Home/Compare/NumKong vs redis

Comparison

NumKong vs redis

Verdict

Pick NumKong when license: NumKong is Apache-2.0, redis is Other; pick redis when license: redis is Other, NumKong is Apache-2.0.

Markdown twin · NumKong alternatives · redis alternatives

GraphCanon updated today

NumKong logo

NumKong

ashvardanian/NumKong

1.8kpushed Jul 9, 2026
vs
redis logo

redis

redis/redis

75kpushed Jul 10, 2026

Trust & integrity

SignalNumKongredis
Maintenance
Very active (1d since push)
As of today · github_public_v1
Very active (0d since push)
As of today · github_public_v1
Provenance
Not a fork · Personal account
As of today · github_public_v1
Not a fork · Organization account
As of today · github_public_v1
Security (OSV)
No lockfile
As of today · none
No lockfile
As of today · none

Tagline

NumKong
SIMD-accelerated distances, dot products, matrix ops, geospatial & geometric kernels for 16 numeric types — from 6-bit floats to 64-bit complex — across x86, Arm, RISC-V, and WASM, with bindings for P
redis
Redis is a preferred cache, data structure server, and document & vector query engine for real-time applications.

Stars

NumKong
1.8k
redis
75k

Forks

NumKong
124
redis
25k

Open issues

NumKong
30
redis
2.9k

Language

NumKong
C
redis
C

Adopt for

NumKong
-
redis
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

NumKong
-
redis
-

Runtime

NumKong
-
redis
-

License

NumKong
Apache-2.0
redis
Other

Last pushed

NumKong
Jul 9, 2026
redis
Jul 10, 2026

Categories

NumKong
Data & Retrieval, Evaluation & Observability, Vector Databases
redis
Data & Retrieval, Vector Databases

Trust and health

Days since push

NumKong
1d
redis
0d

Open issues (now)

NumKong
30
redis
2.9k

Owner type

NumKong
User
redis
Organization

Full report

Choose NumKong if…

  • License: NumKong is Apache-2.0, redis is Other.
  • Tags unique to NumKong: arm-neon, assembly, blas, cpp.
  • Also covers Evaluation & Observability.

When NOT to use NumKong

  • Data & Retrieval: Skip a heavy ingestion framework when your corpus is small and static; a script plus the embedding API is enough.
  • Evaluation & Observability: Defer heavyweight eval infra only until you have real traffic - never skip it once users depend on answers.
  • Vector Databases: Don't reach for a dedicated vector DB under ~100k vectors; pgvector on your existing Postgres is simpler to operate.

Choose redis if…

  • License: redis is Other, NumKong is Apache-2.0.
  • Tags unique to redis: cache, caching, database, in-memory.
  • You need high-speed access to frequently used data due to Redis's in-memory nature.

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.

Explore

Sources

Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.

GitHub stars on cards: NumKong 1.8k · redis 75k (synced Jul 11, 2026).

Common questions

What is the difference between NumKong and redis?
NumKong: SIMD-accelerated distances, dot products, matrix ops, geospatial & geometric kernels for 16 numeric types — from 6-bit floats to 64-bit complex — across x86, Arm, RISC-V, and WASM, with bindings for P. 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 NumKong over redis?
Choose NumKong over redis when License: NumKong is Apache-2.0, redis is Other; Tags unique to NumKong: arm-neon, assembly, blas, cpp; Also covers Evaluation & Observability.
When should I choose redis over NumKong?
Choose redis over NumKong when License: redis is Other, NumKong is Apache-2.0; Tags unique to redis: cache, caching, database, in-memory; You need high-speed access to frequently used data due to Redis's in-memory nature.
When should I avoid NumKong?
Data & Retrieval: Skip a heavy ingestion framework when your corpus is small and static; a script plus the embedding API is enough. Evaluation & Observability: Defer heavyweight eval infra only until you have real traffic - never skip it once users depend on answers. Vector Databases: Don't reach for a dedicated vector DB under ~100k vectors; pgvector on your existing Postgres is simpler to operate.
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 NumKong or redis more popular on GitHub?
redis has more GitHub stars (75,394 vs 1,845). Stars measure visibility, not whether either tool fits your constraints.
Are NumKong and redis open source?
Yes - both are open-source projects on GitHub (NumKong: Apache-2.0, redis: Other).
Where can I find alternatives to NumKong or redis?
GraphCanon lists graph-backed alternatives at NumKong alternatives and redis alternatives (NumKong markdown twin, redis markdown twin), 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 mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers.
Which is better maintained, NumKong or redis?
NumKong: Very active. 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 NumKong and redis?
GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: NumKong trust report; redis trust report.