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: Sep 28, 2026, 02:10 PM UTC
Evidence-weighted score
Best Memory Plugins for DeepSeek Harness
Memory, context, session, and knowledge plugins ranked by more than popularity alone.
1078 candidates evaluatedCatalog snapshot: 2026-09-28
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.
13.3K stars923 forksSep 24, 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
Cost Meter
memoryHan-1413141 / dsh-cost-meter
Cost tracking for DeepSeek Harness: session and model costs, token usage, budgets, provider balances, and coding-plan quotas. Bilingual English/Chinese UI.
344 stars36 forksSep 28, 2026Why it placed here
- Updated within the last 30 days
- Corroborated by both Awesome and the GitHub topic
- Category, tags, and task language agree
- 3Pick
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
73.4K stars8.7K forksSep 28, 2026Why it placed here
- Updated within the last 30 days
- Category, tags, and task language agree
- 8722 forks provide a community resilience signal
- 4
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.
11.6K stars1.1K forksSep 23, 2026Why it placed here
- Updated within the last 30 days
- Category, tags, and task language agree
- 1064 forks provide a community resilience signal
- 5
MindMemOS
memorymindscale-noah / MindMemOS
997 stars99 forksSep 28, 2026Why it placed here
- Updated within the last 30 days
- Corroborated by both Awesome and the GitHub topic
- Category, tags, and task language agree
- 6
Honcho
memoryplastic-labs / honcho
Memory library for building stateful agents
7.4K stars912 forksSep 28, 2026Why it placed here
- Updated within the last 30 days
- Category, tags, and task language agree
- 912 forks provide a community resilience signal
- 7
ReMe
memoryagentscope-ai / ReMe
ReMe: Memory Management Kit for Agents - Remember Me, Refine Me.
3.5K stars302 forksSep 28, 2026Why it placed here
- Updated within the last 30 days
- Category, tags, and task language agree
- 302 forks provide a community resilience signal
- 8
Noema
memoryZSeven-W / dsh-noema
Noema long-term memory plugin for DSH: durable, inspectable agent memory with recall tools and a settings page.
128 stars9 forksSep 24, 2026Why it placed here
- Updated within the last 30 days
- Corroborated by both Awesome and the GitHub topic
- Category, tags, and task language agree
- 9
Billion Context
memoryranxianglei / billion-context
基本稳定可用 A context-compression plugin for small context windows (a 100K context is enough), token savings (5x fewer tokens), and month-long single sessions (billions of tokens).上下文压缩插件，兼顾小窗口(100k上下文足矣)省token(省5倍token)和超长会话(数月级别几十亿token单会话)。billion-context is all you need
350 stars37 forksSep 28, 2026Why it placed here
- Updated within the last 30 days
- Category, tags, and task language agree
- 37 forks provide a community resilience signal
- 10
Mneme
memorymodusensus / dsh-mneme
The memory that dreams — cross-session memory for DeepSeek Harness
127 stars19 forksSep 28, 2026Why it placed here
- Updated within the last 30 days
- Category, tags, and task language agree
- 19 forks provide a community resilience signal