REPOGEO REPORT · LITE

EvoMap/evolver

Default branch main · commit dc5a72b8 · scanned 6/25/2026, 10:21:46 PM

GitHub: 8,773 stars · 810 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)

3 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 EvoMap/evolver, 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 introduction to highlight core purpose and technology

Why:

COPY-PASTE FIX

# 🧬 Evolver

A Node.js framework for building autonomous AI agents with auditable self-evolution capabilities, powered by Quality-Diversity (GEP) algorithms. It enables agents to evolve their genes, capsules, and event-driven behaviors.

mediumreadme#2

Add a 'Key Features' section to the README

Why:

COPY-PASTE FIX

## Key Features

*   **GEP-Powered Self-Evolution:** Leverage Quality-Diversity (GEP) algorithms for continuous agent improvement.
*   **Auditable Evolution:** Track and understand every change with Genes, Capsules, and Events.
*   **Modular Agent Design:** Build agents with distinct memory, skill, and behavioral components.
*   **Node.js Framework:** Develop robust, scalable self-evolving agents within the Node.js ecosystem.

lowcomparison#3

Add a 'Comparison with Alternatives' section to README

Why:

COPY-PASTE FIX

## Comparison with Alternatives

Unlike general AI agent frameworks such as LangChain or LlamaIndex, Evolver is specifically designed as a self-evolving engine. Our focus is on providing auditable, GEP-powered evolution for agents, rather than just orchestration or basic memory management. Evolver enables agents to autonomously adapt and improve their capabilities over time, a core differentiator from tools primarily focused on prompt chaining or tool use.

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 EvoMap/evolver

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

AutoGPT

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

AutoGPT · recommended 1×
BabyAGI · recommended 1×
LangChain · recommended 1×
LlamaIndex · recommended 1×
OpenAI API · recommended 1×

CATEGORY QUERY
How can I build autonomous AI agents with auditable self-evolution capabilities?
you: not recommended
AI recommended (in order):
1. AutoGPT
2. BabyAGI
3. LangChain
4. LlamaIndex
5. OpenAI API
6. GPT-4
7. Weights & Biases (W&B)
8. MLflow
9. Ray
10. Ray RLlib
11. Faiss
12. Pinecone
13. Weaviate
14. GitHub
15. GitLab
AI recommended 15 alternatives but never named EvoMap/evolver. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Looking for a NodeJS framework to implement generative agent evolution and memory systems.
you: not recommended
AI recommended (in order):
1. LangChain.js
2. LlamaIndex.TS
3. NestJS
4. Fastify
5. Express.js
6. TypeORM
7. Prisma
8. Mongoose
AI recommended 8 alternatives but never named EvoMap/evolver. 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 EvoMap/evolver?
pass
AI named EvoMap/evolver explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts EvoMap/evolver in production, what risks or prerequisites should they evaluate first?
pass
AI named EvoMap/evolver 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 EvoMap/evolver solve, and who is the primary audience?
pass
AI named EvoMap/evolver 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 EvoMap/evolver. 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/EvoMap/evolver.svg)](https://repogeo.com/en/r/EvoMap/evolver)

HTML

<a href="https://repogeo.com/en/r/EvoMap/evolver"><img src="https://repogeo.com/badge/EvoMap/evolver.svg" alt="RepoGEO" /></a>

Pro

Subscribe to Pro for deep diagnoses

EvoMap/evolver — 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