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agent-session-searchAgent 会话搜索

Agent Skill

agent-session-search 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。

总安装

703

周安装

29

GitHub Stars

10

下载量

230
CodexClaudeCursorGemini CLI

安装说明

本站只整理中文说明和来源信息,不托管安装包,也不代用户安装。

GitHub

来源数

2

许可证

unknown

最后核验

2026-05-01

来源状态

来源可访问

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:agent-session-search(Agent 会话搜索)
来源仓库:https://github.com/oakoss/agent-skills
仓库路径:skills/agent-session-search
安装命令:
npx skills add https://github.com/oakoss/agent-skills --skill agent-session-search
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/oakoss/agent-skills --skill agent-session-search

简介

聚合多 Agent 本地会话历史,提供亚秒级检索与筛选能力。

  • 适用于快速定位过往代码片段、任务上下文或开发线索的 Codex、Claude 等环境。
  • 需预先安装外部 Rust CLI 工具 CASS,不支持实时会话监控。
  • 仅在有本地历史记录时有效,避免在无数据场景下误用导致结果为空。
  • 建议使用 forgiving syntax 模式提升查询容错性,适合 AI 自主调用。

SKILL.md

Agent Session Search

Unified CLI/TUI to index and search local coding agent history. Aggregates sessions from 13+ agents into a single searchable index with sub-60ms latency. Purpose-built for AI agent consumption with robot mode and forgiving syntax. Not a library -- CASS is an external Rust CLI that must be installed separately.

Do not use for real-time session monitoring. Do not use when the agent has no local session history stored on disk.

Install via curl one-liner, Homebrew, or Scoop (see Configuration reference). Requires Rust nightly toolchain for building from source.

CRITICAL: NEVER run bare cass -- it launches an interactive TUI that blocks your session. Always use --robot or --json flags.

Essential Commands

CommandPurpose
cass health --jsonHealth check (exit 0 = healthy, non-zero = unhealthy)
cass index --fullFull rebuild of DB and search index
cass indexIncremental update since last scan
cass index --watchWatch mode: auto-reindex on file changes
cass search "query" --robotSearch with JSON output
cass search "query" --robot --fields minimalMinimal payload (path, line, agent)
cass search "query" --robot --limit 5Cap number of results
cass search "query" --robot --mode hybridUse hybrid (lexical + semantic) search
cass view /path -n 42 --jsonView source at specific line
cass expand /path -n 42 -C 5 --jsonContext around a search result
cass export-html /pathExport conversation as self-contained HTML
cass robot-docs guideLLM-optimized documentation
cass robot-docs schemasResponse JSON schemas
cass sources setupConfigure multi-machine remote sources

Supported Agents

AgentLocationFormat
Claude Code~/.claude/projectsJSONL
Codex~/.codex/sessionsRollout JSONL
Gemini CLI~/.gemini/tmpJSON
ClineVS Code global storageTask directories
OpenCode.opencode directoriesSQLite
Amp~/.local/share/amp + VS CodeMixed
Cursor~/Library/Application Support/Cursor/User/SQLite state.vscdb
ChatGPT~/Library/Application Support/com.openai.chatJSON (v1 unencrypted; v2/v3 encrypted)
Aider~/.aider.chat.history.md + per-projectMarkdown
Pi-Agent~/.pi/agent/sessionsJSONL
Factory (Droid)~/.factory/sessionsJSONL
Clawdbot~/.clawdbot/sessionsJSONL
Vibe (Mistral)~/.vibe/logs/session/*/messages.jsonlJSONL

Search Modes

ModeAlgorithmBest For
lexical (default)BM25 full-text via TantivyExact term matching, code searches
semanticVector similarity (MiniLM via FastEmbed)Conceptual queries, finding similar
hybridReciprocal Rank Fusion (RRF)Balanced precision and recall

Semantic mode requires MiniLM model files. When unavailable, CASS falls back to a hash-based embedder for approximate similarity.

Forgiving Syntax

CASS auto-corrects common agent mistakes and emits teaching notes to stderr:

InputCorrection
Typos in commandsLevenshtein-matched to canonical command
Single-dash long flags (-robot)Normalized to --robot
Wrong case (--Robot)Lowercased to --robot

Common Mistakes

MistakeFix
Running bare cassAlways use --robot or --json
Missing --robot flagAdd --robot for JSON output
No index existsRun cass index --full first
Token budget overflowUse --fields minimal and --limit
Stale search resultsRun cass index to refresh
Parsing stderr as JSONstdout = JSON only, diagnostics go to stderr
Assuming CASS is installedCheck cass health --json first

Delegation

Use this skill for indexing, searching, and analyzing coding agent session history via CASS CLI. Delegates to the external cass binary for all operations. Run cass robot-docs guide for the authoritative command reference directly from the installed version.

For multi-machine session search, see Remote Sources. For TUI usage by human operators, see TUI Reference.

References

  • Command Reference -- indexing, search, session viewing, export, and diagnostics
  • Robot Mode -- self-documenting API, forgiving syntax, output formats, token budget
  • Query Language -- boolean operators, wildcards, match types, time formats, auto-fuzzy fallback
  • Search and Ranking -- search modes, ranking, scoring formula
  • Remote Sources -- multi-machine search via SSH/rsync, setup wizard, path mappings
  • TUI Reference -- keyboard shortcuts, themes, saved views, density modes, bookmarks
  • Error Handling -- structured errors, exit codes, troubleshooting
  • Internals -- response shapes, deduplication, performance, watch mode, semantic search
  • Configuration -- environment variables, shell completions, installation, integrations

适合场景

01

用户想查找某类 Agent Skill 时

02

需要根据任务场景推荐可安装能力包时

03

需要对比不同来源的安装命令和来源信息时

能力概览

能力 1

按任务关键词查找相关 Skills

能力 2

展示可复制的安装命令

能力 3

保留来源站点、仓库和原始说明,方便继续核验

能力 4

展示第三方安全扫描或审计结果

安装后应在对应宿主中按原始 README 的触发条件使用;具体调用方式请以来源页面和 README 为准。

平台分布

Codex

32.29%
按下载量换算74

Claude

31.6%
按下载量换算73

Cursor

20.45%
按下载量换算47

Gemini CLI

8.34%
按下载量换算19

安全审计

Gen Agent Trust Hub

未通过

Socket

通过

Snyk

可疑

权限和风险

敏感数据

该 Skill 可能接触密钥、Token、环境变量或敏感配置,应进入高风险复核队列,默认不自动发布。

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 warning/failed 结果,不能写成本站确认安全。当前只有一个来源,正式发布前建议补源仓库或其他目录站核验。

来源信息

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