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Agentmemory VS GrowSurf

Compare Agentmemory VS GrowSurf and see what are their differences

Agentmemory

Persistent memory for Claude Code, Codex & coding agents

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Rating
0 reviews
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Alternatives Is it good?
GrowSurf

Referral software for B2C, FinTech, and SaaS companies.

Rating
0 reviews
Pricing
Paid Free trial $179 / Monthly (2,500 participants)
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boldrouter
A unified, OpenAI-compatible gateway to every major LLM provider. One endpoint, one key, one bill - with automatic routing and failover. sponsored
Note: These products don't have any matching categories. If you think this is a mistake, please edit the details of one of the products and suggest appropriate categories.

Which is more popular?

Based on our record, GrowSurf seems to be more popular. It has been mentioned 2 times since March 2021.

social mentions
0 vs 2
AI popularity
100% vs 0%
alternatives listed
55 vs 127

Base details

Website, pricing, platforms and company facts side by side.

Agentmemory
GrowSurf
Website agent-memory.dev growsurf.com
Pricing —
Paid Free trial $179 / Monthly (2,500 participants) Official pricing
Platforms —
Browser
Listed in
AI Developer Tools Productivity Utilities +1
Affiliate Marketing Business Growth Tools SaaS Referral Marketing Marketing Platform Customer Journey +3

About Agentmemory and GrowSurf

In their own words, as submitted to SaaSHub.

Agentmemory
GrowSurf

No description of Agentmemory yet.

For tech companies looking to unlock word-of-mouth growth through referrals. GrowSurf is referral software for B2C, FinTech, and SaaS companies. Unlock an acquisition channel that nets 9-40% monthly growth with high-quality, low-cost customers all on autopilot. • Simple, fast setup for marketers...

Read more about GrowSurf

Features and specs

What each product offers, as listed by its team.

Agentmemory 5 features
GrowSurf 5 features
  • Simple API
    Agentmemory provides a straightforward and minimal API for creating, searching, updating, and deleting memories, making it easy for developers to integrate memory capabilities into AI agents without dealing with complex configurations.
  • Built on ChromaDB
    It leverages ChromaDB as its underlying vector database, providing reliable semantic search and embedding capabilities out of the box without requiring developers to set up separate infrastructure.
  • Lightweight and Easy to Install
    Agentmemory is a lightweight Python package that can be installed via pip with minimal dependencies, making it quick to get started with and easy to incorporate into existing projects.
  • Category-Based Memory Organization
    Memories can be organized into categories (topics), allowing agents to store and retrieve information in a structured way, which helps with context management and retrieval accuracy.
  • No Server Required
    Agentmemory can run entirely locally without needing a separate server or cloud service, making it suitable for development, prototyping, and privacy-sensitive applications where data should stay on the local machine.

Possible disadvantages

  • Limited Ecosystem and Community
    Agentmemory is a relatively niche and small project with a limited community compared to more established memory and vector database solutions, which means fewer resources, tutorials, and community support are available.
  • Basic Feature Set
    While simplicity is a strength, the library may lack advanced features such as sophisticated memory consolidation, decay mechanisms, importance scoring, or complex querying capabilities that more mature memory frameworks offer.
  • Tight Coupling to ChromaDB
    Being built specifically on ChromaDB means developers are locked into that particular vector store and cannot easily swap it out for alternatives like Pinecone, Weaviate, or FAISS without significant refactoring.
  • Limited Scalability
    As a locally-run, lightweight solution, Agentmemory may not scale well for production applications that require handling large volumes of memories, high concurrency, or distributed deployments.
  • Sparse Documentation and Examples
    The project's documentation, while covering the basics, may lack comprehensive examples, best practices, and advanced usage patterns that developers need when building complex agent-based systems.
  • Easy Integration
    GrowSurf is designed to integrate seamlessly with existing systems and workflows, allowing businesses to add referral programs without major overhauls.
  • Automated Referral Management
    The platform automates the management of referral campaigns, reducing the need for manual tracking and ensuring accuracy in reward distribution.
  • Analytics and Reporting
    GrowSurf provides detailed analytics and reporting features that help businesses track the performance of their referral programs and identify areas for improvement.
  • Customizable Campaigns
    Users can create customized referral campaigns to align with their brand and specific goals, offering flexibility to address various marketing needs.
  • Scalability
    The platform supports the growth of referral programs, making it suitable for startups as well as established businesses looking to scale.

Analysis

An editorial look at what each product does well and who it suits.

Agentmemory
GrowSurf

Overall verdict

  • AgentMemory (agent-memory.dev) appears to be a solid, purpose-built solution for developers who need persistent memory management in AI agent applications, offering a focused feature set for storing, retrieving, and managing contextual data across agent sessions.

Why this product is good

  • Provides dedicated memory persistence for AI agents, enabling context retention across sessions and conversations
  • Designed specifically for the agentic AI use case, which can simplify development compared to building custom memory layers
  • Likely offers developer-friendly APIs and SDKs to integrate memory capabilities quickly
  • Can improve agent performance by allowing recall of past interactions, user preferences, and long-term context
  • Reduces boilerplate work for teams building conversational or autonomous AI systems

Recommended for

  • Developers building AI agents or LLM-powered applications that require long-term memory
  • Teams creating conversational assistants that need to remember user context across sessions
  • Startups and companies prototyping autonomous or multi-step agent workflows
  • Engineers seeking a managed memory layer instead of building persistence infrastructure from scratch
  • Projects involving personalized AI experiences that depend on retained user data and history

Overall verdict

  • Overall, GrowSurf is considered a good option for businesses looking to enhance their growth through referral marketing. It has a strong reputation for being user-friendly and delivers reliable performance.

Why this product is good

  • GrowSurf is a popular referral marketing platform that helps businesses create and manage referral programs. It allows companies to harness word-of-mouth marketing by incentivizing their existing customers to refer new clients. Users have highlighted its ease of use, effectiveness in tracking referrals, and the useful features it offers for customization and integration with other tools.

Recommended for

    GrowSurf is recommended for small to medium-sized businesses, SaaS companies, e-commerce platforms, and any organization looking to systematically leverage their customer base to drive new referrals and increase brand reach.

Videos

Walkthroughs and reviews on video.

Agentmemory 0 videos + Add
GrowSurf 3 videos + Add

No Agentmemory videos yet. You could help us improve this page by suggesting one.

GrowSurf Referral Software Review

More videos

  • - GrowSurf Lifetime Deal: Supercharge growth for your internet business
  • - GrowSurf Deep Dive: Anti-Fraud

Category popularity

How often each product is chosen within a category, 0–100% relative to the other.

Score bands 0–20 21–40 41–50 51–60 61–100
Agentmemory
GrowSurf
100% 100%
AI
0% 0%
0% 0%
Affiliate Marketing
100% 100%
100% 100%
Developer Tools
0% 0%
0% 0%
Referral Marketing
100% 100%

User comments

Share your experience with using Agentmemory and GrowSurf. For example, how are they different and which one is better?

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Reviews and articles

External articles and on-site reviews we used to compare the two products.

Agentmemory no reviews yet
GrowSurf no reviews yet

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Social recommendations and mentions

Recommendations tracked on public social media and blogs since March 2021.

Agentmemory 0 mentions
GrowSurf 2 mentions

Tracking Agentmemory since Jun 2026.

  • We built loyalty program software for B2C and B2B tech companies
    We are the team behind GrowSurf (referral software) and built LoyaltySurf after our customers were looking to reward use-cases outside of referrals. Source: over 3 years ago
  • What CRM / Marketing SAAS would you recommend for a tech start-up and why?
    We use HubSpot at GrowSurf, it makes it easy to share contacts cross-company without stepping on each others' toes. As far as getting your data out, not sure what issues others are having but we haven't had problems. Source: about 5 years ago

Alternatives to Agentmemory and GrowSurf

When comparing Agentmemory and GrowSurf, you can also consider the following products.

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