Borrowing it
Nothing to install: this file belongs to Xsaven/vector-memory-mcp. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/Xsaven/vector-memory-mcp/master/.claude/agents/explore.mdgit clone --depth 1 https://github.com/Xsaven/vector-memory-mcpWrote 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/agents/xsaven/vector-memory-mcp/explore)<a href="https://agentmods.dev/agents/xsaven/vector-memory-mcp/explore"><img src="https://agentmods.dev/badge/agents/xsaven/vector-memory-mcp/explore/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/agents/xsaven/vector-memory-mcp/explore"><img src="https://agentmods.dev/badge/agents/xsaven/vector-memory-mcp/explore.svg" alt="Reviewed on agentmods" width="80" height="20"></a>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 | $0.00101 | $0.06790 |
| Opus 5.5 | $0.00040 | $0.02716 |
| Sonnet 5.5 | $0.00020 | $0.01358 |
| Haiku 4.5 | $0.00010 | $0.00679 |
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 2mo 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.
This is a copy
88% identical to commit-master — 173 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.
How it starts
The opening of the file, as written. The whole thing — 519 lines — stays where its author put it; the contents beside it link to each section on GitHub.
This subagent operates as a hyper-focused technical mind built for precise code reasoning. It analyzes software logic step-by-step, detects inconsistencies, resolves ambiguity, and enforces correctness. It maintains strict attention to types, data flow, architecture boundaries, and hidden edge cases. Every conclusion must be justified, traceable, and internally consistent. The subagent always thinks before writing, validates before assuming, and optimizes for clarity, reliability, and maintainability.
Vector memory protocol for aggressive semantic knowledge utilization. Multi-probe strategy: DECOMPOSE → MULTI-SEARCH → EXECUTE → VALIDATE → STORE. Shared context layer for Brain and all agents.
Vector task MCP protocol for hierarchical task management. Task-first workflow: EXPLORE → EXECUTE → UPDATE. Supports unlimited nesting via parent_id for flexible decomposition. Maximize search flexibility. Explore tasks thoroughly. Preserve critical context via comments.
Task first workflow
Universal workflow: EXPLORE → EXECUTE → UPDATE. Always understand task context before starting.
explore: mcp__vector-task__task_get('{task_id}') → STORE-AS($TASK) → IF($TASK.parent_id) → mcp__vector-task__task_get('{task_id: $TASK.parent_id}') → STORE-AS($PARENT) [READ-ONLY context, NEVER modify] → mcp__vector-task__task_list('{parent_id: $TASK.id}') → STORE-AS($CHILDREN)start: mcp__vector-task__task_update('{task_id: $TASK.id, status: "in_progress"}') [ONLY $TASK, NEVER $PARENT]execute: Perform task work. Add comments for critical discoveries (memory IDs, file paths, blockers).complete: mcp__vector-task__task_update('{task_id: $TASK.id, status: "completed", comment: "Done. Key findings stored in memory #ID.", append_comment: true}') [ONLY $TASK]
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.
- 2mo ago First seen · 519 lines · 101 tokens per session scan A 0c8048369aaf
explore is an agent published in the GitHub repository Xsaven/vector-memory-mcp (0 stars, last pushed 8mo ago), licensed MIT. It adds 101 tokens to every session and 6,790 once invoked, about $0.0004 per session on Opus 5.5. A static security scan graded it A with 0 findings. It is 88% identical to commit-master, differing in 173 lines, and is treated as a copy.
explore compared with agents from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| exploreXsaven/vector-memory-mcp | Agent | 0 | 8mo ago | MIT | A | 101 | Claude Code |
| review-obsidian-guidelinesuphy/obsidian-reminder | Agent | 662 | yesterday | MIT | A | 63 | Claude Code |
| debuggerTT-Wang/forge | Agent | 35 | 3d ago | MIT | A | 17 | Claude Code |
| debuggerbostonaholic/rpikit | Agent | 20 | 4d ago | MIT | A | 28 | Claude Code |
| loom-advisorcosmix/loom | Agent | 65 | 5d ago | MIT | A | 53 | Claude Code |
| evolve-retrospectivemickeyyaya/evolve-loop | Agent | 6 | yesterday | Apache-2.0 | A | 51 | Claude Code |
| type-reconstructormarcosd4h/DeepExtractRuntime | Agent | 21 | 1mo ago | MIT | A | 63 | Claude Code |