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.
/plugin marketplace add melodic-software/claude-code-plugins/plugin install improvementWrote 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.
[](https://agentmods.dev/skills/melodic-software/claude-code-plugins/find)<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.
<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>- NVIDIA SkillSpector warn
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.
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.
| Model | Per session | Once 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 |
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.
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.
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 thecontext/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 withrepo-fleet-hygieneexternally, 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.
What ships with it
12 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
- context/ci-health.md 7.6 KB
- context/hotspots.md 7.8 KB
- context/ranking.md 6.1 KB
- context/unattended.md 11 KB
- evals/evals.json 8.8 KB
- evals/fixtures/disconnected-admin-export/config/flags.json 53 B
- evals/fixtures/disconnected-admin-export/db/schema.sql 314 B
- evals/fixtures/disconnected-admin-export/README.md 191 B
- evals/fixtures/disconnected-admin-export/src/admin/routes.js 692 B runs code
- evals/fixtures/disconnected-admin-export/src/db.js 264 B runs code
- evals/fixtures/disconnected-admin-export/src/flags.js 89 B runs code
- evals/fixtures/disconnected-admin-export/src/reports/csv-exporter.js 222 B runs code
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.
- 4d ago Changed · +25 lines b5c15851531f
- 8d ago Changed 6a764dd13777
- 11d ago Changed · +8 lines · +3 tokens per session 68901b262c17
- 12d ago Changed · -1 tokens per session deefcf9c72b5
- 13d ago Changed 4b597f992eea
- 14d ago Changed · +10 lines e928526b5cbc
- 15d ago Changed · -91 tokens per session fdd6e21f5033
- 16d ago Changed · -40 tokens per session 7ee8bb46ba3b
- 1mo ago Changed · +3 lines 1cc44ddd0296
- 1mo ago First seen · 243 lines · 256 tokens per session scan A 527d36296303
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.
Other skills, from other repositories
parallel-orchestrator
Manage parallel Claude Code workstreams using git worktrees. Use when: splitting large tasks across multiple workers, coordinating parallel development, monitoring worker progress, integrating completed work, analyzing work item documents (code reviews, issue lists). Triggers: parallel, orchestrator, worktrees…
parallel-worker
Execute focused implementation tasks in a parallel workflow. Use when: working on assigned files in a worktree, making checkpoint commits, signaling dependencies or blockers, completing orchestrator-assigned tasks. Triggers: worker, checkpoint, worktree, assigned scope, commit prefix, parallel task.
optimize-local-search
For NP-hard optimization: TSP, scheduling, assignment problems. Uses greedy construction + local improvement (2-opt, hill climbing).
pass-function-as-arg
For generic algorithms: strategy pattern, callbacks, configurable behavior. Pass functions as parameters to customize algorithm behavior.
solve-constraint-puzzle
For constraint satisfaction: Sudoku, scheduling, N-queens, logic puzzles, SAT-like problems, assignment problems. Uses propagate-then-search pattern.
test-with-examples
For example-driven development: test cases as specifications, input/output pairs, documentation through examples.