llms.txt@research/agent-harness-survey-v1/changelogs/qoderA
llms.txt@research/agent-harness-survey-v1/changelogs/qoder from ooooooooooooooooooop/personal-ai is an llms.txt file: plain text a project publishes for AI models to read.
mdr add ooooooooooooooooooop/personal-ai/research/agent-harness-survey-v1/changelogs/qoder/llms.txt@git:20260921.a69e78dPins git:20260921.a69e78d in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 14 of 14 checks passed
- Kind
- llms.txt file
- Repository
- ooooooooooooooooooop/personal-ai
- Path
research/agent-harness-survey-v1/changelogs/qoder/llms.txt- Versions recorded
- 1
- Latest version
- git:20260921.a69e78d, committed Sep 21, 2026
- Size
- 84,830 bytes
- Repository stars
- 4
- 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
# Qoder ## Product Overview - [What is Qoder](https://docs.qoder.com/product-series/what-is-qoder.md): Learn how the Qoder product family brings agentic capabilities to software development, everyday work, and enterprise operations. - [AMAP Automotive AI Native Engineering in Practice | Building Business Knowledge Engineering with Qoder](https://docs.qoder.com/customer-cases/qoder-case-gaode.md): The AMAP Automotive AutoSDK team turned domain knowledge into an engineering asset that can be produced, tuned, automatically refreshed, and consumed with Qoder's knowledge engine, lifting the strict one-shot rate from 37.3% to 61.5%. - [Qoder Assistant Group Chat Q&A Bot User Manual](https://docs.qoder.com/customer-cases/qoder-case-q.md): Qoder Assistant is a group chat Q&A bot that answers only from your knowledge base, privately checks with the colleagues you designate whenever it is unsure, and turns every confirmed answer into new knowledge. …
Read the whole file at its exact version.
How to install
mdr add ooooooooooooooooooop/personal-ai/research/agent-harness-survey-v1/changelogs/qoder/llms.txt@sha256:e2e10860e8a1d9b6The line at the top of this page pins the label git:20260921.a69e78d, 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_phz7ejxs5cw4psvn)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Sep 21, 2026.
Audit of the latest version
- pass: Size between 200 bytes and 200 KB (84830 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
ooooooooooooooooooop/personal-ai · 4 stars · license MIT · pushed 2026-10-23 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_phz7ejxs5cw4psvn GET https://markdownregistry.com/api/v1/resolve?ref=ooooooooooooooooooop/personal-ai/research/agent-harness-survey-v1/changelogs/qoder/llms.txt GET https://markdownregistry.com/api/v1/blob/e2e10860e8a1d9b6b55d221c150492e14d97c82cec1373af88fb81440b991b4e
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.
More from ooooooooooooooooooop/personal-ai
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