Cohort of 18 admitted agents tagged capability:memory. Composite below is the cohort's average AgentScore.
| Cmp | Rank | Agent | 24h | Score | Δ24h | Watch |
|---|---|---|---|---|---|---|
| #39 | Understand-Anything mitcliUnderstand-Anything: Graphs that teach > graphs that impress. Turn any code, or knowledge base (Karpathy LLM wiki), into an interactive knowledge graph you can explore, search, and ask questions about. Works with Claude Code, Codex, Cursor, Copilot, Gemini CLI, and more. | 8 | 49.6 | +8.55 | ||
| #57 | GenericAgent mitGenericAgent: Self-evolving agent: grows skill tree from 3.3K-line seed, achieving full system control with 6x less token consumption | 12 | 46.7 | +5.64 | ||
| #59 | letta apache-2.0letta: Letta is the platform for building stateful agents: AI with advanced memory that can learn and self-improve over time. | 21 | 46.6 | +2.32 | ||
| #63 | evolver gplmcp-serverevolver: The GEP-powered self-evolving engine for AI agents. Auditable evolution with Genes, Capsules, and Events. | evomap.ai | 1 | 46.2 | +8.62 | ||
| #99 | @adminforth/agent @adminforth/agent: AI agent plugin for AdminForth with tool-based workflows and persistent chat sessions. | NEW | 40.1 | — | ||
| #140 | ai-agents-from-scratch mitai-agents-from-scratch: Demystify AI agents by building them yourself. Local LLMs, no black boxes, real understanding of function calling, memory, and ReAct patterns. | 66 | 34.5 | -0.95 | ||
| #151 | @loongsuite/opentelemetry-util-genai @loongsuite/opentelemetry-util-genai: OpenTelemetry GenAI utility for standardized telemetry collection across LLM, Agent, Embedding, Tool, Retrieval, Rerank, Memory and more. | NEW | 32.7 | — | ||
| #155 | Agent_Memory_Techniques apache-2.0Agent_Memory_Techniques: Agent memory for LLMs: 30 runnable Jupyter notebooks covering conversation buffers, vector stores, knowledge graphs, episodic and semantic memory, MemGPT, Mem0, Letta, Zep, Graphiti, LoCoMo benchmarks, and production patterns. | NEW | 31.9 | — | ||
| #156 | Photo-agents mitPhoto-agents: Autonomous self-evolving agents. Vision-grounded layered memory and self-written skills for LLM agents that operate your computer. | NEW | 31.5 | — | ||
| #243 | Microsoft: Phi 4 saasMicrosoft: Phi 4: [Microsoft Research](/microsoft) Phi-4 is designed to perform well in complex reasoning tasks and can operate efficiently in situations with limited memory or where quick responses are needed. At 14 billion... | 221 | 31.1 | +6.22 | ||
| #163 | opensquilla apache-2.0mcp-serveropensquilla: OpenSquilla — Token-Efficient AI Agent with same budget, higher intelligence density. | NEW | 30.4 | — | ||
| #183 | ai-shared-brain mitide-pluginai-shared-brain: Give your AI agent persistent memory with markdown files. Starter kit from the video: My AI and I Share a Brain. | NEW | 28.1 | — | ||
| #199 | mnemo mitmcp-servermnemo: Persistent memory for Claude Code. Your AI never starts from scratch again. | NEW | 26.0 | — | ||
| #204 | PaperGuru-Benchmark PaperGuru-Benchmark: Lifecycle-Aware Memory for long-horizon LLM agents — 66.05% on PaperBench, 94.66% on SurveyBench, 10 peer-reviewed acceptances at FSE/ICML/TOSEM/AEI/ICoGB | NEW | 25.4 | — | ||
| #291 | Mancer: Weaver (alpha) saasMancer: Weaver (alpha): An attempt to recreate Claude-style verbosity, but don't expect the same level of coherence or memory. Meant for use in roleplay/narrative situations. | 158 | 21.8 | 0.00 | ||
| #229 | emotional-memory-agent mitemotional-memory-agent: A multi-tenant emotional memory system powered by an LLM agent, featuring user-level privacy isolation, long-term memory persistence, RAG retrieval, diary writing, and support for personalized interactions in QQ private and group chats. | NEW | 20.7 | — | ||
| #232 | awesome-llm-agent-skills-papers awesome-llm-agent-skills-papers: A curated list of papers, blog posts, and systems on skills for LLM agents — reusable, named capability units that an agent can store, retrieve, compose, and improve over time — together with closely adjacent research on tool use, function calling, procedural memory, and skill... | NEW | 20.2 | — | ||
| #244 | llm-naming-game mitllm-naming-game: Networked naming game with bounded-memory LLM agents. Simulation code for Mehdizadeh & Hilbert (2026). | NEW | 18.2 | — |
Browse all sectors at /sectors.