client_creation_and_profiles SKILL.md skillB

client_creation_and_profiles 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/client_creation_and_profiles@git:20260924.391072e

Pins git:20260924.391072e 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/client_creation_and_profiles/SKILL.md
Versions recorded
3
Latest version
git:20260924.391072e, committed Sep 24, 2026
First version recorded
Sep 22, 2026
Size
9,753 bytes
Repository stars
13
License
Apache-2.0

Authoritative doctrine for configuring and instantiating LollmsClient across all modalities using the Two-Tier Profile Architecture, global configuration files, and fast token estimation.

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

# LollmsClient Creation & Profile Architecture

The `LollmsClient` is the unified gateway to all large language model (LLM), vision, speech, audio, video, and communication backend engines in the LOLLMS ecosystem.

---

## 1. Universal Two-Tier Profile Architecture

To prevent duplicate connection definitions and enable lazy-loaded multi-model routing without wasting VRAM, `LollmsClient` separates configurations into two distinct layers:

```
┌────────────────────────────────────────────────────────┐
│ 1. Connection Layer (*_binding_profiles)               │
│    • Host address, API key, SSL cert, backend library  │
│    • Declared ONCE per server/provider                 │
└───────────────────────────┬────────────────────────────┘
                            │ Referenced by binding_profile_name
┌───────────────────────────▼────────────────────────────┐
│ 2. Execution Layer (*_model_profiles)                  │
│    • Specific model name, vision flags, context budget │
│    • Lazy-loaded: instantiated on first use            │
└────────────────────────────────────────────────────────┘
```

### Supported Modalities
Both layers exist across all seven modalities:
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add parisneo/lollms_client/client_creation_and_profiles@sha256:9a48476bbd227fbc

The line at the top of this page pins the label git:20260924.391072e, 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_z2bdquqefbjcbfvg.svg)](https://markdownregistry.com/a/art_z2bdquqefbjcbfvg)

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

Versions

The registry has recorded 3 versions of this file, between Sep 22, 2026 and Sep 24, 2026, about one every day.

versioncommittedcommitsizeaudit
git:20260924.391072e latest2026-09-24 391072e 9,753 BB view · diff
git:20260922.8c1f2f52026-09-22 8c1f2f5 9,052 BB view · diff
git:20260922.2bfcb5b2026-09-22 2bfcb5b 7,189 BB view

Audit of the latest version

B  16 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • fail: Frontmatter declares a name
  • pass: Frontmatter block present
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (9753 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

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_z2bdquqefbjcbfvg
GET https://markdownregistry.com/api/v1/resolve?ref=parisneo/lollms_client/client_creation_and_profiles
GET https://markdownregistry.com/api/v1/blob/9a48476bbd227fbc4f6b36a877a7a8d3fd4d1e690856e19808f2d3f3c1b7ea19

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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