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llms.txtA

llms.txt from lpalbou/abstractcore is an llms.txt file: plain text a project publishes for AI models to read.

Install it, pinned
mdr add lpalbou/abstractcore/llms.txt@git:20261103.cac8527

Pins git:20261103.cac8527 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 14 of 14 checks passed
Kind
llms.txt file
Repository
lpalbou/abstractcore
Path
llms.txt
Versions recorded
6
Latest version
git:20261103.cac8527, committed Nov 3, 2026
First version recorded
Oct 27, 2026
Size
6,819 bytes
Repository stars
11
License
MIT

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

# AbstractCore

> Unified Python interface for cloud and local LLMs: generation, streaming, host-controlled tools, typed output, sessions, media, embeddings and OpenAI-compatible HTTP serving.

Package version: 2.34.0
Supported Python: 3.9+; CI tests Python 3.9–3.13.

Use an explicit provider, exact model and endpoint. Local model loads are offline/cache-first;
download weights deliberately. Tools are pass-through by default: the host authorizes and
executes calls. For durable agent orchestration, use [AbstractRuntime](https://github.com/lpalbou/abstractruntime).

## Agent Skill

- [AbstractCore skill](skills/abstractcore/SKILL.md): portable operating procedure for agents writing integrations and piloting an installation; keep its references folder.
- [Python recipes](skills/abstractcore/references/integrations.md): sessions, typed extraction, streaming, async, allowlisted tools, embeddings and media.
- [Operating recipes](skills/abstractcore/references/operations.md): endpoint discovery, models, engines, serving, caches and diagnostics.

## Start Here

- [README](README.md): project overview and quick start.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add lpalbou/abstractcore/llms.txt@sha256:feca06f98d1b058c

The line at the top of this page pins the label git:20261103.cac8527, 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_pluubgmpqg3tjuho.svg)](https://markdownregistry.com/a/art_pluubgmpqg3tjuho)

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

Versions

The registry has recorded 6 versions of this file, between Oct 27, 2026 and Nov 3, 2026, about one every day.

versioncommittedcommitsizeaudit
git:20261103.cac8527 latest2026-11-03 cac8527 6,819 BA view · diff
git:20261102.d6828f52026-11-02 d6828f5 6,819 BA view · diff
git:20261101.026ed602026-11-01 026ed60 6,756 BA view · diff
git:20261029.df1f3bc2026-10-29 df1f3bc 6,500 BA view · diff
git:20261028.5ba13572026-10-28 5ba1357 6,435 BA view · diff
git:20261027.84f5ce52026-10-27 84f5ce5 6,435 BA view

Audit of the latest version

A  14 of 14 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Size between 200 bytes and 200 KB (6819 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

lpalbou/abstractcore · 11 stars · license MIT · pushed 2026-11-03 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_pluubgmpqg3tjuho
GET https://markdownregistry.com/api/v1/resolve?ref=lpalbou/abstractcore/llms.txt
GET https://markdownregistry.com/api/v1/blob/feca06f98d1b058c142751855e484ddd29ecde018c4f660411068eb57992768f

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: how to add an llms.txt file to a website · which agent file does what.

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lpalbou/abstractcore · skills/abstractcore/SKILL.md · Write Python integrations and operate AbstractCore through create_llm, generate/agenerate, sessions, host-controlled…
git:20261103.cac8527 · audit B · 11 stars

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