reference-hunt
Use existing source code as the specification when the user can't describe what they want in words.
Skill by Neeeophytee
Install
Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.
npx agentmarket install skill/neeeophytee-reference-hunt
Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.
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About
Use cases: code-generation
Reviews
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Permissions
What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.
- Tools
- No tools found
- Secrets
- None asked for
- Install scripts
- None found
Network hosts it talks to 1
codeload.github.com· found in install command
Files it touches
~/.claude/skills/reference-hunt
What's inside
- Skill name
reference-hunt- Description
- Use existing source code as the specification when the user can't describe what they want in words. Use when the user points at a library, module, folder, or site and says "like this," even if it's in a different language or stack.
- License
- MIT
- Instructions
- 22 lines in SKILL.md · view on GitHub
Files (1)
- SKILL.md
SKILL.md (first lines)
# Reference hunt Some requirements are too intricate or too tacit to write down, but working code somewhere already embodies them. The best reference is not a screenshot or a description — it's source. Read it like a spec, then reimplement the semantics, not the syntax. ## Steps 1. Get the reference: a repo path, a vendored folder, a library name, or a site whose underlying code can be read. Ask what specifically to extract from it — behavior, structure, visual system, API shape — so you don't imitate the wrong dimension. 2. Read the reference and produce a **semantics summary** before writing any code: - the behaviors and guarantees it implements (timing, ordering, error handling, edge cases), - the decisions that look deliberate versus incidental, - anything that won't translate to the target language or stack, with a proposed equivalent. 3. Have the user confirm the semantics summary. This is the moment misreadings get caught cheaply. 4. Reimplement in the target stack: same semantics, native idioms. Do not transliterate line by line, and do not copy code verbatim from references whose license doesn't allow it — note the license if it's unclear. 5. Close the loop: list each behavior from the summary and where the new implementation honors it, plus any place you consciously diverged and why. ## Guardrails - The reference defines *what*; the target codebase's conventions define *how*. - If the reference itself turns out to be buggy or inconsistent, surface that instead of faithfully reproducing the bug. - Respect licenses: extracting semantics is fine; copying incompatible code is not.
From Neeeophytee/finding-unknowns-skills, MIT.
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Signals
- Stars
- 353
- Forks
- 28
- Open issues
- 0
- Last commit (this folder)
- Jul 5, 2026 (3 months ago)
- Last release
- Sep 27, 2026 (1 month ago)
From GitHub (fetched Oct 24, 2026).
Details
- License
- MIT
- First seen
- Oct 24, 2026
- Last checked
- Oct 24, 2026
- Source
- GitHubgithub-graphql
More from Neeeophytee
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Test a consequential technical assumption with a small, falsifiable experiment before committing to an approach.
SkillAFreshness: A★ 353Claude Code +9 - 0.800score
blindspot-pass
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Surface the user's unknown unknowns before work starts.
SkillAFreshness: A★ 353Claude Code +9 - 0.800score
brainstorm-prototypes
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Generate several genuinely different throwaway variations (designs, approaches, drafts) for the user to react to.
SkillAFreshness: A★ 353Claude Code +9 - 0.800score
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After a working session, produce a report on what changed plus a quiz the user must pass before merging.
SkillAFreshness: A★ 353Claude Code +9 - 0.800score
context-audit
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Audit the instructions an agent already carries — CLAUDE.md, AGENTS.md, skills, tool descriptions — for contradictions, over-constraint, and duplication, then…
SkillAFreshness: A★ 353Claude Code +9 - 0.800score
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Cite this page
reference-hunt skill. Agent Mart. https://agentmart.dev/skills/neeeophytee-reference-hunt (last updated 2026-10-24)