STACKQUADRANT

hegelai/prompttools

Vector Databases

Open-source tools for prompt testing and experimentation, with support for both LLMs (e.g. OpenAI, LLaMA) and vector databases (e.g. Chroma, Weaviate, LanceDB).

6.4
GitHub Metrics
Stars
3.0k
Forks
256
Open Issues
41
Watchers
27
Contributors
13
Weekly Commits
0
Language
Python
License
Apache-2.0
Last Commit
Feb 11, 2026
Created
Jun 25, 2023
Latest Release
v0.0.45
Release Date
Jan 2, 2024
Synced: Apr 17, 2026
Quality Scores
Documentation Qualityw: 20%
6.7

Has docs site (http://prompttools.readthedocs.io). Description: 160 chars. Stars signal: 3,034. Contributors: 13. Score: 6.7/10

Community Healthw: 20%
5.8

Stars: 3,034. Contributors: 13. Watchers: 27. Forks: 256. Issue ratio: 1.4%. Score: 5.8/10

Maintenance Velocityw: 15%
4.6

Last commit: 65d ago. Weekly commits: 0. Latest release: v0.0.45. Maturity bonus: 2.8y old. Score: 4.6/10

API Design & DXw: 20%
7.7

Stars/issues ratio: 74. Dynamic language: Python. Has documentation site. Permissive license: Apache-2.0. Popularity signal: 3,034 stars. Score: 7.7/10

Production Readinessw: 15%
6.1

Battle-tested: 3,034 stars. Peer review: 13 contributors. Versioned: v0.0.45. Licensed: Apache-2.0. Age: 2.8 years. Maintenance: last commit 65d ago. Score: 6.1/10

Ecosystem Integrationw: 10%
7.5

Fork interest: 256. Major ecosystem: Python. Integration-friendly: Apache-2.0. Adoption: 3,034 stars. Has web presence. Score: 7.5/10

Tags
deep-learningdeveloper-toolsembeddingslarge-language-modelsllmsmachine-learningprompt-engineeringpythonvector-search
Radar
Documentation Quality
Community Health
Maintenance Velocity
API Design & DX
Production Readiness
Ecosystem Integration