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Agent Skill · 研究检索

session-memory(会话内存)

session-memory 用于查找、检索和筛选相关信息,适合在 Codex、Claude、Cursor、Gemini CLI 中需要根据关键词、任务场景或来源线索快速定位候选结果时使用。可结合来源仓库、安装命令和原始 README 继续核验具体用法。安装前建议确认权限范围、维护状态,以及是否会触发联网、命令执行或文件读写。

session-memory 是研究检索类 Agent Skill,可用宿主为 Codex、Claude、Cursor、Gemini CLI,通过GitHub 仓库获取,权限为只读;许可证信息还不明确,第三方扫描有提醒项,按安装量在研究检索类的 73,675 个 Skill 里排第 39,790。

总安装 1,364周安装 58GitHub Stars 141下载 478核验 2026-05-01

安装说明

本站只整理中文说明,不托管安装包,也不代用户安装。
GitHub
许可证
unknown

安装方式

通过对话安装

复制提示词发给支持本地命令或 Skills 的 AI 助手,先确认命令和权限,再让它执行。

请帮我安装这个 Agent Skill:session-memory(会话内存)
来源仓库:https://github.com/romiluz13/cc10x
仓库路径:skills/session-memory
安装命令:
npx skills add https://github.com/romiluz13/cc10x --skill session-memory
安装前请先检查当前环境是否支持对应 CLI,并向我确认将要执行的命令、安装目录、联网范围和文件读写权限;确认后再执行。

命令行安装

复制命令到本机终端执行。该命令会通过 npx skills 从第三方来源获取 Skill;本站只展示命令,不托管安装包,也不自动执行。

skills.shnpx skills
npx skills add https://github.com/romiluz13/cc10x --skill session-memory

这个 Skill 是做什么的

研究检索类 Skill 主要解决「找资料、核对事实、把来源整理清楚」的问题,通常会让助手先检索再总结。

session-memory 用于查找、检索和筛选相关信息。适合在会话上下文中快速定位历史信息或参考材料。

安装命令:npx skills add https://github.com/romiluz13/cc10x --skill session-memory 适用于 Codex、Claude、Cursor、Gemini CLI,通过 GitHub 安装,建议确认本地存储权限。

可能涉及临时文件或内存缓存,使用前请核实维护情况。

来源仓库内路径:skills/session-memory

上手步骤

4 步
  1. 1

    确认自己的宿主工具

    公开资料标注支持 Codex、Claude、Cursor、Gemini CLI;先确认自己用的是其中之一,再按对应工具的 Skills 目录放置。

  2. 2

    拿到安装命令

    可以直接复制的命令是 npx skills add https://github.com/romiluz13/cc10x --skill session-memory;命令里的占位符换成自己的路径或密钥再执行。

  3. 3

    安装后重启宿主

    命令执行完要完全退出宿主工具再打开,让新装的 Skill 被重新扫描到,否则列表里可能看不到。

  4. 4

    按最小权限试用

    它标注为只读,先用只读任务试一次,确认行为符合预期再扩大使用范围。

常见问题

6 条

session-memory 怎么安装?

在终端执行 npx skills add https://github.com/romiluz13/cc10x --skill session-memory。装完完全退出宿主工具再打开,让它重新扫描本地 Skill。

session-memory 支持哪些 AI 工具?

公开资料标注支持 Codex、Claude、Cursor、Gemini CLI。其他工具只要能读取本地 Skill 目录,一般也能手动放进去,但要自己确认触发方式是否一致。

session-memory 需要什么权限?

权限级别是只读。该 Skill 主要提供规则、说明或参考内容,本身偏只读;真正读写文件、联网或执行命令仍取决于宿主 Agent 的任务。

session-memory 是免费的吗?

公开资料没有标注明确许可证,收费和商用限制都无法确认。正式使用前请到来源仓库核对授权说明。

session-memory 用的人多吗?

公开数据是累计安装 1,364 次,近一周安装 58 次,下载 478 次,GitHub 141 星。这些数字来自第三方目录统计,只能当作热度参考,不代表质量或安全性。

session-memory 安全吗?

第三方扫描有提醒项,说明存在需要人工确认的行为。安装前请打开源码看清它读了什么、联网到哪里。

值得选的地方和要先想清楚的地方

值得选的地方

  • 同时适配 4 种工具,换客户端不用重新找替代品。
  • 标注为只读权限,试用阶段不容易误改本地文件。

先想清楚的地方

  • 许可证没有明确标注,能不能商用、能不能再分发都不确定。
  • 第三方扫描存在提醒项或未通过项,需要人工逐条确认。
  • 第三方目录整理,版本更新和行为细节以来源仓库为准。

适不适合你

更适合

  • 已经在用 Codex,想直接扩展它能力的人。
  • 需要处理研究检索类任务、又不想每次都手写提示词的人。
  • 只想先试试效果、不希望它改动本地文件的人。

不太适合

  • 需要明确授权才能用到公司项目里的场景。
  • 需要厂商级技术支持和 SLA 的生产系统。

研究检索类 Skill 对比

6 个同类
Skill总安装GitHub 星权限许可证扫描
find-skills

寻找技能 · Codex、Claude

31,199,81316,486操作浏览器MIT有提醒
self-improving-agent

自我改进 Agent · OpenClaw

16,464,0023,396接触敏感数据MIT-0通过
soultrace

灵魂追踪 · Codex、Claude

7,588,94412需要联网未明确有提醒
self-improving

自我完善 · OpenClaw

6,829,2841,046需要联网MIT-0通过
microsoft-foundry

微软代工厂 · Codex、Claude

6,614,144764调用外部服务未明确有提醒
session-memory

会话内存 · 本页

1,364141只读未明确有提醒

按安装量取同分类前几名;数字来自第三方目录统计,只作热度参考,不代表质量结论。

SKILL.md 原文

Session Memory (MANDATORY)

Overview

CC10X memory is a small, stable, versioned Markdown index plus durable workflow artifacts. It exists to survive compaction, preserve decisions, and keep BUILD / DEBUG / REVIEW / PLAN aligned across sessions.

Memory is an index, not a transcript. Be brief. Distill decisions, learnings, references, and verification evidence into durable, reusable notes.

Reference Map

Keep this file as the control plane. Read only the reference you need:

  • references/memory-model-and-ownership.md for memory surfaces, ownership, promotion, and workflow markers
  • references/memory-operations.md for permission-free operations, router-only persistence, and targeted edit patterns
  • references/memory-file-contracts.md for required headings, stable anchors, templates, and auto-heal rules
  • references/context-budget-and-checkpointing.md for context-budget rules, warning signs, and checkpoint triggers

The Iron Law

EVERY WORKFLOW MUST:
1. LOAD memory at START and before key decisions
2. EMIT memory-worthy notes before finishing
3. LET the router/workflow finalizer persist markdown memory

If memory is skipped, the workflow becomes conversation-dependent. If memory is narrated instead of distilled, it bloats context and loses signal.

Load-Bearing Boundaries

  • Memory lives under .claude/cc10x/v10/.
  • The router loads and auto-heals memory files before routing or resume.
  • WRITE agents read memory, but do not edit .claude/cc10x/v10/*.md directly.
  • WRITE agents emit structured MEMORY_NOTES in their Router Contract.
  • READ-ONLY agents emit ### Memory Notes (For Workflow-Final Persistence).
  • The router-owned memory-finalize task is the only final writer of memory markdown files.
  • Workflow artifacts under .claude/cc10x/v10/workflows/{wf}.json remain the durable execution truth; markdown memory is the stable index.
  • Required headings and anchors are a contract. Do not invent new file layouts or marker schemes.
  • Router-owned markers such as [DEBUG-RESET: wf:{...}] and [cc10x-internal] memory_task_id are read and respected by agents; agents do not invent replacements.

Memory Surfaces

Use the right layer for the right kind of information:

  • activeContext.md: current focus, recent changes, decisions, learnings, references, blockers
  • patterns.md: reusable project standards, gotchas, conventions, and skill hints
  • progress.md: current workflow, tasks snapshot, completed items, verification evidence
  • docs/plans/* and docs/research/*: the detailed artifacts; memory points to them
  • .claude/cc10x/v10/workflows/{wf}.json and .events.jsonl: the durable orchestration truth

Read references/memory-model-and-ownership.md if you need the full ownership model or the promotion ladder.

Distillation Rule

Memory entries must be distilled, not narrated.

Preserve:

  • decisions with rationale
  • causal learnings
  • stable module boundaries and file paths
  • verification commands and exit truth
  • external artifact paths the next session will need

Strip:

  • decorative prose
  • step-by-step diary text
  • speculation that was never resolved
  • redundant retellings of the prompt
  • unstable line numbers unless they are the only durable locator available

Test:

If a fresh agent reading memory cannot reconstruct the current constraints and next move without re-reading the whole conversation, the memory is under-distilled.

What To Load

Always Load

At workflow start, continuation, or resume, read all three memory files:

.claude/cc10x/v10/activeContext.md
.claude/cc10x/v10/patterns.md
.claude/cc10x/v10/progress.md

Re-Read Before These Actions

ActionRe-readWhy
Architectural decisionpatterns.md + activeContext.md ## Decisionsavoid contradicting project standards
Choosing implementation approachpatterns.md + activeContext.mdalign with conventions and recent decisions
DebuggingactiveContext.md + patterns.md + progress.mdreuse prior attempts, gotchas, and evidence
Planning next stepsprogress.md + activeContext.mdavoid duplicate work and preserve order
Claiming completionprogress.md + current plan/design/research referencesverify that proof and scope still match
User says "continue"all three filesrestore the durable state, not the chat summary

File Selection Matrix

NeedRead
current focus / blockersactiveContext.md
prior decisions / rationaleactiveContext.md ## Decisions
learned gotchaspatterns.md
project conventionspatterns.md
what is done / remainingprogress.md
proof commands and exitsprogress.md ## Verification
detailed plan / researchactiveContext.md ## References then the referenced file

What To Persist

Emit only memory-worthy items:

  • decisions that change implementation direction
  • learnings that prevent repeating the same mistake
  • verification evidence with commands and exit truth
  • deferred non-blocking issues that should survive the session
  • plan, design, or research references the next workflow must follow
  • clarified user standards or conventions that should become durable project patterns

Do not persist:

  • whole diffs
  • verbose execution logs
  • celebratory narration
  • "looked correct" claims without evidence
  • duplicate notes that add no new constraint

Agent Output Contract

WRITE agents persist memory through the Router Contract:

MEMORY_NOTES:
  learnings: ["Key causal insight"]
  patterns: ["Reusable gotcha or convention"]
  verification: ["`npm test` -> exit 0"]
  deferred: ["Non-blocking follow-up or risk"]

Rules:

  • Keep each entry one line when possible.
  • Prefer stable nouns over temporary wording.
  • Put verification truth in verification, not in narrative prose.
  • Put non-blocking follow-up work in deferred, not in ad-hoc tasks.
  • If a complementary skill failed to load or a durable artifact was missing in a way that matters, note it in learnings or deferred.

READ-ONLY agents use their own ### Memory Notes (For Workflow-Final Persistence) section, but the router persists both shapes into the same final memory update.

Project Skill Hints

After loading memory, check patterns.md ## Project SKILL_HINTS.

  • Invoke listed skills after memory load when they are relevant and installed.
  • Treat missing skills as non-fatal; note the miss in memory-worthy output if it changed the workflow.
  • Do not invent or rewrite skill IDs from this skill.
  • Do not try to "maintain" ## Project SKILL_HINTS from a write agent by editing memory directly. If a new durable recommendation matters, surface it in planner output or memory notes for router-owned persistence.

Workflow Pattern

Start

  1. Read all three memory files.
  2. Read current plan, design, or research files from activeContext.md ## References only if the workflow needs them.
  3. Load approved project/domain skills from ## Project SKILL_HINTS after memory is loaded.
  4. If context is already getting heavy, apply references/context-budget-and-checkpointing.md.

During

  • Re-read memory before key decisions, not after the mistake.
  • Respect router-owned markers such as [DEBUG-RESET: wf:{...}].
  • Keep notes distilled enough to survive compaction.
  • Prefer durable artifacts and file paths over long conversational summaries.

End

  1. Distill decisions, learnings, verification, and deferred items into MEMORY_NOTES.
  2. Keep each note factual and reusable.
  3. Assume the router/workflow finalizer will persist the markdown files.
  4. Do not report the workflow as truly complete if the memory cycle is missing.

Context Budget And Checkpointing

Long sessions degrade before they fail loudly.

Use references/context-budget-and-checkpointing.md when:

  • debugging has gone through multiple failed attempts
  • planning/research is pulling in many large files
  • the session has already accumulated many tool calls
  • you notice vagueness, skipped protocol steps, or rising uncertainty

Checkpoint principle:

  • persist durable state into workflow artifacts, plans, research files, and memory notes
  • do not rely on the conversation transcript to carry load-bearing context

Red Flags

Stop and correct course if you catch yourself:

  • starting work without loading memory
  • making decisions without checking ## Decisions or project patterns
  • writing long diary-style memory notes
  • claiming you will "remember later"
  • editing .claude/cc10x/v10/*.md directly from a write agent
  • inventing new headings, markers, or memory file shapes
  • treating stale conversation context as better than durable memory

Rationalization Prevention

ExcuseReality
"Small task, no need"Small tasks still create decisions and evidence.
"I'll remember"You won't; compaction will win.
"The conversation already has it"Durable memory beats transcript lore.
"I'll just tweak the markdown directly"Router-owned persistence exists to keep memory coherent.
"The note can be verbose"Verbose notes burn context and hide the signal.

Verification Checklist

  • Memory loaded at workflow start
  • Relevant decisions/patterns checked before new decisions
  • Notes distilled into MEMORY_NOTES
  • Verification truth captured in memory-worthy form
  • No direct write-agent edits to .claude/cc10x/v10/*.md
  • Context-budget checkpointing considered if the session got heavy

Cannot check these boxes? The memory cycle is incomplete.

平台分布

Codex

36.96%
按下载量换算177

Claude

30.35%
按下载量换算145

Cursor

20.35%
按下载量换算97

Gemini CLI

9.46%
按下载量换算45

安全审计

Gen Agent Trust Hub

可疑

Socket

通过

Snyk

通过

权限和风险

只读

该 Skill 主要提供规则、说明或参考内容,本身偏只读;真正读写文件、联网或执行命令仍取决于宿主 Agent 的任务。

安装前确认

本站仅展示第三方公开信息,不托管安装包,不提供自动安装或运行环境。安装前应自行审查源码、依赖和命令行为。来源安全扫描存在提醒或未通过项,安装前请自行复核。目前只有一个公开来源,建议同时核对源仓库。

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