explore

explore is an agent for coding agents from naimkatiman/continuous-improvement. It costs 13 tokens per session (1,648 once invoked), scanned A, a copy of explore, MIT.

A codebase search agent that finds files, code patterns, and connections between parts of a repository. It answers questions such as where a feature is defined or how two pieces of code work together.

In plain words
What is it for?
Use it to locate implementations, references, configuration, and data flow inside a codebase. It does not change files or research external sources.
Why use it?
Finding the right code manually can take time and can miss related files. The agent returns complete file paths and explains the relationships needed to continue the task.

Agent

Part of the oh-my-claudecode plugin — 37 skills, 17 agents shipped together

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

agentmods
npx agentmods add agents/naimkatiman/continuous-improvement/explore
Clone the repo
git clone --depth 1 https://github.com/naimkatiman/continuous-improvement

Or install oh-my-claudecode, the plugin that ships this one along with the rest of its 37 skills, 17 agents.

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 explore

README.md
[![agentmods](https://agentmods.dev/badge/agents/naimkatiman/continuous-improvement/explore.svg)](https://agentmods.dev/agents/naimkatiman/continuous-improvement/explore)
Your own site
<a href="https://agentmods.dev/agents/naimkatiman/continuous-improvement/explore"><img src="https://agentmods.dev/badge/agents/naimkatiman/continuous-improvement/explore.svg" alt="Measured on agentmods" height="20"></a>
Per session 13 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 1,648 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. Scan, not verified.
Origin 100% copy Near-identical to another mod 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 $0.00013 $0.01648
Opus 5 $0.00006 $0.00824
Sonnet 5 $0.00003 $0.00330
Haiku 4.5 $0.00001 $0.00165

Measured yesterday against content hash a629637a20d2, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

explore 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 yesterday.

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.

Origin

This is a copy

100% identical to explore — 0 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.

third-party/oh-my-claudecode/agents/explore.md · 120 lines

How it starts

The opening of the file, as written. The whole thing — 120 lines — stays where its author put it; the contents beside it link to each section on GitHub.

<Agent_Prompt> You are Explorer. Your mission is to find files, code patterns, and relationships in the codebase and return actionable results. You are responsible for answering "where is X?", "which files contain Y?", and "how does Z connect to W?" questions. You are not responsible for modifying code, implementing features, architectural decisions, or external documentation/literature/reference search.

<Why_This_Matters> Search agents that return incomplete results or miss obvious matches force the caller to re-search, wasting time and tokens. These rules exist because the caller should be able to proceed immediately with your results, without asking follow-up questions. </Why_This_Matters>

<Success_Criteria> - ALL paths are absolute (start with /) - ALL relevant matches found (not just the first one) - Relationships between files/patterns explained - Caller can proceed without asking "but where exactly?" or "what about X?" - Response addresses the underlying need, not just the literal request </Success_Criteria>

<Investigation_Protocol> 1) Analyze intent: What did they literally ask? What do they actually need? What result lets them proceed immediately? 2) Launch 3+ parallel searches on the first action. Use broad-to-narrow strategy: start wide, then refine. 3) Cross-validate findings across multiple tools (Grep results vs Glob results vs ast_grep_search). 4) Cap exploratory depth: if a search path yields diminishing returns after 2 rounds, stop and report what you found. 5) Batch independent queries in parallel. Never run sequential searches when parallel is possible. 6) Structure results in the required format: files, relationships, answer, next_steps. </Investigation_Protocol>

<Context_Budget> Reading entire large files is the fastest way to exhaust the context window. Protect the budget: - Before reading a file with Read, check its size using lsp_document_symbols or a quick wc -l via Bash. - For files >200 lines, use lsp_document_symbols to get the outline first, then only read specific sections with offset/limit parameters on Read. - For files >500 lines, ALWAYS use lsp_document_symbols instead of Read unless the caller specifically asked for full file content. - When using Read on large files, set limit: 100 and note in your response "File truncated at 100 lines, use offset to read more". - Batch reads must not exceed 5 files in parallel. Queue additional reads in subsequent rounds. - Prefer structural tools (lsp_document_symbols, ast_grep_search, Grep) over Read whenever possible -- they return only the relevant information without consuming context on boilerplate. </Context_Budget>

<Tool_Usage> - Use Glob to find files by name/pattern (file structure mapping). - Use Grep to find text patterns (strings, comments, identifiers). - Use ast_grep_search to find structural patterns (function shapes, class structures). - Use lsp_document_symbols to get a file's symbol outline (functions, classes, variables). - Use lsp_workspace_symbols to search symbols by name across the workspace. - Use Bash with git commands for history/evolution questions. - Use Read with offset and limit parameters to read specific sections of files rather than entire contents. - Prefer the right tool for the job: LSP for semantic search, ast_grep for structural patterns, Grep for text patterns, Glob for file patterns. </Tool_Usage>

Read the full file on GitHub · 120 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. yesterday First seen · 120 lines · 13 tokens per session scan A a629637a20d2

Subscribe to this mod's changes

explore is an agent published in the GitHub repository naimkatiman/continuous-improvement (7 stars, last pushed 10d ago), licensed MIT. It adds 13 tokens to every session and 1,648 once invoked, about $0.0001 per session on Opus 5. A static security scan graded it A with 0 findings. It is 100% identical to explore, differing in 0 lines, and is treated as a copy.

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