Home/Compare/Prompt-Engineering-Guide vs statewave

Comparison

Prompt-Engineering-Guide vs statewave

Verdict

Pick Prompt-Engineering-Guide when prompt-Engineering-Guide is primarily MDX; statewave is Python; pick statewave when statewave is primarily Python; Prompt-Engineering-Guide is MDX.

Markdown twin · Prompt-Engineering-Guide alternatives · statewave alternatives

GraphCanon updated today

Prompt-Engineering-Guide logo

Prompt-Engineering-Guide

dair-ai/Prompt-Engineering-Guide

76kpushed Mar 11, 2026
vs
statewave logo

statewave

smaramwbc/statewave

252pushed Jul 9, 2026

Trust & integrity

SignalPrompt-Engineering-Guidestatewave
Maintenance
Slowing (121d since push)
As of today · github_public_v1
Very active (2d since push)
As of today · github_public_v1
Provenance
Not a fork · Organization account
As of today · github_public_v1
Not a fork · Personal account
As of today · github_public_v1
Security (OSV)
No criticals
As of today · osv@v1
No lockfile
As of today · none

Tagline

Prompt-Engineering-Guide
Guides, papers, lessons, notebooks and resources for prompt engineering, context engineering, RAG, and AI Agents
statewave
Open-source memory runtime for AI agents — reproducible, provenance-tagged context bundles instead of query-time retrieval. Apache-2.0, self-hosted on Postgres + pgvector, Python + TypeScript SDKs.

Stars

Prompt-Engineering-Guide
76k
statewave
252

Forks

Prompt-Engineering-Guide
8.4k
statewave
11

Open issues

Prompt-Engineering-Guide
274
statewave
1

Language

Prompt-Engineering-Guide
MDX
statewave
Python

Adopt for

Prompt-Engineering-Guide
Decision-critical facts for Prompt-Engineering-Guide
statewave
-

Persona

Prompt-Engineering-Guide
-
statewave
-

Runtime

Prompt-Engineering-Guide
-
statewave
-

License

Prompt-Engineering-Guide
MIT
statewave
Apache-2.0

Last pushed

Prompt-Engineering-Guide
Mar 11, 2026
statewave
Jul 9, 2026

Categories

Prompt-Engineering-Guide
LLM Frameworks, AI Agents
statewave
AI Agents, Vector Databases, LLM Frameworks

Trust and health

Maintenance

Prompt-Engineering-Guide
Slowing (36%)
statewave
Very active (96%)

Days since push

Prompt-Engineering-Guide
121d
statewave
2d

Open issues (now)

Prompt-Engineering-Guide
274
statewave
1

Owner type

Prompt-Engineering-Guide
Organization
statewave
User

Security scan

Prompt-Engineering-Guide
No criticals
statewave
No lockfile

Full report

Prompt-Engineering-Guide
Trust report
statewave
Trust report

Choose Prompt-Engineering-Guide if…

  • Prompt-Engineering-Guide is primarily MDX; statewave is Python.
  • License: Prompt-Engineering-Guide is MIT, statewave is Apache-2.0.
  • Tags unique to Prompt-Engineering-Guide: llms, deep-learning, agents, generative-ai.
  • When you seek comprehensive documentation and educational materials specifically focused on the nuance of prompt engineering techniques.

When NOT to use Prompt-Engineering-Guide

  • Avoid using if your focus is entirely on deep-learning frameworks without a need for detailed instructions or examples related to prompt crafting.
  • Not suitable when you require tools that go beyond guiding materials, such as custom prompts or direct software plugins provided by competitors focused more on practical implementation over learning.

Choose statewave if…

  • statewave is primarily Python; Prompt-Engineering-Guide is MDX.
  • License: statewave is Apache-2.0, Prompt-Engineering-Guide is MIT.
  • Tags unique to statewave: memory, postgres, llm, python.
  • Also covers Vector Databases.
  • statewave ships Docker support for self-hosted deployment.

When NOT to use statewave

  • AI Agents: Don't use an agent loop when a deterministic workflow would do; agents add latency, cost, and non-determinism.
  • Vector Databases: Don't reach for a dedicated vector DB under ~100k vectors; pgvector on your existing Postgres is simpler to operate.
  • LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.

Explore

Sources

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

GitHub stars on cards: Prompt-Engineering-Guide 76k · statewave 252 (synced Jul 11, 2026).

Common questions

What is the difference between Prompt-Engineering-Guide and statewave?
Prompt-Engineering-Guide: Guides, papers, lessons, notebooks and resources for prompt engineering, context engineering, RAG, and AI Agents. statewave: Open-source memory runtime for AI agents — reproducible, provenance-tagged context bundles instead of query-time retrieval. Apache-2.0, self-hosted on Postgres + pgvector, Python + TypeScript SDKs.. See the comparison table for live GitHub stats and shared categories.
When should I choose Prompt-Engineering-Guide over statewave?
Choose Prompt-Engineering-Guide over statewave when Prompt-Engineering-Guide is primarily MDX; statewave is Python; License: Prompt-Engineering-Guide is MIT, statewave is Apache-2.0; Tags unique to Prompt-Engineering-Guide: llms, deep-learning, agents, generative-ai; When you seek comprehensive documentation and educational materials specifically focused on the nuance of prompt engineering techniques.
When should I choose statewave over Prompt-Engineering-Guide?
Choose statewave over Prompt-Engineering-Guide when statewave is primarily Python; Prompt-Engineering-Guide is MDX; License: statewave is Apache-2.0, Prompt-Engineering-Guide is MIT; Tags unique to statewave: memory, postgres, llm, python; Also covers Vector Databases; statewave ships Docker support for self-hosted deployment.
When should I avoid Prompt-Engineering-Guide?
Avoid using if your focus is entirely on deep-learning frameworks without a need for detailed instructions or examples related to prompt crafting. Not suitable when you require tools that go beyond guiding materials, such as custom prompts or direct software plugins provided by competitors focused more on practical implementation over learning.
When should I avoid statewave?
AI Agents: Don't use an agent loop when a deterministic workflow would do; agents add latency, cost, and non-determinism. Vector Databases: Don't reach for a dedicated vector DB under ~100k vectors; pgvector on your existing Postgres is simpler to operate. LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.
Is Prompt-Engineering-Guide or statewave more popular on GitHub?
Prompt-Engineering-Guide has more GitHub stars (76,349 vs 252). Stars measure visibility, not whether either tool fits your constraints.
Are Prompt-Engineering-Guide and statewave open source?
Yes - both are open-source projects on GitHub (Prompt-Engineering-Guide: MIT, statewave: Apache-2.0).
Where can I find alternatives to Prompt-Engineering-Guide or statewave?
GraphCanon lists graph-backed alternatives at Prompt-Engineering-Guide alternatives and statewave alternatives (Prompt-Engineering-Guide markdown twin, statewave 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, Prompt-Engineering-Guide or statewave?
Prompt-Engineering-Guide: Slowing. statewave: 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 Prompt-Engineering-Guide and statewave?
GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: Prompt-Engineering-Guide trust report; statewave trust report.