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Zero-dependency cross-session memory for AI coding agents - lessons on disk, evidence-enforced, auto-injected

Hindsight long-term memory for DeepSeek Harness: injects relevant memories before each turn and retains finished turns to a Hindsight bank.

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Connects the Drafta notes app to DeepSeek Harness over MCP, so the agent can search, read and write notes in your local Drafta library.

Personal-experience memory for DSH: turns solved tasks into sourced problem cases with condition-scoped claims, recalls them into new tasks via hidden pre-step injection, and makes corrections/deletes

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Long-term memory for DeepSeek Harness kept as plain markdown, one fact per file, readable in any editor. The `MEMORY.md` index has a hard 200-line / 25 KB cap enforced by `ctx.tools.guard()`: a write

Workspace-isolated durable memory for DSH, with searchable, auditable, correctable, and removable workspace memories plus controlled global memory.

Session-memory autopilot: watches DSH sessions and extracts OKF entries in-process through the harness LLM (ctx.llm, deepseek-official by default) at idle, commit, compaction and end checkpoints, stor

by leetom314

Tiered persistent memory (user/env/project) with per-tier char budgets and semantic query routing; full layers refuse writes instead of silently evicting.

Week-keyed personal memo service: stores entries in ISO-week tables, resolves week/month/quarter/year navigation from one period calendar, runs AI analysis and Markdown report export, requires an expl

DSH bundle plugin that mounts 8 Project Memory skills, bootstraps memory architecture on first use, and registers codebase-memory bridge tools.

by wu81313-lab

DSH local-folder knowledge base: manual-sync SQLite FTS5 index, Chinese hybrid retrieval (BM25 + CJK bigram + trigram, RRF), explicit-invocation gate, and a Web panel.

Read-only bridge that surfaces Claude Code's existing project memory in DSH — git-root-aware resolution, credential redaction before injection, and an on-demand recall tool. Zero runtime dependencies.

Distills session work into background observations and reflections to preserve context across compaction.

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by JohnXu22786

Session context triage for long DeepSeek Harness sessions: deterministic screeners trim stale, duplicate, failed, and oversized content through the official ctx.compaction seam.

Bridge into a global Markdown knowledge base shared with the Codex kb.cmd CLI: kb_add/kb_search/kb_show/kb_timeline tools with byte-compatible frontmatter.

Project-scoped persistent key-value memories with set/get/list/delete/search model tools and JSON-file storage.

by Ma354

Durable cross-session memory + hostile-network fetch ladder for DeepSeek Harness

by ljlj7149-cloud

Error-Correction-Driven Cognitive Architecture Plugin (DeepSeek Harness): Layered Memory + Sentinel Auto-Alerts + Error-Correction Evolution + Approval Arbitration. It makes your AI remember your rules—effective even when you switch models or presets. Everything is automatically consolidated, but nothing takes effect until you approve it.

Registers the local flowix-cli MCP server so the agent can search, read, create, and edit Flowix memos and mind-map artifacts.

by xuviga

Mnemosyne - an error-memory plugin for DeepSeek Harness that learns from the agent's own mistakes and blocks recurring ones