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RLM Tools

Persistent Python sandbox for token-efficient codebase exploration in MCP clients

Connector by stefanoshea · GitHub account verified by the MCP Registry

IndexedMITLocal (stdio)★ 8
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Install

Works with Claude Code, Codex, VS Code, Cursor, Windsurf, Claude Desktop. Read the repository before you give any tool access to your data.

npx agentmarket install connector/stefanoshea-rlm-tools

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.

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About

Persistent Python sandbox for token-efficient codebase exploration in MCP clients

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

Permissions

What this server can do and what it asks for, from its tool list and install config. Checked Oct 25, 2026.

Tools
0 read · 2 write · 0 delete · 1 not yet classified
Secrets
None asked for
Install scripts
Not scanned yet
Runs as
Python package

Tools by what they do 3

Read from the source code; the running server may list different tools.

Write 2 · Create, change, send or run things.

  • rlm_execute
  • rlm_start

Not yet classified 1 · We could not tell from the name and description.

  • rlm_end

Files it touches

  • Any path the agent passes to its tools

Tools (3)

Read from the source code; the running server may differ. Descriptions are the server’s own words; hidden characters are shown as [U+…].

  • rlm_end

    End an RLM exploration session and free resources.

  • rlm_execute

    Execute Python in the session sandbox. detail_level controls response payload size (compact, usage, or full).

  • rlm_start

    Start an RLM exploration session. Returns session_id, metadata, limits, and available functions. Set include_guidance=true to include strategy/example coaching text.

Signals

Stars
8
Forks
4
Open issues
0
Weekly downloads
25
Last commit
Feb 13, 2026 (8 months ago)
Last release
Feb 13, 2026 (8 months ago)
Last package publish
Feb 13, 2026 (8 months ago)

From GitHub (fetched Oct 24, 2026) and the package registry.

Details

Registry name
io.github.stefanoshea/rlm-tools
Version
0.1.0
Auth
No auth
Packages
pypi rlm-tools
License
MIT
First seen
Oct 24, 2026
Last checked
Oct 24, 2026
Cite this page

RLM Tools MCP server. Agent Mart. https://agentmart.dev/connectors/stefanoshea-rlm-tools (last updated 2026-10-24)