Comparison
rag_api vs redis
Verdict
Pick rag_api if key Insights for Using rag_api as an ID-based RAG FastAPI Tool with Langchain and PostgreSQL/pgvector Integration; 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, making it suitable for real-time applications.
Markdown twin · rag_api alternatives · redis alternatives
GraphCanon updated today
Trust & integrity
| Signal | rag_api | redis |
|---|---|---|
| Maintenance | Active (22d 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
- rag_api
- ID-based RAG FastAPI: Integration with Langchain and PostgreSQL/pgvector
- redis
- Redis is a preferred cache, data structure server, and document & vector query engine for real-time applications.
Stars
- rag_api
- 863
- redis
- 75k
Forks
- rag_api
- 376
- redis
- 25k
Open issues
- rag_api
- 44
- redis
- 2.9k
Language
- rag_api
- Python
- redis
- C
Adopt for
- rag_api
- Key Insights for Using rag_api as an ID-based RAG FastAPI Tool with Langchain and PostgreSQL/pgvector Integration
- 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
- rag_api
- -
- redis
- -
Runtime
- rag_api
- -
- redis
- -
License
- rag_api
- MIT
- redis
- Other
Last pushed
- rag_api
- Jun 18, 2026
- redis
- Jul 10, 2026
Categories
- rag_api
- Vector Databases, Data & Retrieval
- redis
- Vector Databases, Data & Retrieval
Trust and health
Maintenance
- rag_api
- Active (82%)
- redis
- Very active (96%)
Days since push
- rag_api
- 22d
- redis
- 0d
Open issues (now)
- rag_api
- 44
- redis
- 2.9k
Owner type
- rag_api
- User
- redis
- Organization
Full report
- rag_api
- Trust report
- redis
- Trust report
Choose rag_api if…
- rag_api is primarily Python; redis is C.
- License: rag_api is MIT, redis is Other.
- Tags unique to rag_api: postgresql, psql, embeddings, fastapi.
- rag_api ships Docker support for self-hosted deployment.
- When you need rapid integration of REST API services for Retrieval-Augmented Generation (RAG) with robust vector storage.
When NOT to use rag_api
- Avoid using if your project cannot leverage PostgreSQL/pgvector due to license or compatibility constraints.
- Not recommended for scenarios where high-level orchestration of multiple APIs and services is necessary without a direct need for FastAPI's simplicity.
Choose redis if…
- redis is primarily C; rag_api is Python.
- License: redis is Other, rag_api is MIT.
- Tags unique to redis: cache, json, nosql, 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 (danny-avila/rag_api) · observed Jul 11, 2026
- GitHub forks (danny-avila/rag_api) · observed Jul 11, 2026
- Last push (danny-avila/rag_api) · observed Jun 18, 2026
- License file (MIT) · observed Jul 11, 2026
- Decision facts (enrichment) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (redis/redis) · observed Jul 11, 2026
- GitHub forks (redis/redis) · observed Jul 11, 2026
- Last push (redis/redis) · observed Jul 10, 2026
- License file (Other) · observed Jul 11, 2026
- Decision facts (enrichment) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: rag_api 863 · redis 75k (synced Jul 11, 2026).
Common questions
- What is the difference between rag_api and redis?
- rag_api: ID-based RAG FastAPI: Integration with Langchain and PostgreSQL/pgvector. 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 rag_api over redis?
- Choose rag_api over redis when rag_api is primarily Python; redis is C; License: rag_api is MIT, redis is Other; Tags unique to rag_api: postgresql, psql, embeddings, fastapi; rag_api ships Docker support for self-hosted deployment; When you need rapid integration of REST API services for Retrieval-Augmented Generation (RAG) with robust vector storage.
- When should I choose redis over rag_api?
- Choose redis over rag_api when redis is primarily C; rag_api is Python; License: redis is Other, rag_api is MIT; Tags unique to redis: cache, json, nosql, in-memory; You need high-speed access to frequently used data due to Redis's in-memory nature.
- When should I avoid rag_api?
- Avoid using if your project cannot leverage PostgreSQL/pgvector due to license or compatibility constraints. Not recommended for scenarios where high-level orchestration of multiple APIs and services is necessary without a direct need for FastAPI's simplicity.
- 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 rag_api or redis more popular on GitHub?
- redis has more GitHub stars (75,394 vs 863). Stars measure visibility, not whether either tool fits your constraints.
- Are rag_api and redis open source?
- Yes - both are open-source projects on GitHub (rag_api: MIT, redis: Other).
- Where can I find alternatives to rag_api or redis?
- GraphCanon lists graph-backed alternatives at rag_api alternatives and redis alternatives (rag_api 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, rag_api or redis?
- rag_api: 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 rag_api and redis?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: rag_api trust report; redis trust report.