--- title: "NeumAI vs redis" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/neumtry-neumai-vs-redis-redis" tools: ["neumtry-neumai", "redis-redis"] --- # NeumAI vs redis *GraphCanon updated Aug 21, 2026* ## Verdict Pick NeumAI if neumAI stands out in the space of managing large-scale vector embeddings, offering tools tailored for operations such as retrieval-augmented generation (RAG). Users looking to self-host embeddings management with an open; pick redis if redis is an in-memory database designed as a versatile cache and data structure store with advanced features such as JSON operations and vector searches. [NeumAI](https://neum.ai) reports 867 GitHub stars, 50 forks, and 9 open issues, last pushed Jan 15, 2024. [redis](http://redis.io) has 76k stars, 25k forks, and 2.9k open issues, last pushed Jul 23, 2026. Figures are from public GitHub metadata via [NeumAI's repository](https://github.com/NeumTry/NeumAI) and [redis's repository](https://github.com/redis/redis). | | [NeumAI](/tools/neumtry-neumai.md) | [redis](/tools/redis-redis.md) | | --- | --- | --- | | Tagline | Framework to manage creation and synchronization of vector embeddings at large scale | Redis is a preferred cache, data structure server, and document & vector query engine for real-time applications. | | Stars | 867 | 75,627 | | Forks | 50 | 24,730 | | Open issues | 9 | 2,883 | | Language | Python | C | | Adopt for | NeumAI stands out in the space of managing large-scale vector embeddings, offering tools tailored for operations such as retrieval-augmented generation (RAG). Users looking to self-host embeddings management with an open | Redis is an in-memory database designed as a versatile cache and data structure store with advanced features such as JSON operations and vector searches, making it suitable for real-time applications. | | Persona | - | - | | Runtime | - | - | | License | Apache-2.0 | Other | | Categories | Data & Retrieval, Vector Databases | Data & Retrieval, Vector Databases | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [NeumAI](/tools/neumtry-neumai.md) | [redis](/tools/redis-redis.md) | | --- | --- | --- | | Maintenance | Dormant (18%) | Very active (96%) | | Days since push | 948d | 0d | | Open issues (now) | 9 | 2.9k | | Stars delta | +3 (30d) | Unknown | | Open issues delta | 0 (30d) | Unknown | | Full report | [trust report](/tools/neumtry-neumai/trust.md) | [trust report](/tools/redis-redis/trust.md) | ## Decision facts: NeumAI - **Pricing:** freemium - Offers an open-source model under the Apache-2.0 license, potentially featuring a free-tier with premium/support options. - **Requirements:** Requires Python and compatibility with infrastructure that supports its backend architecture.; Contact their team at founders@tryneum.com for self-hosting. - **Adopt for:** NeumAI stands out in the space of managing large-scale vector embeddings, offering tools tailored for operations such as retrieval-augmented generation (RAG). Users looking to self-host embeddings management with an open ## Decision facts: redis - **Adopt for:** Redis is an in-memory database designed as a versatile cache and data structure store with advanced features such as JSON operations and vector searches, making it suitable for real-time applications. ## Choose when ### Choose NeumAI if… - NeumAI is primarily Python; redis is C. - License: NeumAI is Apache-2.0, redis is Other. - Pricing: Offers an open-source model under the Apache-2.0 license, potentially featuring a free-tier with premium/support options.. - Requirements: Requires Python and compatibility with infrastructure that supports its backend architecture.; Contact their team at founders@tryneum.com for self-hosting.. - Tags unique to NeumAI: ai, data-engineering, embeddings, etl. - When you require robust and scalable infrastructure specifically designed for creating and synchronizing vector embeddings at scale. ### Choose redis if… - redis is primarily C; NeumAI is Python. - License: redis is Other, NeumAI is Apache-2.0. - Tags unique to redis: cache, caching, in-memory, json. - You need high-speed access to frequently used data due to Redis's in-memory nature. ## When NOT to use NeumAI - When your project requires customization beyond what the provided architecture allows, without the support expected from commercial offerings or competitive open-source frameworks. - If your needs are simpler and don't demand large-scale operations, NeumAI’s capabilities focused on handling vast vector sets may be excessive for smaller projects. ## When NOT to use redis - Your project has limited memory resources since Redis relies on in-memory storage, which could lead to high costs or operational challenges with large datasets. - You prioritize persistence over speed; while Redis offers persistence options, its primary design is for real-time access and not robust disk-based backup solutions like traditional SQL databases. - Your application workload does not benefit from the fast read/write capabilities and rich data structure support offered by Redis, possibly implying that a less specialized database would suffice. ## Common questions ### What is the difference between NeumAI and redis? NeumAI: Framework to manage creation and synchronization of vector embeddings at large scale. redis: Redis is a preferred cache, data structure server, and document & vector query engine for real-time applications.. See the comparison table for live GitHub stats and shared categories. ### When should I choose NeumAI over redis? Choose NeumAI over redis when NeumAI is primarily Python; redis is C; License: NeumAI is Apache-2.0, redis is Other; Pricing: Offers an open-source model under the Apache-2.0 license, potentially featuring a free-tier with premium/support options.; Requirements: Requires Python and compatibility with infrastructure that supports its backend architecture.; Contact their team at founders@tryneum.com for self-hosting.; Tags unique to NeumAI: ai, data-engineering, embeddings, etl; When you require robust and scalable infrastructure specifically designed for creating and synchronizing vector embeddings at scale. ### When should I choose redis over NeumAI? Choose redis over NeumAI when redis is primarily C; NeumAI is Python; License: redis is Other, NeumAI is Apache-2.0; Tags unique to redis: cache, caching, in-memory, json; You need high-speed access to frequently used data due to Redis's in-memory nature. ### When should I avoid NeumAI? When your project requires customization beyond what the provided architecture allows, without the support expected from commercial offerings or competitive open-source frameworks. If your needs are simpler and don't demand large-scale operations, NeumAI’s capabilities focused on handling vast vector sets may be excessive for smaller projects. ### When should I avoid redis? Your project has limited memory resources since Redis relies on in-memory storage, which could lead to high costs or operational challenges with large datasets. You prioritize persistence over speed; while Redis offers persistence options, its primary design is for real-time access and not robust disk-based backup solutions like traditional SQL databases. Your application workload does not benefit from the fast read/write capabilities and rich data structure support offered by Redis, possibly implying that a less specialized database would suffice. ### Is NeumAI or redis more popular on GitHub? redis has more GitHub stars (75,627 vs 867). Stars measure visibility, not whether either tool fits your constraints. ### Are NeumAI and redis open source? Yes - both are open-source projects on GitHub (NeumAI: Apache-2.0, redis: Other). ### Where can I find alternatives to NeumAI or redis? GraphCanon lists graph-backed alternatives at [NeumAI alternatives](/tools/neumtry-neumai/alternatives) and [redis alternatives](/tools/redis-redis/alternatives) ([NeumAI markdown twin](/tools/neumtry-neumai/alternatives.md), [redis markdown twin](/tools/redis-redis/alternatives.md)), ranked by typed relationship edges rather than popularity votes. ### Is there a machine-readable version of this comparison? Yes. The markdown twin at [this comparison](/compare/neumtry-neumai-vs-redis-redis.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, NeumAI or redis? NeumAI: Dormant. redis: Very active. Compare maintenance labels, days since push, and release cadence in the trust section below - stars alone do not measure maintenance. ### Where are the full trust reports for NeumAI and redis? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [NeumAI trust report](/tools/neumtry-neumai/trust); [redis trust report](/tools/redis-redis/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=neumtry-neumai`](/api/graphcanon/graph?tool=neumtry-neumai) - LLM index: [/llms.txt](/llms.txt) - Full corpus: [/llms-full.txt](/llms-full.txt) _GraphCanon - The knowledge graph for AI development. https://www.graphcanon.com/_