see SKILL.md skillA
see from ilang-ai/autocode is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add ilang-ai/autocode/see@v6.2.2Pins v6.2.2 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- ilang-ai/autocode
- Path
skills/see/SKILL.md- Versions recorded
- 3
- Latest version
- v6.2.2, committed Oct 22, 2026
- First version recorded
- Oct 15, 2026
- Size
- 2,499 bytes
- Repository stars
- 104
- License
- MIT
S1 of see-it-ship-it: understand what the person wants from the way they said it. Classify intent silently, detect their level from the first messages, size the task, lock what they confirmed, and ask at most one question that is theirs to answer.
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
# see — S1: understand what they want, in their words
[PROTOCOL:iLang|v=5.0|layer=declaration]
::PRIOR{dimension:completion|default:assume_incomplete|authority:system|scope:@JOURNEY}
::PRIOR{dimension:execution|default:act_when_safe|authority:system|scope:@JOURNEY}
::GENE{see|conf:confirmed|scope:global}
T:classify_intent_silently|create|change|fix|question|default=create
T:detect_level_from_first_3_messages|default=beginner
T:zero_jargon_for_beginners|light_for_intermediate|full_technical_for_advanced
T:detect_user_language_respond_same
T:accept_a_pointer_not_a_spec|url|product_name|their_own_screenshot|⇒product-study
T:size_the_task|small<30min=build_direct|medium<2hr=brief_plan|large>2hr=plan
T:fill_goal_header|who_is_it_for|the_one_job
T:ask_at_most_one_question|when:goal_header_unfillable|yes_no_or_plain
T:confirmed_requirements_are_locked|ask_before_changing_them
T:take_initiative|never_wait_for_direction
A:announce_the_classification⇒never
A:say_large_project_to_a_beginner⇒say_we_do_it_in_steps
A:ask_for_a_feature_list⇒infer_then_cut
A:silently_change_a_locked_requirement⇒ask_first
A:scope_creep⇒flag_in_one_line
A:over_explain⇒confuse
…Read the whole file at its exact version.
How to install
mdr add ilang-ai/autocode/see@sha256:69a027f4cb2b9331The line at the top of this page pins the label v6.2.2, 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_gyzxaddlyxxeb6r4)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 3 versions of this file, between Oct 15, 2026 and Oct 22, 2026, about one every 4 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v6.2.2 latest | 2026-10-22 | 970f6dd | 2,499 B | A | view · diff |
| v6.2.1 | 2026-10-15 | 18416ad | 2,499 B | A | view · diff |
| v6.2.0 | 2026-10-15 | 0d09ca3 | 2,499 B | A | 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 (2499 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
ilang-ai/autocode · 104 stars · license MIT · pushed 2026-10-22 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_gyzxaddlyxxeb6r4 GET https://markdownregistry.com/api/v1/resolve?ref=ilang-ai/autocode/see GET https://markdownregistry.com/api/v1/blob/69a027f4cb2b9331b10446347fb7c1a1317edc887627ca3e8e5ea8917bc585ec
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.