Skip to content
Agentmart
Submit a tool

rag

Retrieve relevant excerpts from a project's text files without loading entire files into context.

Skill by Stinocon

IndexedMIT★ 1
Write a review

Chalk Labs

Need help deploying rag?

Chalk Labs sets up agents like this inside real teams: connected to your tools, tested on your data, with a human in the loop where it matters.

Book a call

Install

Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.

npx agentmarket install skill/stinocon-rag

Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.

Get the weekly diff

The weekly diff: one email a week with new agent tools, notable updates and grade changes, plus security alerts for tools you follow. Double opt-in, one-click unsubscribe.

We use your email only for this newsletter. Privacy

About

Retrieve relevant excerpts from a project's text files without loading entire files into context. Use for repository-wide questions when exact symbols or paths are not already known.

Use cases: ml

Reviews

Write a review

No reviews yet. Installed it? Reviews come from verified installers only. How reviews work

Permissions

What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.

Tools
No tools found
Secrets
None asked for
Install scripts
None found
Runs as
Python package

Network hosts it talks to 1

  • codeload.github.com · found in install command

Files it touches

  • ~/.claude/skills/rag

What's inside

Skill name
rag
Description
Retrieve relevant excerpts from a project's text files without loading entire files into context. Use for repository-wide questions when exact symbols or paths are not already known.
License
MIT
Instructions
13 lines in SKILL.md · view on GitHub

Before installing

  • Ships executable scripts

Files (2)

  • SKILL.md
  • rag.py

SKILL.md (first lines)

# Local project retrieval

The included script builds a local SQLite FTS5 index of selected text files. Index only repositories where local indexing is permitted. The index is derived data, may contain source text, and belongs outside version control.

From the repository root:

    python3 ~/.pi/agent/skills/rag/rag.py index --dir .
    python3 ~/.pi/agent/skills/rag/rag.py search \"search terms\" --k 5
    python3 ~/.pi/agent/skills/rag/rag.py status --dir .

A search result is a set of pointers, not a complete answer. Read the relevant files and verify current behavior. Respect project ignore rules and do not index secrets, private data, caches, or generated content.

From Stinocon/pi-workbench, MIT.

More from Stinocon/pi-workbench

Signals

Stars
1
Forks
0
Open issues
0
Last commit (this folder)
Oct 15, 2026 (15 days ago)

From GitHub (fetched Oct 24, 2026).

Details

License
MIT
Repository
github.com/Stinocon/pi-workbench
First seen
Oct 24, 2026
Last checked
Oct 24, 2026
Source
GitHubgithub-graphql

More from Stinocon

Done for you

Rather not set it up yourself?

Chalk Labs scopes, builds and runs agents for your team: the task audit, the eval harness, the integrations and the weekly ops report. Fixed scope, priced before we start.

See how we build AI agents →Read the case studies

Chalk Labs is a two-founder AI and growth studio. We build AI agents, CRMs and MVPs for Web3 and AI companies, and have shipped 50+ product and token launches.

launches shipped
50+
launches shipped
media placements
500+
media placements
founders on every account
2
founders on every account

Press we've placed: Forbes · CoinDesk · Decrypt · Cointelegraph · The Block

Rahil Jain, Co-founder, Chalk Labs. Ex-Goldman Sachs engineer. You talk to the person who builds it.

Get rag running in your business

Tell us what you want to automate. A founder replies within one working day with a plan, not a pitch deck.

Goes to the Chalk Labs founders, not the newsletter. Privacy

Need help deploying rag?

CallGet help
Cite this page

rag skill. Agent Mart. https://agentmart.dev/skills/stinocon-rag (last updated 2026-10-24)