dataset_chat SKILL.md skillA
dataset_chat from ducroo/sictic-ai is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add ducroo/sictic-ai/dataset_chat@git:20260907.65e4374Pins git:20260907.65e4374 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- ducroo/sictic-ai
- Path
skills/dataset_chat/SKILL.md- Versions recorded
- 7
- Latest version
- git:20260907.65e4374, committed Sep 7, 2026
- First version recorded
- May 29, 2026
- Size
- 2,956 bytes
- Repository stars
- 14
- License
- none declared
Answer questions from a named startup or community dataset using retrieved evidence. Use for grounded Markdown or structured JSON; retrieval can synchronize and write dataset state.
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
# Dataset chat Retrieve dataset evidence and pass it to the shared text-generation service. ## Inputs and outputs The async `dataset_chat(dataset_name, queries, prompt, ...)` returns Markdown, not an insight artifact. Queries accept a string or list; `max_chunks=25` and `strict_insufficient_context=True` are defaults. `dataset_chat_json(..., schema, reviewer=None, ...)` is the structured adapter, returning a dictionary/list or `None`. It uses shared schema validation and review. Both accept a `cacheable_prompt_prefix`. ## Workflow and dependencies Search through `lib.datasets.search.dataset_search(..., raise_on_error=True)`, render chunks with source/page metadata, limit supplied context to the character budget, and call `generate_markdown` or `generate_json`. An oversized first chunk can be truncated. Context budgeting currently uses `OLLAMA_CONTEXT_LENGTH_MAX`, including for other configured providers. Use the shared [installation guide](../../docs/installation-and-operations.md) for setup. Parsing is in-process Docling; storage is local and generation/embedding endpoints are configurable. This skill does not depend on the `llm_chat` CLI. …
Read the whole file at its exact version.
How to install
mdr add ducroo/sictic-ai/dataset_chat@sha256:8cfcb12e79b55a8eThe line at the top of this page pins the label git:20260907.65e4374, 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_uswso5qjtaxht67q)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 7 versions of this file, between May 29, 2026 and Sep 7, 2026, about one every 17 days. Its first recorded version is graded C and its latest A.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260907.65e4374 latest | 2026-09-07 | 65e4374 | 2,956 B | A | view · diff |
| git:20260906.f9cef19 | 2026-09-06 | f9cef19 | 2,763 B | A | view · diff |
| git:20260629.371f9df | 2026-06-29 | 371f9df | 1,912 B | A | view · diff |
| git:20260616.67d5f35 | 2026-06-16 | 67d5f35 | 1,925 B | A | view · diff |
| git:20260604.18e0176 | 2026-06-04 | 18e0176 | 1,596 B | C | view · diff |
| git:20260530.37826dc | 2026-05-30 | 37826dc | 1,598 B | C | view · diff |
| git:20260529.f410ac6 | 2026-05-29 | f410ac6 | 1,675 B | C | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (2956 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
ducroo/sictic-ai · 14 stars · license none declared · pushed 2026-11-05 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_uswso5qjtaxht67q GET https://markdownregistry.com/api/v1/resolve?ref=ducroo/sictic-ai/dataset_chat GET https://markdownregistry.com/api/v1/blob/8cfcb12e79b55a8e713b667d49c72c81db731aef9dc87a3a54170fada54e7016
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.