Agent skill

Session Search

by pchalasani in pchalasani/claude-code-tools

For CLI agents WITHOUT subagent support (e.g., Codex CLI). An agent skill from pchalasani/claude-code-tools.

MITAuto-check: notesAgent Workflows

Install Session Search

skills CLI
$ npx skills add pchalasani/claude-code-tools --skill session-search -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install pchalasani/claude-code-tools session-search --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/pchalasani/claude-code-tools.git skills-src && mkdir -p .claude/skills && cp -r skills-src/plugins/aichat/skills/session-search .claude/skills/session-search && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
session-search
GitHub stars
2k
Token cost
~657 tokens
SKILL.md length
298 words
Files
1
Skills in repo
17
Repo updated
First seen
Licence
MIT

At a glance

For CLI agents WITHOUT subagent support (e.g., Codex CLI). An agent skill from pchalasani/claude-code-tools.

  • Works in 5 steps: Understand the query: Identify what the… → Search with aichat: Run aichat search… → Parse results: Use jq to extract fields… → …
  • Tasks that involve Subagents
  • SKILL.md covers Workflow, Output Format, Example and Constraints, plus 1 more section
  • Calls curl, sh and uv; reaches astral.sh and sh.rustup.rs

What it does

Session Search is an agent skill from pchalasani/claude-code-tools. For CLI agents WITHOUT subagent support (e.g., Codex CLI). Search previous code agent sessions for specific work, decisions, or code patterns.

Its SKILL.md is about 660 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in Agent Workflows, covering Subagents. The repository describes itself as: Practical productivity tools for Claude Code, Codex-CLI, and similar CLI coding agents. The licence is MIT.

When your agent uses it

  • Tasks that involve Subagents

Example prompts

  • “/session-search”

Requirements

  • Python 3
  • Node.js

Workflow steps

5 steps, taken from the first numbered list in SKILL.md.

  1. Understand the query: Identify what the user is looking for (code patterns,
  2. Search with aichat: Run aichat search --json -n 10 "[query]" (use
  3. Parse results: Use jq to extract fields from JSONL output (session_id,
  4. Deep dive if needed: Read session files at
  5. Summarize: Return a focused summary with key findings and references

What it can do on your machine

Read from SKILL.md and the folder at commit 0ca7320. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Shell commands in SKILL.md call:

    • curl
    • sh
    • uv
    • cargo

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    Hosts in commands or code, which the agent is likely to contact:

    • astral.sh
    • sh.rustup.rs

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Session Search loads about 657 tokens when it runs. Until then it costs about 39 tokens; SKILL.md has 298 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~39
When it runs · the whole SKILL.md, loaded when a task matches
~657

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check: notes

The automated check noted patterns worth knowing about, such as sudo or a known installer.

  • NotePipes a well-known installer script into a shellSKILL.md:77
    curl -LsSf https://astral.sh/uv/install.sh | sh           # uv
  • NotePipes a well-known installer script into a shellSKILL.md:78
    curl --proto '=https' --tlsv1.2 -sSf https://sh.rustup.rs | sh  # Rust

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from pchalasani/claude-code-tools at commit 0ca7320, republished under its MIT licence (© pchalasani). 298 words, ~657 tokens.

Download SKILL.mdSave it as .claude/skills/session-search/SKILL.md (or your agent's skills folder).
name
session-search
description
For CLI agents WITHOUT subagent support (e.g., Codex CLI). Search previous code agent sessions for specific work, decisions, or code patterns.

If you are Claude Code: Do NOT use this skill directly. Use the session-searcher subagent via the Task tool instead - it handles this more efficiently without polluting your context.

Search and find previous code agent sessions (Claude-Code or Codex-CLI) for specific work, decisions, or code patterns.

Workflow

  1. Understand the query: Identify what the user is looking for (code patterns, decisions, specific work, design direction)
  2. Search with aichat: Run aichat search --json -n 10 "[query]" (use -g "project" to filter by project)
  3. Parse results: Use jq to extract fields from JSONL output (session_id, project, created, snippet, file_path)
  4. Deep dive if needed: Read session files at ~/.claude/projects/*/[session-id].jsonl (max 3 files)
  5. Summarize: Return a focused summary with key findings and references

Run aichat search --help to see all options (date filters, branch filters, etc.) and JSONL field names.

Output Format

Return a concise summary containing:

  1. Key Findings: 2-3 bullet points answering the query
  2. Relevant Sessions: Session IDs and dates for reference
  3. Specific Content: Code snippets or quotes if directly relevant

Format as clean markdown, not raw JSON.

Example

Query: "Find sessions where we discussed authentication design"

bash
aichat search --json -n 10 "authentication design"

Summary:

  • Session abc123 (Dec 10): Discussed JWT vs session-based auth, decided on JWT
  • Session def456 (Dec 8): Implemented refresh token rotation pattern

Constraints

  • ALWAYS use --json flag with aichat search (otherwise it spawns interactive UI)
  • NEVER return raw JSON output to the user - summarize and distill findings
  • NEVER read more than 3 session files per query
  • If no results found, suggest alternative search terms
  • ONLY report information directly observed in files - never infer or extrapolate

Error Handling

If aichat search command fails or is not found, ask user to install:

bash
uv tool install claude-code-tools   # Python package
cargo install aichat-search         # Rust search TUI

Prerequisites:

  • Node.js 18+ (for action menus)
  • Rust/Cargo (for aichat-search)

If user doesn't have uv or cargo:

bash
curl -LsSf https://astral.sh/uv/install.sh | sh           # uv
curl --proto '=https' --tlsv1.2 -sSf https://sh.rustup.rs | sh  # Rust

© pchalasani, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in plugins/aichat/skills/session-search of pchalasani/claude-code-tools.

Open the folder on GitHubat commit 0ca7320

Compare with similar skills

Session Search next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Session Search compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Session Search this skillpchalasani/claude-code-tools2k—~657Automated safety check: NotesMIT
Claude Code Agent Developmentanthropics/claude-plugins-official38k8 repos~2.8kAutomated safety check: PassApache-2.0
Subagent Driven DevelopmentAsvarox/allkaraoke26138 repos~1.2kAutomated safety check: PassNone
Dispatching Parallel Agentsultralisp/ultralisp25841 repos~1.5kAutomated safety check: PassNone
Paseo Advisor Second Opiniongetpaseo/paseo20k1 repos~756Automated safety check: PassCustom licence
Task Observerrebelytics/one-skill-to-rule-them-all3.2k1 repos~12kAutomated safety check: PassCC-BY-4.0

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Categories

Questions about Session Search

What does Session Search do?

For CLI agents WITHOUT subagent support (e.g., Codex CLI). An agent skill from pchalasani/claude-code-tools. Session Search is an agent skill from pchalasani/claude-code-tools., Codex CLI).

When should I use Session Search?

Session Search fits situations like: tasks that involve Subagents.

How do I install Session Search in Claude Code?

Run `npx skills add pchalasani/claude-code-tools --skill session-search -a claude-code`. Or copy the skill folder (plugins/aichat/skills/session-search in pchalasani/claude-code-tools) into .claude/skills/session-search in your project. Claude Code loads it when a task matches its description.

How do I install Session Search in Codex?

Run `npx skills add pchalasani/claude-code-tools --skill session-search -a codex`. Or copy the skill folder (plugins/aichat/skills/session-search in pchalasani/claude-code-tools) into .agents/skills/session-search in your project. Codex loads it when a task matches its description.

Can I use Session Search in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add pchalasani/claude-code-tools --skill session-search -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/session-search, .gemini/skills/session-search, .github/skills/session-search and .opencode/skills/session-search in your project.

What does Session Search need to run?

Going by SKILL.md and its folder, Session Search needs the command-line tools its instructions call (curl, sh, uv and cargo). Our summary lists: Python 3; Node.js.

Does Session Search access the network?

SKILL.md names 2 domains. In commands or code: astral.sh and sh.rustup.rs; the agent is likely to contact these when it follows the instructions. This is read from the text; nothing was executed.

Is Session Search safe to install?

Our automated static check of SKILL.md found notes only (pipes a well-known installer script into a shell), nothing it rates as a warning. It is not a guarantee. Review the folder before installing.

What licence does Session Search use?

Session Search is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Session Search use?

About 657 tokens (SKILL.md is roughly 2.6k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Session Search?

Skills that share tags, products or a category with Session Search: Claude Code Agent Development (anthropics/claude-plugins-official, 38k stars), Subagent Driven Development (Asvarox/allkaraoke, 261 stars), Dispatching Parallel Agents (ultralisp/ultralisp, 258 stars) and Paseo Advisor Second Opinion (getpaseo/paseo, 20k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Session Search?

pchalasani (a GitHub user) maintains it in pchalasani/claude-code-tools, which has 2,010 GitHub stars. The repository holds 17 skills in this directory. The repository was last updated on October 5, 2026.

Source: pchalasani/claude-code-tools on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.