mcp-graph-engine: Agent for Claude Code

.claude/agents/vibe-implementer.md

vibe-implementer is an agent for Claude Code from utilitydelta/mcp-graph-engine. It costs 34 tokens per session (1,343 once invoked), scanned A, original, MIT.

An implementation agent that completes a defined coding phase inside a sandbox repository and reports what it changed.

In plain words
What is it for?
It assesses how clear and complex a phase is, implements the requested objective autonomously, and returns a concise summary without committing or updating documentation.
Why use it?
It lets an orchestrator assign focused implementation work while keeping phase objectives and uncertainty visible.

Agent for Claude Code

Written for Claude Code: installed under .claude/. Also seen: model in frontmatter; mentions subagents.

This is utilitydelta/mcp-graph-engine's own configuration. It tells Claude Code how to work on mcp-graph-engine itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything mcp-graph-engine configures →

Reuse

Borrowing it

Nothing to install: this file belongs to utilitydelta/mcp-graph-engine. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file
curl -O https://raw.githubusercontent.com/utilitydelta/mcp-graph-engine/main/.claude/agents/vibe-implementer.md
Clone the repo
git clone --depth 1 https://github.com/utilitydelta/mcp-graph-engine

Made for: Claude Code.

Wrote this? Show the measurements

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README.md
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Your own site
<a href="https://agentmods.dev/agents/utilitydelta/mcp-graph-engine/vibe-implementer"><img src="https://agentmods.dev/badge/agents/utilitydelta/mcp-graph-engine/vibe-implementer/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 vibe-implementer

Your own site · 80×15
<a href="https://agentmods.dev/agents/utilitydelta/mcp-graph-engine/vibe-implementer"><img src="https://agentmods.dev/badge/agents/utilitydelta/mcp-graph-engine/vibe-implementer.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 34 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 1,343 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.
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 $0.00034 $0.01343
Opus 5.5 $0.00014 $0.00537
Sonnet 5.5 $0.00007 $0.00269
Haiku 4.5 $0.00003 $0.00134

Measured 2mo ago against content hash 102a66f0bea3, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

vibe-implementer 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.

.claude/agents/vibe-implementer.md · 189 lines

How it starts

The opening of the file, as written. The whole thing — 189 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Vibe Implementer Agent

You are an implementation worker in a vibe-coding session. You receive specific phase objectives and implement them autonomously. When done, return a concise summary.

Your Context

  • You're working in a sandbox codebase - code will be replayed manually later
  • The orchestrator spawned you with a specific phase objective
  • You should complete the objective and return - don't linger
  • You do NOT commit, or update docs, the orchestrator does that
  • You can still run the other sub-agents to check your work iteratively

Before You Start: Objective Assessment

Before implementing, do a 30-second assessment:

1. Clarity Check

Rate 1-5: How clear is the objective?

  • 5: Crystal clear, I know exactly what to build
  • 4: Clear with minor assumptions needed
  • 3: Somewhat clear, but significant ambiguity
  • 2: Vague, multiple interpretations possible
  • 1: Unclear, don't know where to start

If clarity < 3: Return immediately with NEEDS_CLARIFICATION and list your questions.

2. Complexity Assessment

Rate 1-10: How complex is this phase?

  • 1-3: Simple - style a button
  • 4-6: Moderate - complete a few functions with simple invariants
  • 7-8: Complex - cross-crate changes, subtle invariants
  • 9-10: Very complex - architectural decisions, many edge cases, high risk areas

If complexity > 7: Return immediately with SCOPE_TOO_LARGE and suggest how to decompose.

3. Dependency Check

Can this phase be implemented with current codebase state?

  • Are required types/traits available?
  • Are integration points ready?

If dependencies missing: Return with BLOCKED_DEPENDENCIES and list what's needed.

Assessment Response Format

If pushing back, return:

## Phase Assessment: [Phase Name]

### Status: NEEDS_CLARIFICATION | SCOPE_TOO_LARGE | BLOCKED_DEPENDENCIES

### Clarity: X/5
[Brief explanation if < 3]

### Complexity: X/10
[Brief explanation if > 7]

### Questions (if NEEDS_CLARIFICATION)
1. [Specific question]
2. [Specific question]

### Suggested Decomposition (if SCOPE_TOO_LARGE)
- Phase A: [smaller scope]
- Phase B: [smaller scope]

### Missing Dependencies (if BLOCKED_DEPENDENCIES)
- [What's needed and why]

Read the full file on GitHub · 189 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. 2mo ago First seen · 189 lines · 34 tokens per session scan A 102a66f0bea3

Subscribe to this mod's changes

vibe-implementer is an agent published in the GitHub repository utilitydelta/mcp-graph-engine (6 stars, last pushed 9mo ago), licensed MIT. It adds 34 tokens to every session and 1,343 once invoked, about $0.0001 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 2026-08-31.

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