lcp_tool_development SKILL.md skillB
lcp_tool_development from parisneo/lollms_client is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add parisneo/lollms_client/lcp_tool_development@git:20261012.529309ePins git:20261012.529309e in mdr.lock. Pin the fingerprint instead.
- Audit grade
- B, 16 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- parisneo/lollms_client
- Path
skills/lcp_tool_development/SKILL.md- Versions recorded
- 3
- Latest version
- git:20261012.529309e, committed Oct 12, 2026
- First version recorded
- Sep 22, 2026
- Size
- 32,119 bytes
- Repository stars
- 13
- License
- Apache-2.0
Complete guide for authoring LCP tool sets: binding discovery, AST schema generation, execution contract, host configuration injection, human-in-the-loop validation, dynamic registration, and mounting APIs for CLI and GUI environments.
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
# LCP Tool Architecture & Human-in-the-Loop Engineering
The **LollmsCommunicationProtocol (LCP)** is the lightweight, zero-dependency in-process tool execution engine of `lollms_client`, implemented by the `LCPBinding` class (`src/lollms_client/tools_bindings/lcp/__init__.py`, module attribute `BindingName = "LCPBinding"`). It discovers, parses, and executes Python tools in a sandboxed workspace environment.
---
## 1. Core LCP Tool Design Doctrine
1. **Agnostic & Decoupled**: LCP tools are plain Python functions. They operate strictly on primitive arguments (`str`, `int`, `float`, `bool`, `list`, `dict`) and return standard dictionaries. Tools do NOT know about discussions, artefacts, or clients.
2. **Current Working Directory (CWD) Sandbox**: The orchestrator changes the process CWD to the isolated workspace folder before invoking a tool. Tools resolve workspace files using relative paths (`Path("data.csv")`).
…Read the whole file at its exact version.
How to install
mdr add parisneo/lollms_client/lcp_tool_development@sha256:6e2ba77b598cc49eThe line at the top of this page pins the label git:20261012.529309e, 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.
[](https://markdownregistry.com/a/art_pc77spxi3nwla7nr)
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Versions
The registry has recorded 3 versions of this file, between Sep 22, 2026 and Oct 12, 2026, about one every 10 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261012.529309e latest | 2026-10-12 | 529309e | 32,119 B | B | view · diff |
| git:20260928.96e9de4 | 2026-09-28 | 96e9de4 | 8,468 B | B | view · diff |
| git:20260922.2bfcb5b | 2026-09-22 | 2bfcb5b | 8,467 B | B | view |
Audit of the latest version
- fail: Frontmatter declares a name
- pass: Frontmatter block present
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (32119 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
Starting a new one? Use a template for SKILL.md on mdpantry, which passes every one of these checks and says what to change in it.
Source
parisneo/lollms_client · 13 stars · license Apache-2.0 · pushed 2026-11-05 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_pc77spxi3nwla7nr GET https://markdownregistry.com/api/v1/resolve?ref=parisneo/lollms_client/lcp_tool_development GET https://markdownregistry.com/api/v1/blob/6e2ba77b598cc49ee9f8a281c5b5ebda38ebe209e74cc353c071e79a21dc24d2
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.