STACKQUADRANT

Birfy/agentdescent

Prompt Engineering

Gradient descent, but the parameters are agents — a parallel, asynchronous framework for self-evolving agents (skills, prompts, harnesses). Diffs are the gradients; the aggregator is the optimizer.

5.1
GitHub Metrics
Stars
198
Forks
20
Open Issues
19
Watchers
9
Contributors
6
Weekly Commits
0
Language
Python
License
MIT
Last Commit
Oct 27, 2026
Created
Jul 24, 2026
Latest Release
v0.7.0
Release Date
Oct 23, 2026
Synced: Oct 27, 2026
Quality Scores
Documentation Qualityw: 20%
5.4

Has docs site (https://birfy.github.io/agentdescent/). Description: 197 chars. Stars signal: 198. Contributors: 6. Score: 5.4/10

Community Healthw: 20%
2.6

Stars: 198. Contributors: 6. Watchers: 9. Forks: 19. Issue ratio: 9.6%. Score: 2.6/10

Maintenance Velocityw: 15%
9.1

Last commit: 0d ago. Weekly commits: 9. Latest release: v0.7.0. Score: 9.1/10

API Design & DXw: 20%
5.6

Stars/issues ratio: 10. Dynamic language: Python. Has documentation site. Permissive license: MIT. Popularity signal: 198 stars. Score: 5.6/10

Production Readinessw: 15%
3.5

Battle-tested: 198 stars. Peer review: 6 contributors. Versioned: v0.7.0. Licensed: MIT. Age: 0.3 years. Maintenance: last commit 0d ago. Score: 3.5/10

Ecosystem Integrationw: 10%
4.4

Fork interest: 19. Major ecosystem: Python. Integration-friendly: MIT. Adoption: 198 stars. Has web presence. Score: 4.4/10

Tags
agent-frameworkagentsai-agentsasynchronousevolutionary-algorithmsgradient-descentllmllm-agentsoptimizerparallel
Radar
Documentation Quality
Community Health
Maintenance Velocity
API Design & DX
Production Readiness
Ecosystem Integration