find

find is a skill for Claude Code from melodic-software/claude-code-plugins. It costs 127 tokens per session (4,234 once invoked), scanned A, original, MIT.

A repository improvement finder that examines code, architecture, performance, product behavior, automation, and agent setup, then returns ranked proposals with supporting evidence.

In plain words
What is it for?
Use it to investigate technical debt, CI failures, performance issues, process problems, or operational setup and feed selected work into the normal planning and implementation process.
Why use it?
It helps answer both what should be improved and why, while keeping discovery separate from making changes.

Skill for Claude Code

Written for Claude Code: disable-model-invocation in frontmatter. Also seen: mentions Claude Code.

Runs only inside its plugin — its command needs a path that Claude Code sets for a plugin’s own hooks and for nothing else. Install the plugin, not this.

Part of the improvement plugin — 1 skill shipped together

Good fit Use it to investigate technical debt, CI failures, performance issues, process problems, or operational setup and feed selected work into the normal planning and implementation process.

Compare 6 skills from other repositories ↓
Install

Getting it into your agent

This one installs as part of its plugin. Adding the marketplace and installing the plugin brings it with everything else the plugin ships.

Claude Code
/plugin marketplace add melodic-software/claude-code-plugins
Claude Code
/plugin install improvement

Made for: Claude Code.

Or install improvement, the plugin that ships this one along with the rest of its 1 skill.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for find

README.md
[![agentmods](https://agentmods.dev/badge/skills/melodic-software/claude-code-plugins/find/github.svg)](https://agentmods.dev/skills/melodic-software/claude-code-plugins/find)
Your own site
<a href="https://agentmods.dev/skills/melodic-software/claude-code-plugins/find"><img src="https://agentmods.dev/badge/skills/melodic-software/claude-code-plugins/find/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for find

Your own site · 80×15
<a href="https://agentmods.dev/skills/melodic-software/claude-code-plugins/find"><img src="https://agentmods.dev/badge/skills/melodic-software/claude-code-plugins/find.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 127 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 4,234 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • NVIDIA SkillSpector warn 7 Sept 2026
SkillSpector: 1 finding, up to medium

These are SkillSpector’s own severities. On a checked sample its high-severity flags on skills were ~96% false positives — a documented command, a public API, a “never do X” rule — so we show them as a caution to read, not a verdict. Why →

  • medium Excessive Agency · line 181
    Skill enables autonomous high-impact decisions without human-in-the-loop verification. Critical operations (destructive commands, financial transactions, data deletion) should require explicit user confirmation.
    Fix: Add human-in-the-loop confirmation for destructive, irreversible, or high-impact operations. Never auto-execute commands that modify files, send data, or alter system state.
How audits are shown
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00127 $0.04234
Opus 5.5 $0.00051 $0.01694
Sonnet 5.5 $0.00025 $0.00847
Haiku 4.5 $0.00013 $0.00423

Measured 4d ago against content hash b5c15851531f, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

find scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 4d ago.

The scan reads SKILL.md. This mod also ships 4 executable files (evals/fixtures/disconnected-admin-export/src/admin/routes.js, evals/fixtures/disconnected-admin-export/src/db.js, evals/fixtures/disconnected-admin-export/src/flags.js, …), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

plugins/improvement/skills/find/SKILL.md · 289 lines

How it starts

The opening of the file, as written. The whole thing — 289 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Repository context. Gather first

Collect these with individual Bash calls, one command per call, never combined into a single invocation:

  • Current branch, git branch --show-current
  • Recent commits, git log --oneline -15
  • Working tree status (empty = clean), git status --porcelain | head -10
  • Shallow repository, git rev-parse --is-shallow-repository

The pipe is the bound and belongs in the command. A read-time cap ("read only the first 10 entries") bounds nothing: the Bash tool returns the command's complete output into context before there is anything to decide about.

Treat a failure (not a repository, git unavailable) as an unknown value and carry on. A worktree-isolated session refuses a compound command that contains git, which is why each call above stays on its own. The dated record for that refusal, and for the pre-compute composition that makes it bite, is the source-control plugin's worktree/reference/gather-block.md, "The pre-compute block runs as one shell invocation".

Variables

Arguments: $ARGUMENTS

Purpose

This skill answers "what should we improve here, and how do we know?", the second half of that question is its identity. Review evaluates a diff; planning designs already-chosen work; the specialized finders each hunt one lens. This skill forms its own cross-dimension judgment about what is worth improving in a target: code, product behavior, process surfaces, operational setup, and grounds every proposal in cited evidence, so ranking reflects measurement, not taste. It discovers and deliberates only: execution always flows through the repo's normal pipeline (interview → discovery → planning → implementation → verification).

Prompt interpretation

Parse $ARGUMENTS and the invoking prompt for four independent narrowings; each defaults open:

  • Target scope. Bare invocation scans the whole repo across every dimension below. A targeted ask, "improve ", "improve ", "improve ", narrows the scan: map the named feature/path/concept to its concrete surfaces (files, workflows, config, ops touchpoints) before gathering evidence, and gather evidence for those surfaces only. A concept with no resolvable surface is itself a finding (likely instrument-first, below).
  • Size band. --small / --medium / --large (or equivalent prose: "quick wins only", "big swings") restricts candidates to that size band. Default: all sizes, ranked together.
  • Repo as parameter. One repo per invocation. An explicit repo path in the arguments makes that checkout the target; otherwise the current repo is. When the target is not the session's working directory, resolve its root once (git -C <repo-path> rev-parse --show-toplevel) and anchor EVERY probe to it. git -C <root> for every git command here and in the context/ recipes, and file reads under that root, so the evidence never silently comes from the invoking repo. The branch/log calls above describe the session's cwd, not the target; re-run them with -C <root> in that case. Fleet-wide sweeps are out of scope. Compose with repo-fleet-hygiene externally, one invocation per repo.
  • Mode. Interactive is the default. Unattended is entered ONLY when the caller declares it (see Unattended mode), never inferred from context.

Read the full file on GitHub · 289 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 4d ago Changed · +25 lines b5c15851531f
  2. 8d ago Changed 6a764dd13777
  3. 11d ago Changed · +8 lines · +3 tokens per session 68901b262c17
  4. 12d ago Changed · -1 tokens per session deefcf9c72b5
  5. 13d ago Changed 4b597f992eea
  6. 14d ago Changed · +10 lines e928526b5cbc
  7. 15d ago Changed · -91 tokens per session fdd6e21f5033
  8. 16d ago Changed · -40 tokens per session 7ee8bb46ba3b
  9. 1mo ago Changed · +3 lines 1cc44ddd0296
  10. 1mo ago First seen · 243 lines · 256 tokens per session scan A 527d36296303

Subscribe to this mod's changes

find is a skill published in the GitHub repository melodic-software/claude-code-plugins (25 stars, last pushed today), licensed MIT. It adds 127 tokens to every session and 4,234 once invoked, about $0.0005 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-03.

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