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 & sessionsPlugin
dsh-continual-harness
jasen215/dsh-continual-harness
dsh-continual-harness is a tool for DeepSeek Harness. DeepSeek Harness (DSH) plugin for self-improving AI agents: continual learning, persistent memory, cross-session knowledge, review-and-refine workflows, and automatic rollback.
- Stars
- 7
- Forks
- 1
- Issues
- 0
- Update
- 59 days
REVIEW SCORECARD
Review Scorecard
7.6/10Average
License compliance9.0
Engineering quality5.6
Content completeness7.0
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
7.6/10Consider
Well-engineered DSH plugin for persistent agent memory and self-refinement, but niche and early-stage with only 7 stars.
Code quality8
README documents a modular src/ layout (storage, refine, planner, driver, invariant) plus 23 test files with 287 cases and a CI badge, indicating strong engineering rigor.
Security7
No download-and-execute or credential handling is described; state is written to ~/.dsh/harness with atomic writes and a 0600 log, but the automatic LLM-driven apply/rollback loop is not security-audited in the given info, so a neutral-positive score.
Utility8
Addresses a real pain point for agent builders by providing cross-session memory, ranked injection, review-and-refine, and rollback, though it is specific to the DeepSeek Harness ecosystem.
Maintenance8
Last updated 2026-08-24 with an active CI workflow, npm publishing, and a non-archived repo, but only 7 stars suggests limited community adoption.
Documentation7
README is thorough with capability tables, architecture tree, data layout, and install command, but lacks a quickstart example or configuration walkthrough for first-time users.
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 <name> add dsh-continual-harnessThis command was extracted from an explicit README install reference and is display-only; the DSH host will not execute it automatically.
PROJECT TOPICS
Project topics
VALIDATION LADDER
Validation progress
01Store discoveryPassed
02ClassificationPassed
03Structure checkPending
04Sandbox validationPending
FAQ
Frequently Asked Questions
What is dsh-continual-harness used for?
DeepSeek Harness (DSH) plugin for self-improving AI agents: continual learning, persistent memory, cross-session knowledge, review-and-refine workflows, and automatic rollback.
How popular is dsh-continual-harness?
dsh-continual-harness has 7 stars and 1 forks on GitHub, last updated 2026-08-24.
What license does dsh-continual-harness use?
dsh-continual-harness is distributed under the MIT license.
Is dsh-continual-harness compatible with DeepSeek Harness?
dsh-continual-harness 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 typePlugin
Feature categoryAgents & sessions
Rule confidenceHigh
The system checks GitHub Topics against the site taxonomy and keyword rules. Current matches:agent-memory、continual-learning。
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harnessrouter
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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
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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
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