REPOGEO REPORT · LITE

kalil0321/reverse-api-engineer

Default branch main · commit b5cd95c1 · scanned 6/13/2026, 5:47:12 PM

GitHub: 789 stars · 74 forks

AI VISIBILITY SCORE

27 /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

1 / 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 kalil0321/reverse-api-engineer, 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 the opening paragraph to highlight automated client generation and 'no manual DevTools'

Why:

CURRENT

Turn websites into APIs. Browse (or let an agent browse), and get a clean, typed client for the endpoints the site actually uses.

COPY-PASTE FIX

Stop manually reverse-engineering website APIs. `reverse-api-engineer` automatically generates clean, typed API clients by observing network traffic from your browsing or an AI agent, replacing tedious DevTools inspection and cURL copying.

hightopics#2

Add more specific topics to improve categorization

Why:

CURRENT

ai, ai-agents, claude, cli, mcp, openapi, playwright, scraping, web-scraping

COPY-PASTE FIX

ai, ai-agents, claude, cli, mcp, openapi, playwright, scraping, web-scraping, api-client-generator, web-automation, api-reverse-engineering

mediumreadme#3

Add a 'Comparison' or 'How is this different?' section

Why:

COPY-PASTE FIX

## How is this different from Postman/Insomnia/mitmproxy?
Unlike general API clients or network sniffers, `reverse-api-engineer` doesn't just let you inspect traffic or manually build requests. It *automates* the creation of a fully typed API client (Python, JS, TS) directly from observed network interactions, eliminating the need for manual parsing, cURL copying, or writing boilerplate code.

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 kalil0321/reverse-api-engineer

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

Postman

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

Postman · recommended 2×
Kong/insomnia · recommended 2×
mitmproxy/mitmproxy · recommended 2×
HAR (HTTP Archive) Analyzers · recommended 1×
OpenAPITools/openapi-generator · recommended 1×

CATEGORY QUERY
How to automatically generate a structured API client from a website's network interactions?
you: not recommended
AI recommended (in order):
1. Postman
2. Insomnia (Kong/insomnia)
3. HAR (HTTP Archive) Analyzers
4. OpenAPI Generator (OpenAPITools/openapi-generator)
5. Swagger Codegen (swagger-api/swagger-codegen)
6. mitmproxy (mitmproxy/mitmproxy)
AI recommended 6 alternatives but never named kalil0321/reverse-api-engineer. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Seeking a tool to create API clients from web browsing without manual DevTools inspection.
you: not recommended
AI recommended (in order):
1. Insomnia (Kong/insomnia)
2. Postman
3. Paw
4. HTTP Toolkit (httptoolkit/httptoolkit)
5. Fiddler Everywhere
6. mitmproxy (mitmproxy/mitmproxy)
AI recommended 6 alternatives but never named kalil0321/reverse-api-engineer. 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 kalil0321/reverse-api-engineer?
pass
AI did not name kalil0321/reverse-api-engineer — 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 kalil0321/reverse-api-engineer in production, what risks or prerequisites should they evaluate first?
pass
AI named kalil0321/reverse-api-engineer 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 kalil0321/reverse-api-engineer solve, and who is the primary audience?
pass
AI did not name kalil0321/reverse-api-engineer — 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?

Embed your GEO score

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MARKDOWN (README)

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Brand-free category queries5 vs 2 in Lite
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