llms.txtB
llms.txt from saineshnakra/automated-data-analyst is an llms.txt file: plain text a project publishes for AI models to read.
mdr add saineshnakra/automated-data-analyst/llms.txt@git:20261103.b521517Pins git:20261103.b521517 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- B, 13 of 14 checks passed
- Kind
- llms.txt file
- Repository
- saineshnakra/automated-data-analyst
- Path
llms.txt- Versions recorded
- 10
- Latest version
- git:20261103.b521517, committed Nov 3, 2026
- First version recorded
- Oct 23, 2026
- Size
- 6,938 bytes
- Repository stars
- 35
- 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
# ADA (automated-data-analyst) > ADA is the math arm for LLMs: a Python package, command-line tool and set of function-calling tool definitions that compute numbers from CSV, TSV and Excel tables with pandas, SciPy and statsmodels, show the calculation and the rows behind each one, and check a number stated about a table: verified, or unverified with one of six reasons (missing_context, ambiguous_intent, inaccessible_data, unsupported_analysis, conflicting_evidence, failed_check) and the one question that would let the check go ahead. A language model (Claude, Codex, or an open-source model run with Ollama, llama.cpp, vLLM or LM Studio) calls ADA instead of doing arithmetic itself. ADA also maps a folder of related files and the keys that join them, and takes a first look at any table: data checks, group comparisons, relationships and trends. MIT licence, Python 3.11+. Give a language model ADA's tools (function calling): ``` from ada import tools tools.definitions() # OpenAI-compatible: Ollama, llama.cpp server, vLLM, LM Studio; "anthropic" for the Anthropic API …
Read the whole file at its exact version.
How to install
mdr add saineshnakra/automated-data-analyst/llms.txt@sha256:63c5924f55704361The line at the top of this page pins the label git:20261103.b521517, 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_yrsqb4ppkysbuqj7)
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Versions
The registry has recorded 10 versions of this file, between Oct 23, 2026 and Nov 3, 2026, about one every day. Its first recorded version is graded A and its latest B.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261103.b521517 latest | 2026-11-03 | b521517 | 6,938 B | B | view · diff |
| git:20261103.abd3bb7 | 2026-11-03 | abd3bb7 | 6,886 B | B | view · diff |
| git:20261103.5c08957 | 2026-11-03 | 5c08957 | 6,803 B | B | view · diff |
| git:20261103.519c0d1 | 2026-11-03 | 519c0d1 | 6,717 B | B | view · diff |
| git:20261103.1ae4ddc | 2026-11-03 | 1ae4ddc | 6,526 B | B | view · diff |
| git:20261101.e8fbacd | 2026-11-01 | e8fbacd | 7,451 B | B | view · diff |
| git:20261031.54431ca | 2026-10-31 | 54431ca | 6,865 B | A | view · diff |
| git:20261027.3ae91e8 | 2026-10-27 | 3ae91e8 | 4,990 B | A | view · diff |
| git:20261023.f8aef40 | 2026-10-23 | f8aef40 | 3,631 B | A | view · diff |
| git:20261023.7349b8e | 2026-10-23 | 7349b8e | 3,506 B | A | view |
Audit of the latest version
- fail: No link to a raw IP address (matched: http://127.0.0.1:8000)
- pass: Size between 200 bytes and 200 KB (6938 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 script tag
Starting a new one? Use a template for llms.txt on mdpantry, which passes every one of these checks and says what to change in it.
Source
saineshnakra/automated-data-analyst · 35 stars · license MIT · pushed 2026-11-05 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_yrsqb4ppkysbuqj7 GET https://markdownregistry.com/api/v1/resolve?ref=saineshnakra/automated-data-analyst/llms.txt GET https://markdownregistry.com/api/v1/blob/63c5924f55704361efc278f8d3ed73e69c49b5ab6eb4c8cb5c8d24b840e906ff
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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