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Copilot Leecher

by xiangxiaobo

๐Ÿง› Copilot Leecher

English | ไธญๆ–‡

Squeeze every drop out of your GitHub Copilot premium requests โ€” turn follow-up prompts into free MCP tool calls.

Why This Exists

GitHub Copilot charges by premium requests (300/month on Pro; each Claude Opus 4.6 call costs 3 requests), not by tokens. Through experimentation, we discovered:

Action

Costs a Premium Request?

New user prompt

โœ… Yes

Follow-up in the same session

โœ… Yes

Tool call / MCP call

โŒ No

So the most cost-effective way to use Copilot is: pack as much work as possible into a single premium request.

The problem? Humans rarely express everything perfectly in one shot. Follow-up questions ("wait, also do Xโ€ฆ") are inevitable โ€” and each one burns another request.

Copilot Leecher solves this by providing a request_review MCP tool. When the agent finishes a task, it calls this tool and blocks โ€” waiting for your feedback via a local web UI. Your feedback is returned as a tool call result (free!), not a new user prompt. The agent then acts on your feedback within the same request.

One prompt โ†’ review โ†’ refine โ†’ review โ†’ approve. All for the price of a single premium request.

How It Works

You (1 prompt)                    Copilot Agent
    โ”‚                                  โ”‚
    โ”œโ”€โ”€โ”€ "Implement feature X" โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ–บ  (works on itโ€ฆ)
    โ”‚                                  โ”‚
    โ”‚                  request_review() โ”‚  โ† MCP tool call (FREE)
    โ”‚                                  โ”‚
    โ”‚   โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค
    โ”‚   โ”‚ Web UI (localhost:3456)      โ”‚
    โ”‚   โ”‚ "Also handle edge case Y"   โ”‚  โ† your feedback
    โ”‚   โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค
    โ”‚                                  โ”‚
    โ”‚                  (improves workโ€ฆ) โ”‚
    โ”‚                                  โ”‚
    โ”‚                  request_review() โ”‚  โ† still FREE
    โ”‚   โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค
    โ”‚   โ”‚ "ok"                         โ”‚  โ† approved
    โ”‚   โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค
    โ”‚                                  โ”‚
    โ”‚            โœ… Done โ—„โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค
    โ”‚                                  โ”‚
    Total premium requests used: 1

Quick Start

1. Install & Build

git clone https://github.com/user/copilot-leecher.git
cd copilot-leecher
npm install
npm run build

2. Configure VS Code

Add to your VS Code settings.json:

{
  "github.copilot.chat.mcp.servers": {
    "copilot-leecher": {
      "command": "node",
      "args": ["/absolute/path/to/copilot-leecher/dist/index.js"]
    }
  }
}

Replace the path with your actual absolute path.

3. Restart VS Code & Open Dashboard

Restart VS Code. The MCP server auto-starts an HTTP dashboard at http://127.0.0.1:3456.

4. Use It

In your Copilot Chat prompt or Agent Contract, instruct the agent:

After completing your work, call the request_review tool with a taskId and summary.
Wait for feedback. If approved, finish. Otherwise, improve and request review again.

Then open http://127.0.0.1:3456 to review and provide feedback.

Architecture

โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”   โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”   โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”
โ”‚  VS Code #1     โ”‚   โ”‚  VS Code #2     โ”‚   โ”‚  Browser        โ”‚
โ”‚  Copilot Agent  โ”‚   โ”‚  Copilot Agent  โ”‚   โ”‚  127.0.0.1:3456 โ”‚
โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜   โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜   โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜
         โ”‚ MCP                 โ”‚ MCP                  โ”‚ HTTP
    โ”Œโ”€โ”€โ”€โ”€โ–ผโ”€โ”€โ”€โ”€โ”           โ”Œโ”€โ”€โ”€โ”€โ–ผโ”€โ”€โ”€โ”€โ”                 โ”‚
    โ”‚MCP+HTTP โ”‚           โ”‚MCP only โ”‚                 โ”‚
    โ”‚Server #1โ”‚           โ”‚Server #2โ”‚                 โ”‚
    โ”‚(:3456)  โ”‚           โ”‚(skipped)โ”‚                 โ”‚
    โ””โ”€โ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”€โ”˜           โ””โ”€โ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”€โ”˜                 โ”‚
         โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜                      โ”‚
                  โ–ผ                                   โ”‚
    โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”              โ”‚
    โ”‚  /tmp/copilot-reviewer-sessions/ โ”‚โ—„โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜
    โ”‚  (file-system persistence)       โ”‚
    โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜
  • The first MCP process binds port 3456 for the web dashboard.

  • Subsequent instances skip the HTTP server but share session data via the filesystem.

MCP Tool: request_review

Parameter

Type

Required

Description

taskId

string

โœ…

Unique task identifier (e.g. task-20260217-001)

summary

string

โœ…

Brief summary of work done (2-3 sentences)

Returns: { status, feedback, sessionId, reviewerUrl }

  • status: "approved" or "needs_revision"

  • feedback: The reviewer's text

HTTP API

Method

Endpoint

Description

GET

/api/sessions

List all sessions

GET

/api/sessions/pending

List pending sessions

GET

/api/sessions/:id

Get session details

POST

/api/sessions/:id/feedback

Submit feedback { "feedback": "..." }

GET

/api/health

Health check

Agent Contract Template

Add this to your prompt / system instructions:

After completing all tasks, you MUST call the `request_review` tool.

- taskId: a unique identifier for the task
- summary: 2-3 sentences describing what you did

Then wait for expert feedback:
- "ok" / "approved" / "lgtm" โ†’ task complete, stop working
- anything else โ†’ improve your work based on the feedback, then call request_review again

NEVER finish without an approved review.
# Agent Contract

## Review Requirements

### When to Request Review
After completing all task steps, you MUST call `request_review`.

### How to Call
- **taskId**: Use format `[type]-[date]-[seq]` (e.g. `feature-20260217-001`)
- **summary**: 2-3 sentences summarizing your work

### Handling Feedback
1. **Approved** ("ok" / "approved" / "lgtm"): Stop working, confirm completion
2. **Needs revision**: Read feedback, improve, call request_review again
3. **Timeout**: Inform user, offer to retry

### Rules
- โŒ NEVER finish without approved review
- โŒ NEVER skip the review step
- โœ… Always request review after completing work
- โœ… Keep improving until approved

Project Structure

src/
โ”œโ”€โ”€ index.ts            # MCP server entry (auto-starts HTTP server)
โ”œโ”€โ”€ reviewer-server.ts  # Express HTTP server + Web UI
โ”œโ”€โ”€ types.ts            # TypeScript type definitions
โ””โ”€โ”€ shared-state.ts     # File-system-based session persistence

Development

npm run watch     # watch mode
npm run dev       # build + run MCP server

Troubleshooting

MCP Server won't connect?
Ensure an absolute path in settings.json and that dist/index.js exists. Check VS Code Output panel โ†’ "MCP Server" logs.

Port 3456 in use?
A second MCP instance auto-skips HTTP startup. Sessions are shared via /tmp/copilot-reviewer-sessions/ โ€” one dashboard shows all.

Agent doesn't call request_review?
Make sure your Agent Contract / prompt explicitly requires it.

License

MIT


ไธญๆ–‡่ฏดๆ˜Ž

่–… GitHub Copilot Premium Request ็พŠๆฏ›็š„ๅ‹คไฟญ็Žฉๆณ• โ€”โ€” ๆŠŠ่ฟฝ้—ฎๅ˜ๆˆๅ…่ดน็š„ MCP tool callใ€‚

ไธบไป€ไนˆๅš่ฟ™ไธช

GitHub Copilot ๆŒ‰ premium request ๆฌกๆ•ฐ่ฎก่ดน๏ผˆPro ๅฅ—้คๆฏๆœˆ 300 ๆฌก๏ผŒไธ€ๆฌก Claude Opus 4.6 ่ฐƒ็”จ็ฎ— 3 ๆฌก๏ผ‰๏ผŒ่€Œไธๆ˜ฏๆŒ‰ token ่ฎก่ดนใ€‚็ป่ฟ‡ๅฎž้ชŒ๏ผŒๆˆ‘ไปฌๅ‘็Žฐ๏ผš

ๆ“ไฝœ

ๆถˆ่€— Premium Request๏ผŸ

ๆ–ฐ็š„ user prompt

โœ… ๆ˜ฏ

ๅŒ session ไธญ็š„่ฟฝ้—ฎ/ๅŽ็ปญๆ้—ฎ

โœ… ๆ˜ฏ

Tool call / MCP ่ฐƒ็”จ

โŒ ๅฆ

ๆ‰€ไปฅๆœ€ๅˆ’็ฎ—็š„็”จๆณ•ๆ˜ฏ๏ผš่ฎฉไธ€ๆฌก premium request ๅšๅฐฝๅฏ่ƒฝๅคš็š„ไบ‹ๆƒ…ใ€‚

้—ฎ้ข˜ๆ˜ฏ๏ผŒไบบๅพˆ้šพไธ€ๆฌกๆ€งๆŠŠ้œ€ๆฑ‚่กจ่พพๆธ…ๆฅš๏ผŒ่ฟฝ้—ฎๅœจๆ‰€้šพๅ…โ€”โ€”ไฝ†ๆฏๆฌก่ฟฝ้—ฎ้ƒฝไผš้ขๅค–ๆถˆ่€—ไธ€ไธช requestใ€‚

Copilot Leecher ๆไพ›ไบ†ไธ€ไธช request_review MCP toolใ€‚Agent ๅฎŒๆˆไปปๅŠกๅŽ่ฐƒ็”จๆญคๅทฅๅ…ท๏ผŒ่ฟ›ๅ…ฅ้˜ปๅกž็ญ‰ๅพ…็Šถๆ€๏ผŒไฝ ๅœจๆœฌๅœฐ Web UI ไธŠ็ป™ๅ‡บๅ้ฆˆใ€‚ๅ้ฆˆไปฅ tool call result๏ผˆๅ…่ดน๏ผ๏ผ‰็š„ๅฝขๅผ่ฟ”ๅ›ž็ป™ Agent๏ผŒ่€Œไธๆ˜ฏๆ–ฐ็š„ user promptใ€‚Agent ๅœจๅŒไธ€ไธช request ๅ†…็ปง็ปญๅทฅไฝœใ€‚

ไธ€ๆฌก prompt โ†’ ๅฎกๆŸฅ โ†’ ๆ”น่ฟ› โ†’ ๅฎกๆŸฅ โ†’ ้€š่ฟ‡ใ€‚ๅ…จ็จ‹ๅชๆถˆ่€—ไธ€ไธช premium requestใ€‚

็ฎ€ๅ•ๆฅ่ฏด๏ผš่ฟ™ไธช MCP ๆœๅŠก"้ช—"ๅคงๆจกๅž‹ๆŠŠไฝ ไบ‹ๅฎžไธŠ็š„่ฟฝ้—ฎๅฝ“ๆˆ tool call result ๆฅๅค„็†ใ€‚

ๅทฅไฝœๅŽŸ็†

ไฝ  (1 ๆก prompt)                  Copilot Agent
    โ”‚                                  โ”‚
    โ”œโ”€โ”€โ”€ "ๅฎž็ŽฐๅŠŸ่ƒฝ X" โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ–บ  ๏ผˆๅผ€ๅง‹ๅนฒๆดปโ€ฆ๏ผ‰
    โ”‚                                  โ”‚
    โ”‚                  request_review() โ”‚  โ† MCP tool call๏ผˆๅ…่ดน๏ผ‰
    โ”‚                                  โ”‚
    โ”‚   โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค
    โ”‚   โ”‚ Web UI (localhost:3456)      โ”‚
    โ”‚   โ”‚ "่พน็•Œๆƒ…ๅ†ต Y ไนŸๅค„็†ไธ€ไธ‹"       โ”‚  โ† ไฝ ็š„ๅ้ฆˆ
    โ”‚   โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค
    โ”‚                                  โ”‚
    โ”‚                  ๏ผˆ็ปง็ปญๆ”น่ฟ›โ€ฆ๏ผ‰     โ”‚
    โ”‚                                  โ”‚
    โ”‚                  request_review() โ”‚  โ† ไป็„ถๅ…่ดน
    โ”‚   โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค
    โ”‚   โ”‚ "ok"                         โ”‚  โ† ้€š่ฟ‡
    โ”‚   โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค
    โ”‚                                  โ”‚
    โ”‚            โœ… ๅฎŒๆˆ โ—„โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค
    โ”‚                                  โ”‚
    ๆถˆ่€—็š„ premium request ๆ€ปๆ•ฐ: 1

ๅฟซ้€Ÿๅผ€ๅง‹

1. ๅฎ‰่ฃ… & ๆž„ๅปบ

git clone https://github.com/user/copilot-leecher.git
cd copilot-leecher
npm install
npm run build

2. ้…็ฝฎ VS Code

ๅœจ settings.json ไธญๆทปๅŠ ๏ผš

{
  "github.copilot.chat.mcp.servers": {
    "copilot-leecher": {
      "command": "node",
      "args": ["/ไฝ ็š„็ปๅฏน่ทฏๅพ„/copilot-leecher/dist/index.js"]
    }
  }
}

3. ้‡ๅฏ VS Code & ๆ‰“ๅผ€ Dashboard

้‡ๅฏ VS Code ๅŽ๏ผŒMCP Server ไผš่‡ชๅŠจๅœจ http://127.0.0.1:3456 ๅฏๅŠจ Web ๅฎกๆŸฅ็•Œ้ขใ€‚

4. ไฝฟ็”จ

ๅœจ Copilot Chat ๆ็คบ่ฏๆˆ– Agent Contract ไธญ๏ผŒๆŒ‡็คบ Agent๏ผš

ๅฎŒๆˆๆ‰€ๆœ‰ๅทฅไฝœๅŽ๏ผŒ่ฐƒ็”จ request_review ๅทฅๅ…ท๏ผŒ้™„ไธŠ taskId ๅ’Œๅทฅไฝœๆ‘˜่ฆใ€‚
็ญ‰ๅพ…ๅฎกๆŸฅๅ้ฆˆ๏ผš่‹ฅๅ้ฆˆไธบ "ok" / "approved"๏ผŒ็ป“ๆŸไปปๅŠก๏ผ›ๅฆๅˆ™ๆ นๆฎๅ้ฆˆๆ”น่ฟ›ๅŽ้‡ๆ–ฐ่ฏทๆฑ‚ๅฎกๆŸฅใ€‚
ๆœช้€š่ฟ‡ๅฎกๆŸฅไธๅพ—็ป“ๆŸๅทฅไฝœใ€‚

็„ถๅŽๆ‰“ๅผ€ http://127.0.0.1:3456 ่ฟ›่กŒๅฎกๆŸฅๅนถๆไบคๅ้ฆˆใ€‚

Agent Contract ๆจกๆฟ

ๅฎŒๆˆๆ‰€ๆœ‰ไปปๅŠกๅŽ๏ผŒไฝ **ๅฟ…้กป**่ฐƒ็”จ `request_review` tool๏ผš

- taskId: ไปปๅŠกๅ”ฏไธ€ๆ ‡่ฏ†๏ผˆๅฆ‚ feature-20260217-001๏ผ‰
- summary: 2-3 ๅฅ็ฎ€่ฆๆ่ฟฐๅฎŒๆˆไบ†ไป€ไนˆ

็„ถๅŽ็ญ‰ๅพ…ไธ“ๅฎถๅ้ฆˆ๏ผš
- "ok" / "approved" / "lgtm" / "้€š่ฟ‡" โ†’ ็ป“ๆŸๅทฅไฝœ
- ๅ…ถไป–ๅ†…ๅฎน โ†’ ๆ นๆฎๅ้ฆˆๆ”น่ฟ›๏ผŒ็„ถๅŽๅ†ๆฌก่ฐƒ็”จ request_review

**้‡่ฆ๏ผšๆœช้€š่ฟ‡ๅฎกๆŸฅไธๅพ—็ป“ๆŸๅทฅไฝœ๏ผ**
# Agent Contract

## ๅฎกๆŸฅ่ฆๆฑ‚

### ไฝ•ๆ—ถ่ฏทๆฑ‚ๅฎกๆŸฅ
ๅฎŒๆˆๆ‰€ๆœ‰ไปปๅŠกๆญฅ้ชคๅŽ๏ผŒ**ๅฟ…้กป**่ฐƒ็”จ `request_review`ใ€‚

### ่ฐƒ็”จๆ–นๅผ
- **taskId**: ๆ ผๅผ `[็ฑปๅž‹]-[ๆ—ฅๆœŸ]-[ๅบๅท]`๏ผˆๅฆ‚ `feature-20260217-001`๏ผ‰
- **summary**: 2-3 ๅฅๆ่ฟฐไฝ ๅฎŒๆˆ็š„ๅทฅไฝœ

### ๅ้ฆˆๅค„็†
1. **้€š่ฟ‡**๏ผˆ"ok" / "approved" / "lgtm" / "้€š่ฟ‡"๏ผ‰๏ผšๅœๆญขๅทฅไฝœ๏ผŒ็กฎ่ฎคๅฎŒๆˆ
2. **้œ€่ฆๆ”น่ฟ›**๏ผš้˜…่ฏปๅ้ฆˆ๏ผŒๆ”น่ฟ›ๅทฅไฝœ๏ผŒๅ†ๆฌก่ฐƒ็”จ request_review
3. **่ถ…ๆ—ถ**๏ผšๅ‘Š็Ÿฅ็”จๆˆท๏ผŒ่ฏข้—ฎๆ˜ฏๅฆ้‡ๆ–ฐ่ฏทๆฑ‚

### ่ง„ๅˆ™
- โŒ ๆœช็ปๅฎกๆŸฅ้€š่ฟ‡ไธๅพ—็ป“ๆŸไปปๅŠก
- โŒ ไธๅพ—่ทณ่ฟ‡ๅฎกๆŸฅๆญฅ้ชค
- โœ… ๅฎŒๆˆๅทฅไฝœๅŽ็ซ‹ๅณ่ฏทๆฑ‚ๅฎกๆŸฅ
- โœ… ๆŒ็ปญๆ”น่ฟ›็›ดๅˆฐ่Žทๆ‰น

ๅธธ่ง้—ฎ้ข˜

Q: MCP Server ๆ— ๆณ•่ฟžๆŽฅ๏ผŸ
็กฎไฟ settings.json ไธญไฝฟ็”จ็ปๅฏน่ทฏๅพ„๏ผŒไธ” dist/index.js ๅญ˜ๅœจใ€‚ๆŸฅ็œ‹ VS Code ่พ“ๅ‡บ้ขๆฟ โ†’ "MCP Server" ๆ—ฅๅฟ—ใ€‚

Q: ็ซฏๅฃ 3456 ่ขซๅ ็”จ๏ผŸ
็ฌฌไบŒไธช MCP ๅฎžไพ‹ไผš่‡ชๅŠจ่ทณ่ฟ‡ HTTP ๅฏๅŠจใ€‚Session ้€š่ฟ‡ /tmp/copilot-reviewer-sessions/ ๆ–‡ไปถๅ…ฑไบซ๏ผŒๅŒไธ€ไธช Dashboard ๅฏ่งๆ‰€ๆœ‰ๅฎžไพ‹็š„ไผš่ฏใ€‚

Q: Agent ไธ่ฐƒ็”จ request_review๏ผŸ
ๆฃ€ๆŸฅ Agent Contract ๆ็คบ่ฏไธญๆ˜ฏๅฆๆ˜Ž็กฎ่ฆๆฑ‚ไบ†ใ€‚

่ฎธๅฏ่ฏ

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