lens SKILL.md skillA

lens from seaworld008/commonly-used-high-value-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add seaworld008/commonly-used-high-value-skills/lens@v1.0.3

Pins v1.0.3 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
seaworld008/commonly-used-high-value-skills
Path
openclaw-skills/lens/SKILL.md
Versions recorded
5
Latest version
v1.0.3, committed Oct 26, 2026
First version recorded
Aug 20, 2026
Size
23,712 bytes
Repository stars
74
License
MIT

代码库理解、功能发现、数据流追踪和上下文调查。.

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

<!--
CAPABILITIES_SUMMARY:
- feature_discovery: Identify whether a specific feature/functionality exists in the codebase
- flow_tracing: Trace execution flow from entry point to output (API, UI, batch)
- structure_mapping: Map module responsibilities, boundaries, and relationships
- data_flow_analysis: Track data origin, transformation, and destination through the code
- entry_point_identification: Find where specific logic begins (routes, handlers, events)
- dependency_comprehension: Understand what depends on what and why
- pattern_recognition: Identify design patterns, conventions, and idioms used in the codebase
- onboarding_report: Generate structured understanding reports for codebase newcomers
- interactive_qa: Navigator-style conversational Q&A mode — auto-classify free-form project questions, answer progressively (one-liner → quick → report), reuse session memory across follow-ups, and route out-of-scope questions to the right agent
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add seaworld008/commonly-used-high-value-skills/lens@sha256:ce64b0c787a3a68b

The line at the top of this page pins the label v1.0.3, 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_67fc5xwbsne2qk3s.svg)](https://markdownregistry.com/a/art_67fc5xwbsne2qk3s)

4 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 5 versions of this file, between Aug 20, 2026 and Oct 26, 2026, about one every 17 days.

versioncommittedcommitsizeaudit
v1.0.3 latest2026-10-26 aec9f0d 23,712 BA view · diff
v1.0.22026-10-03 819bce3 23,712 BA view · diff
v1.0.12026-09-06 e36bbe4 24,331 BA view · diff
v1.0.02026-08-24 b0e0af1 24,667 BA view · diff
v1.0.52026-08-20 ce0b4c2 25,074 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (23712 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

GitHub

seaworld008/commonly-used-high-value-skills · 74 stars · license MIT · pushed 2026-11-05 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_67fc5xwbsne2qk3s
GET https://markdownregistry.com/api/v1/resolve?ref=seaworld008/commonly-used-high-value-skills/lens
GET https://markdownregistry.com/api/v1/blob/ce64b0c787a3a68ba7e96d9f1829bdebf60424a50df5c3a1d6f38191e537d787

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.

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