.js and Elasticsearch?
    you: not recommended
    AI recommended (in order):
    1. NestJS (nestjs/nest)
    2. Elasticsearch.js (elastic/elasticsearch-js)
    3. @elastic/elasticsearch (elastic/elasticsearch-js)
    4. Express.js (expressjs/express)
    5. @elastic/elasticsearch (elastic/elasticsearch-js)
    6. Fastify (fastify/fastify)
    7. @elastic/elasticsearch (elastic/elasticsearch-js)
    8. Koa.js (koajs/koa)
    9. @elastic/elasticsearch (elastic/elasticsearch-js)
    10. LoopBack 4 (loopbackio/loopback-next)
    11. @elastic/elasticsearch (elastic/elasticsearch-js)
    12. AdonisJS (adonisjs/core)
    13. @elastic/elasticsearch (elastic/elasticsearch-js)

    AI recommended 13 alternatives but never named FDA/openfda. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    warn

    Suggestion:

  • 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 FDA/openfda?
    pass
    AI named FDA/openfda explicitly

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

  • If a team adopts FDA/openfda in production, what risks or prerequisites should they evaluate first?
    pass
    AI named FDA/openfda 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 FDA/openfda solve, and who is the primary audience?
    pass
    AI named FDA/openfda 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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FDA/openfda — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite