REPOGEO REPORT · LITE

lambci/docker-lambda

Default branch master · commit de9a2bf5 · scanned 5/22/2026, 8:53:11 PM

GitHub: 5,787 stars · 410 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

28 /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

2 / 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 lambci/docker-lambda, 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

Reposition README's core description before deprecation notice

Why:

CURRENT

# Deprecated

NB: these images are deprecated in favor of AWS' official images, which you can find at:

https://github.com/aws/aws-lambda-base-images

And browse on the ECR public gallery, eg:

https://gallery.ecr.aws/lambda/python

This project is now archived and will not receive any further updates.

# docker-lambda

COPY-PASTE FIX

# docker-lambda

A sandboxed local environment that replicates the live AWS Lambda
environment almost identically – including installed software and libraries,
file structure and permissions, environment variables, context objects and
behaviors – even the user and running process are the same.

# Deprecated

NB: these images are deprecated in favor of AWS' official images, which you can find at:

https://github.com/aws/aws-lambda-base-images

And browse on the ECR public gallery, eg:

https://gallery.ecr.aws/lambda/python

This project is now archived and will not receive any further updates.

hightopics#2
Add relevant topics to the repository
Why:
COPY-PASTE FIX
```
aws-lambda, docker, serverless, local-development, testing, ci-cd, lambda-emulator
```
mediumhomepage#3
Add a homepage URL to the repository metadata
Why:
COPY-PASTE FIX
```
https://github.com/aws/aws-lambda-base-images
```

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 lambci/docker-lambda

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

Docker

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

Docker · recommended 2×
LocalStack · recommended 1×
AWS SAM CLI · recommended 1×
Serverless Framework · recommended 1×
DynamoDB Local · recommended 1×

CATEGORY QUERY
How to locally simulate the AWS serverless runtime environment for development and testing?
you: not recommended
AI recommended (in order):
1. LocalStack
2. AWS SAM CLI
3. Serverless Framework
4. Docker
5. DynamoDB Local
AI recommended 5 alternatives but never named lambci/docker-lambda. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What tools help compile native dependencies for serverless functions to ensure compatibility?
you: not recommended
AI recommended (in order):
1. Docker
2. serverless-python-requirements (serverless/serverless-python-requirements)
3. AWS Lambda Layers
4. GitHub Actions
5. GitLab CI/CD
6. EC2 Instance
7. manylinux Docker Images
AI recommended 7 alternatives but never named lambci/docker-lambda. 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 lambci/docker-lambda?
pass
AI did not name lambci/docker-lambda — likely talking about a different project
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts lambci/docker-lambda in production, what risks or prerequisites should they evaluate first?
pass
AI named lambci/docker-lambda 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 lambci/docker-lambda solve, and who is the primary audience?
pass
AI named lambci/docker-lambda explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

Embed your GEO score

Drop this badge into the README of lambci/docker-lambda. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

Live preview

MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/lambci/docker-lambda.svg)](https://repogeo.com/en/r/lambci/docker-lambda)

HTML

<a href="https://repogeo.com/en/r/lambci/docker-lambda"><img src="https://repogeo.com/badge/lambci/docker-lambda.svg" alt="RepoGEO" /></a>

Pro

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lambci/docker-lambda — 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