Agents & sessionsSkill
EverOS
EverMind-AI
One portable memory layer for every AI agent: local-first, Markdown-native, user-owned, and self-evolving across apps, tools, and workflows.
Structure check pending
agent-memoryagentic-aiaichats
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Agents & sessionsSkill
memsearch
zilliztech/memsearch
memsearch is a tool for DeepSeek Harness. A persistent, unified memory layer for all your AI agents (e.g. Claude Code, Codex, DSH), backed by Markdown and Milvus.
- Stars
- 2.5k
- Forks
- 235
- Issues
- 242
- Update
- 69 days
REVIEW SCORECARD
Review Scorecard
8.4/10Good
License compliance9.0
Engineering quality9.0
Content completeness8.0
Repository scale7.0
Maintenance activity8.0
✓ No risk detected · Automated scan results are for reference only, not an official endorsement
AI DEEP REVIEW
Worth AI Review
8.2/10Recommended
A mature, actively maintained cross-platform memory layer for AI agents with strong docs and a clean Markdown-plus-Milvu
Code quality8
README shows a CI test workflow badge, PyPI packaging, a documented Python API and CLI, and a modular plugin layout across five platforms, indicating solid engineering rigor.
Security7
Install is a standard package-manager command with no download-and-execute shell piping, but the Codex path clones and runs an install script and requires `codex --yolo` for ONNX model network access, which warrants mild caution.
Utility9
Persistent cross-agent semantic memory with hybrid search, dedup, and live sync addresses a real and common pain point for users juggling multiple coding agents.
Maintenance9
Last updated 2026-08-23, not archived, 2515 stars, and a 'What's New' section listing recent DSH support and skill distillation show active development.
Documentation8
README provides per-platform install steps, verification commands, recall examples, and links to dedicated docs sites, though the excerpt is truncated mid-Codex section.
Generated by AI after reading the project README — a decision aid, not an endorsement. Neutral scores are given when information is limited.
PROJECT READMEREADMEExpandCollapse
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Open repositoryINSTALL REFERENCE
Install reference
dsh plugin --profile web add @zilliz/memsearch-dshThis command passed the install-plan safety checks and can be executed by the DSH host. Validation is not a security audit or official endorsement.
PROJECT TOPICS
Project topics
VALIDATION LADDER
Validation progress
01Store discoveryPassed
02ClassificationPassed
03Structure checkPending
04Sandbox validationPending
FAQ
Frequently Asked Questions
What is memsearch used for?
A persistent, unified memory layer for all your AI agents (e.g. Claude Code, Codex, DSH), backed by Markdown and Milvus.
How popular is memsearch?
memsearch has 2,515 stars and 235 forks on GitHub, last updated 2026-08-23.
What license does memsearch use?
memsearch is distributed under the MIT license.
Is memsearch compatible with DeepSeek Harness?
memsearch is listed in the DSH Universe directory as a tool for DeepSeek Harness. This plugin is listed in the DSH Universe directory and covered by its validation pipeline.
CLASSIFICATION EVIDENCE
Classification evidence
Project typeSkill
Feature categoryAgents & sessions
Rule confidenceHigh
The system checks GitHub Topics against the site taxonomy and keyword rules. Current matches:skills、agent-memory、claude-code、claude-code-plugin、embeddings、hybrid-search、long-term-memory、memory、rag、semantic-search。
Agents & sessionsSkill
MemOS
MemTensor
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.
Structure check pending
agentagentic-aiaiai-agents
Agents & sessionsPlugin
harnessrouter
HarnessRouter
HarnessRouter Community Edition: the self-hosted, Apache-2.0 edition of the unified interface for agent harnesses. Run Codex, Claude Code, Hermes, PI, DSH, and more through one API, with sessions, streaming, files, cancellation, and failure handling. Implements the Unified Harness Protocol (UHP), an open standard. Your keys, your infrastructure.
Structure check pending
agent-apiagent-frameworkagent-harnessai-agents
Agents & sessionsPlugin
Tianshu-harness
huiliyi37
Tianshu is a terminal coding agent runtime built on the harness project (Tui X Gui), with prefix-cache engineering optimization for DeepSeek V4 (measured steady-state hit rate of 97–99% in long sessions) and deep adaptation. It breaks out of the traditional AI coding assistant's limit of treating the LLM merely as a tool, and is built on a cognitive virtual machine (CVM), a self-awareness layer and Stigmergy self-decaying memory, making the AI a development partner with independent judgment and cognitive safeguards.
Structure check pending
ai-agentcoding-agentcontext-managementdeepseek
Agents & sessionsSkill
modsearch
liustack
🥇 The strongest free web search plugin for DeepSeek Harness, and the search bridge for every model without native web access. Free, no signup, no API key. Ask the web or X, get structured JSON evidence. | 🥇 The strongest free web search plugin for DeepSeek Harness across the web, free with no signup and no API key. Adds search for models without web access; ask the web or X and get structured JSON evidence (search, scrape, cite).
Validation record available
agent-skillsagentic-workflowclaude-codeclaude-skills
Agents & sessionsPlugin
dsh-mnemon
omdsh-dev
Composable, view-based context for DeepSeek Harness. Pluggable sources and strategies, with layered memory and self-evolving skills out of the box.
Structure check pending
agent-memorycontext-managementcross-session-memorydeepseek-harness