REPOGEO REPORT · LITE
FDA/openfda
Default branch master · commit fdbe5432 · scanned 6/10/2026, 10:36:44 AM
GitHub: 677 stars · 165 forks
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.
2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).
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.
- hightopics#1Add relevant topics to the repository
Why:
COPY-PASTE FIXfda, openfda, api, public-data, health-data, medical-devices, drugs, nodejs, elasticsearch, python
- highreadme#2Clarify the README's opening statement to emphasize the repo *is* the openFDA API source
Why:
CURRENTopenFDA 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 FIXThis 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#3Add 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.
- elastic/elasticsearch-js · recommended 7×
- openFDA API · recommended 1×
- FDA Data Dashboards · recommended 1×
- DrugBank API · recommended 1×
- RxNorm API · recommended 1×
- CATEGORY QUERYHow can I programmatically access public FDA drug and medical device data for analysis?you: not recommendedAI recommended (in order):
- openFDA API
- FDA Data Dashboards
- DrugBank API
- RxNorm API
- ClinicalTrials.gov API
- DailyMed
AI recommended 6 alternatives but never named FDA/openfda. This is the gap to close.
Show full AI answer
- CATEGORY QUERYWhat's a good way to build an API for public health data using Node.js and Elasticsearch?you: not recommendedAI recommended (in order):
- NestJS (nestjs/nest)
- Elasticsearch.js (elastic/elasticsearch-js)
- @elastic/elasticsearch (elastic/elasticsearch-js)
- Express.js (expressjs/express)
- @elastic/elasticsearch (elastic/elasticsearch-js)
- Fastify (fastify/fastify)
- @elastic/elasticsearch (elastic/elasticsearch-js)
- Koa.js (koajs/koa)
- @elastic/elasticsearch (elastic/elasticsearch-js)
- LoopBack 4 (loopbackio/loopback-next)
- @elastic/elasticsearch (elastic/elasticsearch-js)
- AdonisJS (adonisjs/core)
- @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 completenesswarn
Suggestion:
- README presencepass
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?passAI 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?passAI 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?passAI 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