Task fit
30%15 points for catalog classification, 8 for an explicit category tag, and 7 when the name, description, or tags match: memory, context, session, archive, history, recall, knowledge.
Back to plugin directoryCatalog snapshot: Nov 1, 2026, 11:12 AM UTC
Evidence-weighted score
Best Memory Plugins for DeepSeek Harness
Memory, context, session, and knowledge plugins ranked by more than popularity alone.
2432 candidates evaluatedCatalog snapshot: 2026-11-01
Published selection rule
How this ranking works
Standalone, installable public repositories classified as Memory. Upstream, directory/list, archived, adaptation-required, watch, removed, placeholder, and non-plugin records are excluded; category fit is checked again against names, descriptions, and tags.
Ties are resolved by maintenance score, then Stars, then repository name.
100
point scale
Maintenance
25%25 points if updated within 30 days; then 20 within 90, 14 within 180, 8 within 365, and 2 thereafter.
Adoption
20%Stars are bucketed, not directly sorted: 20 at 1,000+, 17 at 250+, 14 at 50+, 10 at 10+, 7 at 3+, and 4 at 1+.
Community resilience
10%Forks are bucketed: 10 at 100+, 8 at 25+, 6 at 10+, 4 at 3+, and 2 at 1+.
Catalog evidence
15%8 points for Awesome + Topic, 6 for Awesome only, or 2 for Topic only; 4 for an 80+ character English description or 2 for 30+; 3 for 3+ tags or 1 for 1–2.
Scores use public catalog and repository metadata. They do not replace hands-on evaluation, permission review, or a security audit.
Scored results
Top picks
- 1Pick
Everos
memoryEverMind-AI / everos
One portable memory layer for every AI agent: local-first, Markdown-native, user-owned, and self-evolving across apps, tools, and workflows.
13.7K stars960 forksOct 30, 2026Why it placed here
- Updated within the last 30 days
- Corroborated by both Awesome and the GitHub topic
- Category, tags, and task language agree
- 2Pick
Ruflo
memoryruvnet / ruflo
The original agent harness. Deploy intelligent multi-player swarms, coordinate autonomous workflows, and build conversational AI systems. Features adaptive memory, self-learning intelligence, federation, vector RAG integration, and native Claude Code / Codex / Hermes and many more Integrated
80.5K stars9.4K forksNov 1, 2026Why it placed here
- Updated within the last 30 days
- Category, tags, and task language agree
- 9435 forks provide a community resilience signal
- 3Pick
MemOS
memoryMemTensor / MemOS
Self-evolving memory OS for LLM & AI Agents: ultra-persistent memory, hybrid-retrieval, and cross-task skill reuse, with 35.24% token savings and DeepSeek Harness support.
12.2K stars1.1K forksOct 29, 2026Why it placed here
- Updated within the last 30 days
- Category, tags, and task language agree
- 1101 forks provide a community resilience signal
- 4
Vibe Skills
memoryforyourhealth111-pixel / Vibe-Skills
Intelligent Skill routing and workflow orchestration for AI agents — +21.12 pp reward, −29.6% tokens on SkillsBench with DeepSeekV4Flash-VE.
3.8K stars341 forksOct 31, 2026Why it placed here
- Updated within the last 30 days
- Category, tags, and task language agree
- 341 forks provide a community resilience signal
- 5
Honcho
memoryplastic-labs / honcho
Memory library for building stateful agents
7.9K stars961 forksOct 31, 2026Why it placed here
- Updated within the last 30 days
- Category, tags, and task language agree
- 961 forks provide a community resilience signal
- 6
ReMe
memoryagentscope-ai / ReMe
ReMe: Memory Management Kit for Agents - Remember Me, Refine Me.
3.7K stars336 forksOct 30, 2026Why it placed here
- Updated within the last 30 days
- Category, tags, and task language agree
- 336 forks provide a community resilience signal
- 7
Billion Context
memoryranxianglei / billion-context
A context-compression plugin for month-long single sessions (billions of tokens) ,small context windows (a 100K context is enough) and token savings (5x fewer tokens) .上下文压缩插件，月级长会话会话， 兼顾小窗口(100k上下文足矣)省token(省5倍token) . billion-context is all you need
3.5K stars299 forksNov 1, 2026Why it placed here
- Updated within the last 30 days
- Category, tags, and task language agree
- 299 forks provide a community resilience signal
- 8
Powercontext
memoryoceanbase / powercontext
Agent memory: long-term memory & agent memory handoff. Claude Code & Codex.
1.5K stars558 forksNov 1, 2026Why it placed here
- Updated within the last 30 days
- Category, tags, and task language agree
- 558 forks provide a community resilience signal
- 9
MindMemOS
memorymindscale-noah / MindMemOS
924 stars99 forksOct 31, 2026Why it placed here
- Updated within the last 30 days
- Category, tags, and task language agree
- 99 forks provide a community resilience signal
- 10
Codex Ui
memoryMichengAI / dsh-codex-ui
DSH Codex UI — 为 DeepSeek Harness Web 提供 Codex 风格侧栏、工作区会话树、全局搜索和轮次导航 · A Codex-style sidebar, workspace session tree, global search, and turn navigation for DSH Web
256 stars20 forksNov 1, 2026Why it placed here
- Updated within the last 30 days
- Category, tags, and task language agree
- 20 forks provide a community resilience signal