Lollms Communication Protocol (LCP) and Local Smart Tools SKILL.md skillA

Lollms Communication Protocol (LCP) and Local Smart Tools from parisneo/lollms_client is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add parisneo/lollms_client/Lollms Communication Protocol (LCP) and Local Smart Tools@v1.1.0

Pins v1.1.0 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
parisneo/lollms_client
Path
skills/lcp_smart_tools/SKILL.md
Versions recorded
3
Latest version
v1.1.0, committed Nov 3, 2026
First version recorded
May 26, 2026
Size
12,595 bytes
Repository stars
13
License
Apache-2.0

Teaches how to build, discover, and execute local, zero-configuration Python tools in Lollms using AST schema parsing and context injection. Includes step-by-step tool file construction guide and code examples.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# Lollms Communication Protocol (LCP) and Local Smart Tools

This skill explains how to write, configure, and dynamically execute local Python-based smart tools using the Lollms Communication Protocol (LCP) binding.

## 1. The Core Philosophy of LCP
Unlike conventional tool-calling systems (such as standard OpenAI function calling or remote MCP servers) that require duplicate, hard-to-maintain JSON schema descriptors, LCP is a **zero-configuration** local execution framework. 

LCP uses Python's standard `ast` (Abstract Syntax Tree) module to automatically extract:
- **Tool Name**: Taken directly from the Python file stem (e.g., `get_weather.py` defines the tool `get_weather`).
- **Tool Description**: Extracted from the main function's docstring.
- **Input Parameters & Types**: Parsed directly from Python type annotations (e.g. `count: int`).
- **Default Values**: Captured from the function arguments (e.g. `unit: str = "celsius"`).
- **Mandatory Fields**: Derived by identifying parameters that lack default values.

This means you only write standard, clean Python code. The LCP engine builds the compliant LLM function schema on-the-fly at runtime!
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add parisneo/lollms_client/Lollms Communication Protocol (LCP) and Local Smart Tools@sha256:b4ea254b999ea745

The line at the top of this page pins the label v1.1.0, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_pohmfawebxmnzbfh.svg)](https://markdownregistry.com/a/art_pohmfawebxmnzbfh)

0 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 3 versions of this file, between May 26, 2026 and Nov 3, 2026, about one every 81 days.

versioncommittedcommitsizeaudit
v1.1.0 latest2026-11-03 92f9bc1 12,595 BA view · diff
v1.1.02026-07-06 c6cb33a 9,765 BA view · diff
v1.1.02026-05-26 03c41e5 9,759 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (12595 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

parisneo/lollms_client · 13 stars · license Apache-2.0 · pushed 2026-11-05 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_pohmfawebxmnzbfh
GET https://markdownregistry.com/api/v1/resolve?ref=parisneo/lollms_client/Lollms Communication Protocol (LCP) and Local Smart Tools
GET https://markdownregistry.com/api/v1/blob/b4ea254b999ea74553f08629453fdd072bd199557e113615919226f4974f59f8

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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