Self-Evolving Agents

AI agents that modify their own architecture, code, or behavior through autonomous learning and adaptation mechanisms. Does NOT include agents that simply improve performance through training or multi-agent systems without self-modification capabilities.

There are 41 self-evolving agents tracked. The highest-rated is arielshad/balagan-agent at 46/100 with 8 stars and 435 monthly downloads.

Get all 41 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=agents&subcategory=self-evolving-agents&limit=20"

Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.

#	Agent	Score	Tier	Stars	Language
1	arielshad/balagan-agent Chaos Engineering for AI Agents	46	Emerging	8	Python
2	Clawland-AI/Geneclaw Self-evolving AI agent framework with 5-layer safety gatekeeper. Agents...	39	Emerging	22	Python
3	evoplex/evoplex Evoplex is a fast, robust and extensible platform for developing agent-based...	28	Experimental	146	C++
4	MrTsepa/autoevolve AI agent evolving strategies through automated self-play overnight. Generic...	25	Experimental	3	Python
5	selinayfilizp/decision The missing layer in the AI agent stack. Teach your agent how you decide....	25	Experimental	4	—
6	adrianwedd/AI-SWA SelfArchitectAI - A self-evolving software architect agent that reasons...	24	Experimental	1	Python
7	SharedIntellect/quorum Evidence-grounded quality validation for AI agent outputs. Rubric-driven,...	24	Experimental	—	Python
8	suryast/agent-taxonomy 🧬 Evolutionary taxonomy and self-improvement framework for AI agents —...	23	Experimental	1	JavaScript
9	Vit0lze/Project-Evolver-Framework Framework de agentes de IA para mapear e corrigir arquitetura de software. /...	23	Experimental	1	Python
10	sarthikumar1/decision-os Enable structured decision-making with a science-based platform that...	22	Experimental	—	TypeScript
11	Pruthavirajsingh/good-decisions-only A math-backed AI decision analysis agent which helps you take...	22	Experimental	—	—
12	Upties/decision-analyst-agent Decision Analyst is a free, open-source AI agent that runs any decision...	22	Experimental	—	—
13	YIING99/agent-evolution-protocol A safe, transparent, and human-controlled self-evolution framework for AI...	22	Experimental	—	Shell
14	stephenxie990-blip/invest-evolution Agent-first collaboration substrate for controlled decision systems;...	22	Experimental	—	—
15	AFunLS/self-evolving-agent-patterns 🧬 Battle-tested patterns for building self-evolving AI agents. Production...	22	Experimental	—	Python
16	supertrained/rhumb Agent-native tool scoring — 50+ APIs rated on execution reliability, access...	22	Experimental	—	Python
17	AFunLS/self-evolving-agent-starter Build AI agents that modify their own code, learn from failures, and improve...	22	Experimental	—	—
18	nanoAgentTeam/nano_agent_team_selfevolve_20260315_235219 Self-evolution session 20260315_235219	22	Experimental	—	Python
19	VictorVVedtion/tcell A cognitive immune system for AI agents. Self-evolving critics detect...	22	Experimental	—	Python
20	0x0501/evolution Witness the glorious evolution of intelligence with Multi-Agent systems.	22	Experimental	—	—
21	gsavla6-hue/ai-software-team-simulation Simulated software development team with AI agents as PM, architect,...	22	Experimental	—	Python
22	Niranjan-008/Agentic-Decision-Cell 🧠 Enable collaborative decision-making with a modular multi-agent framework...	22	Experimental	—	Python
23	Hayo87/Agentic-Decision-Cell A modular multi-agent framework for transparent, tool-augmented decision making.	20	Experimental	1	HTML
24	SakigamiYang/decision-copilot Decision Copilot is a CLI-first, LLM-powered decision analysis tool that...	19	Experimental	—	Python
25	keithofaptos/EvoDGM Darwin Gödel Machine (DGM) 100 Advanced Self-Evolutionary Architectures,...	17	Experimental	2	—
26	TheApexWu/crucible 1st Place Winner (General Judge) - Datadog Self-Improving Agents Hack. Two...	15	Experimental	1	Python
27	electronistu/Evolver_Agent Evolver is a dual-mode AI that evolves to become a better coding assistant....	15	Experimental	—	—
28	PowerForYou74/cellrepair-ai-python 🚨 AI-to-AI collaboration network with 4882 autonomous agents. Predictive...	15	Experimental	—	Python
29	authorprime-03A9/- manifest destiny	15	Experimental	—	—
30	AT0117/reflex Project Reflex is an automated self-healing application that allows the...	14	Experimental	—	Python
31	Sama-ndari/autonomous-decision-engine A risk-aware agent framework that dynamically routes AI tasks between...	14	Experimental	—	Python
32	janrummel/evolving-agents From Nowak's Evolvability Equations to AI Agent Architectures — Living...	14	Experimental	—	SCSS
33	xmqywx/Evolve AI Agent Control Plane — Self-Report, Self-Learn, Self-Evolve. 让 AI Agent...	14	Experimental	—	Python
34	merchantprotocol/agents Sulla agent definitions — specialized AI agents for research, coding,...	14	Experimental	—	—
35	theveyanoir-ai/genesis-reflex 🔁 REFLEX — Reflexive Self-Improvement for AI Agents. Log failures → analyze...	14	Experimental	—	Python
36	axiom1101/evolutionary-optimization-engine Domain-agnostic AI framework for NP-hard topology optimization and...	14	Experimental	—	Python
37	ariannmt/project-wisdom-library 📚 Capture insights and decisions with the AI-driven Project Wisdom Library,...	14	Experimental	—	Python
38	enufacas/hddl An idea exploring the concept of a “Human-Derived Decision Layer” (HDDL): a...	12	Experimental	1	JavaScript
39	KarmaKoala/The-Agent-Genome-Project An open-source engineering blueprint for defining and designing the core...	12	Experimental	1	—
40	PowerForYou74/cellrepair-agentx-purple CellRepair AI – AgentX Purple Agent. 3-Layer Fallback. Zero Downtime.	11	Experimental	—	Python
41	PowerForYou74/cellrepair-ai CellRepair.AI - Evolutionary AI Framework with 12 Genius-Level Features	11	Experimental	—	—