llms.txt@research/agent-harness-survey-v1/changelogs/qoder llmstxtA
llms.txt@research/agent-harness-survey-v1/changelogs/qoder is agent-read markdown (llmstxt) from ooooooooooooooooooop/personal-ai.
Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns 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@git:20260921.a69e78dmdr add ooooooooooooooooooop/personal-ai/research/agent-harness-survey-v1/changelogs/qoder/llms.txt@sha256:e2e10860e8a1d9b6Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.
[](https://markdownregistry.com/a/art_phz7ejxs5cw4psvn)
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Versions
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 · 3 stars · license MIT · pushed 2026-09-24 · 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 agent 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.
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