Rank
83
A Model Context Protocol (MCP) server for GitLab
Traction
No public download signal
Freshness
Updated 2d ago
Crawler Summary
Use the GitHub Copilot CLI for agentic coding, session management, custom agents, skills, plugins, SDK integration, and Ralph Wiggum loops. Use when: (1) running Copilot CLI sessions interactively or non-interactively, (2) managing custom agents and skills, (3) configuring MCP servers and plugins, (4) integrating with the Copilot SDK programmatically, (5) orchestrating multi-agent workflows, (6) setting up long-running autonomous coding loops (Ralph Wiggum pattern). NOT for: the old `gh copilot` extension (that's deprecated), simple file edits (just edit directly), or GitHub API operations (use `gh` CLI). --- name: copilot-cli description: "Use the GitHub Copilot CLI for agentic coding, session management, custom agents, skills, plugins, SDK integration, and Ralph Wiggum loops. Use when: (1) running Copilot CLI sessions interactively or non-interactively, (2) managing custom agents and skills, (3) configuring MCP servers and plugins, (4) integrating with the Copilot SDK programmatically, (5) orchestrating multi-agent Capability contract not published. No trust telemetry is available yet. Last updated 4/15/2026.
Freshness
Last checked 4/15/2026
Best For
copilot-cli is best for even, sessions workflows where MCP compatibility matters.
Not Ideal For
Contract metadata is missing or unavailable for deterministic execution.
Evidence Sources Checked
editorial-content, GITHUB OPENCLEW, runtime-metrics, public facts pack
Use the GitHub Copilot CLI for agentic coding, session management, custom agents, skills, plugins, SDK integration, and Ralph Wiggum loops. Use when: (1) running Copilot CLI sessions interactively or non-interactively, (2) managing custom agents and skills, (3) configuring MCP servers and plugins, (4) integrating with the Copilot SDK programmatically, (5) orchestrating multi-agent workflows, (6) setting up long-running autonomous coding loops (Ralph Wiggum pattern). NOT for: the old `gh copilot` extension (that's deprecated), simple file edits (just edit directly), or GitHub API operations (use `gh` CLI). --- name: copilot-cli description: "Use the GitHub Copilot CLI for agentic coding, session management, custom agents, skills, plugins, SDK integration, and Ralph Wiggum loops. Use when: (1) running Copilot CLI sessions interactively or non-interactively, (2) managing custom agents and skills, (3) configuring MCP servers and plugins, (4) integrating with the Copilot SDK programmatically, (5) orchestrating multi-agent
Public facts
4
Change events
1
Artifacts
0
Freshness
Apr 15, 2026
Capability contract not published. No trust telemetry is available yet. Last updated 4/15/2026.
Trust score
Unknown
Compatibility
MCP
Freshness
Apr 15, 2026
Vendor
Andrewdoing
Artifacts
0
Benchmarks
0
Last release
Unpublished
Key links, install path, and a quick operational read before the deeper crawl record.
Summary
Capability contract not published. No trust telemetry is available yet. Last updated 4/15/2026.
Setup snapshot
git clone https://github.com/andrewDoing/copilot-cli-skill.gitSetup complexity is LOW. This package is likely designed for quick installation with minimal external side-effects.
Final validation: Expose the agent to a mock request payload inside a sandbox and trace the network egress before allowing access to real customer data.
Everything public we have scraped or crawled about this agent, grouped by evidence type with provenance.
Vendor
Andrewdoing
Protocol compatibility
MCP
Handshake status
UNKNOWN
Crawlable docs
6 indexed pages on the official domain
Merged public release, docs, artifact, benchmark, pricing, and trust refresh events.
Extracted files, examples, snippets, parameters, dependencies, permissions, and artifact metadata.
Extracted files
0
Examples
6
Snippets
0
Languages
typescript
Parameters
bash
# Install globally npm install -g @github/copilot # Authenticate (opens browser for device flow) copilot login # Check version copilot --version
bash
# Start interactive session in current directory copilot # Start with a specific model copilot --model claude-sonnet-4.6 # Start with a custom agent copilot --agent code-reviewer # Resume most recent session copilot --continue # Resume a specific session copilot --resume <session-id> # Resume with session picker copilot --resume
bash
# One-shot prompt — exits after completion copilot -p "Fix the bug in main.js" --allow-all-tools # Silent output (agent response only, no stats) copilot -p "Explain this error" -s # Share session to markdown after completion copilot -p "Refactor auth module" --allow-all --share # Share to GitHub gist copilot -p "Review this code" --allow-all --share-gist
bash
# Start interactive and auto-execute a prompt copilot -i "Fix the failing tests" # Autopilot mode — agent continues without waiting for input copilot --autopilot --allow-all copilot --autopilot --max-autopilot-continues 10 --allow-all
bash
# All permissions — no confirmations, no restrictions copilot --yolo # Equivalent to: copilot --allow-all-tools --allow-all-paths --allow-all-urls
bash
# List available models (check --help for current choices) copilot --help 2>&1 | grep -A1 'model <model>' # Or in interactive mode /model
Full documentation captured from public sources, including the complete README when available.
Docs source
GITHUB OPENCLEW
Editorial quality
ready
Use the GitHub Copilot CLI for agentic coding, session management, custom agents, skills, plugins, SDK integration, and Ralph Wiggum loops. Use when: (1) running Copilot CLI sessions interactively or non-interactively, (2) managing custom agents and skills, (3) configuring MCP servers and plugins, (4) integrating with the Copilot SDK programmatically, (5) orchestrating multi-agent workflows, (6) setting up long-running autonomous coding loops (Ralph Wiggum pattern). NOT for: the old `gh copilot` extension (that's deprecated), simple file edits (just edit directly), or GitHub API operations (use `gh` CLI). --- name: copilot-cli description: "Use the GitHub Copilot CLI for agentic coding, session management, custom agents, skills, plugins, SDK integration, and Ralph Wiggum loops. Use when: (1) running Copilot CLI sessions interactively or non-interactively, (2) managing custom agents and skills, (3) configuring MCP servers and plugins, (4) integrating with the Copilot SDK programmatically, (5) orchestrating multi-agent
gh copilot extension (that's deprecated), simple file edits (just edit directly), or GitHub API operations (use gh CLI)."The standalone copilot CLI — an agentic coding assistant that runs in your terminal. Supports sessions, custom agents, skills, plugins, MCP servers, and a TypeScript SDK for programmatic control.
# Install globally
npm install -g @github/copilot
# Authenticate (opens browser for device flow)
copilot login
# Check version
copilot --version
Auth tokens (precedence order): COPILOT_GITHUB_TOKEN > GH_TOKEN > GITHUB_TOKEN > stored credentials from copilot login
# Start interactive session in current directory
copilot
# Start with a specific model
copilot --model claude-sonnet-4.6
# Start with a custom agent
copilot --agent code-reviewer
# Resume most recent session
copilot --continue
# Resume a specific session
copilot --resume <session-id>
# Resume with session picker
copilot --resume
# One-shot prompt — exits after completion
copilot -p "Fix the bug in main.js" --allow-all-tools
# Silent output (agent response only, no stats)
copilot -p "Explain this error" -s
# Share session to markdown after completion
copilot -p "Refactor auth module" --allow-all --share
# Share to GitHub gist
copilot -p "Review this code" --allow-all --share-gist
# Start interactive and auto-execute a prompt
copilot -i "Fix the failing tests"
# Autopilot mode — agent continues without waiting for input
copilot --autopilot --allow-all
copilot --autopilot --max-autopilot-continues 10 --allow-all
# All permissions — no confirmations, no restrictions
copilot --yolo
# Equivalent to:
copilot --allow-all-tools --allow-all-paths --allow-all-urls
Set via --model, /model command, COPILOT_MODEL env, or model in config.
# List available models (check --help for current choices)
copilot --help 2>&1 | grep -A1 'model <model>'
# Or in interactive mode
/model
Copilot CLI has granular permission controls. Run copilot help permissions for full details. By default, it prompts for confirmation on file writes, shell commands, and URL access.
# Allow specific tools without prompting
copilot --allow-tool 'shell(git:*)' # All git commands
copilot --allow-tool 'write' # All file writes
copilot --allow-tool 'shell(npm:*)' # All npm commands
copilot --allow-tool 'MyMCP(tool_name)' # Specific MCP tool
copilot --allow-tool 'MyMCP' # All tools from an MCP server
# Deny specific tools (overrides allow)
copilot --deny-tool 'shell(git push)' # Block git push
copilot --deny-tool 'shell(rm:*)' # Block rm commands
# Control which tools the model can even see
copilot --available-tools shell write read # Only these tools exist
copilot --excluded-tools shell # Everything except shell
# Allow all tools
copilot --allow-all-tools
# Add directories to allowed list
copilot --add-dir ~/other-project
copilot --add-dir /tmp --add-dir ~/workspace
# Allow any path
copilot --allow-all-paths
# Block temp dir access
copilot --disallow-temp-dir
# Allow specific domains (defaults to https://)
copilot --allow-url github.com
copilot --allow-url '*.github.com'
# Deny specific domains (overrides allow)
copilot --deny-url https://malicious-site.com
# Allow all URLs
copilot --allow-all-urls
When running in interactive mode, use /help to see all available commands. Key ones:
| Command | Description |
|---|---|
| /agent | Browse and select custom agents |
| /skills | Manage skills (list, enable/disable, add, reload, info, remove) |
| /mcp | Manage MCP server configuration |
| /plugin | Manage plugins and marketplaces |
| /init | Initialize Copilot instructions for the repo |
| /instructions | View and toggle custom instruction files |
| Command | Description |
|---|---|
| /resume [id] | Switch to a different session |
| /rename | Rename current session |
| /context | Show context window token usage |
| /usage | Display session usage metrics |
| /session | Show session info and workspace summary |
| /compact | Summarize history to reduce context usage |
| /share | Share session to file or gist |
| /clear | Clear conversation history |
| Command | Description |
|---|---|
| /diff | Review changes in current directory |
| /review | Run code review agent |
| /plan | Create an implementation plan before coding |
| /ide | Connect to an IDE workspace |
| /lsp | Manage language server configuration |
| Command | Description |
|---|---|
| /model | Select AI model |
| /fleet | Enable fleet mode for parallel subagent execution |
| /tasks | View and manage background tasks (subagents + shell sessions) |
| Command | Description |
|---|---|
| /allow-all | Enable all permissions |
| /add-dir | Add directory to allowed list |
| /list-dirs | Show all allowed directories |
| /cwd | Change or show working directory |
| /reset-allowed-tools | Reset allowed tools list |
For creating custom agents (.agent.md), managing skills, installing plugins, configuring MCP servers, and setting up custom instructions:
Run Copilot in an isolated Docker sandbox — recommended for --yolo / Ralph Wiggum loops where the agent has unrestricted tool access.
Official docs: Docker Sandboxes for Copilot
# Create and run a sandbox for a project directory
docker sandbox run copilot ~/my-project
# Or from within the project directory
cd ~/my-project
docker sandbox run copilot
The workspace is mounted at /workspace inside the sandbox by default.
The sandbox daemon doesn't inherit shell env vars. Set your token globally in your shell config:
# ~/.bashrc or ~/.zshrc
export GH_TOKEN=ghp_xxxxx
# or: export GITHUB_TOKEN=ghp_xxxxx
Then: source ~/.zshrc, restart Docker Desktop, and create the sandbox.
Configure ~/.copilot/config.json to skip safety prompts for sandbox workspaces:
{
"trusted_folders": ["/workspace"]
}
Use -- separator to pass CLI flags through to Copilot inside the sandbox:
# Run with --yolo (no confirmations)
docker sandbox run <sandbox-name> -- --yolo
# Run with a specific model
docker sandbox run <sandbox-name> -- --model claude-sonnet-4.6
Base image: docker/sandbox-templates:copilot. See Custom templates to build your own.
Config lives in ~/.copilot/config.json (override with XDG_CONFIG_HOME).
Key settings (discover all with cat ~/.copilot/config.json or copilot help config):
| Setting | Default | Description |
|---|---|---|
| model | — | Default AI model |
| auto_update | true | Auto-download updates |
| banner | "once" | Banner display frequency |
| beep | true | Beep on attention needed |
| include_coauthor | true | Add Co-authored-by to commits |
| trusted_folders | [] | Pre-approved directories |
| allowed_urls | [] | Pre-approved URLs |
| denied_urls | [] | Blocked URLs |
| streamer_mode | false | Hide model names and quota |
| parallel_tool_execution | true | Run tools in parallel |
| alt_screen | false | Use alternate screen buffer |
| experimental | false | Enable experimental features |
Run copilot help environment for the full list. Key ones:
| Variable | Description |
|---|---|
| COPILOT_MODEL | Override default model |
| COPILOT_ALLOW_ALL | Set "true" for full auto mode |
| COPILOT_AUTO_UPDATE | Set "false" to disable auto-update |
| COPILOT_CUSTOM_INSTRUCTIONS_DIRS | Comma-separated extra instruction directories |
| COPILOT_EDITOR / VISUAL / EDITOR | Editor for interactive editing (e.g., plan) |
| XDG_CONFIG_HOME | Override config directory (default: ~/.copilot) |
| XDG_STATE_HOME | Override state directory (default: ~/.copilot) |
| USE_BUILTIN_RIPGREP | Set "false" to use system ripgrep |
| PLAIN_DIFF | Set "true" to disable rich diffs |
For programmatic control via the @github/copilot-sdk package (JSON-RPC, sessions, streaming events):
# Run same prompt across models, compare output
copilot --model gpt-5.3-codex -p "Implement X" -s --share ./codex-result.md
copilot --model claude-sonnet-4.6 -p "Implement X" -s --share ./claude-result.md
# In interactive mode
/fleet
# Copilot spawns multiple subagents working in parallel
/tasks # Monitor them
# In interactive mode — push session to GitHub for background execution
/delegate complete the API integration tests
# Or prefix with &
& complete the API integration tests
# Process multiple files
for f in src/*.ts; do
copilot -p "Review $f for security issues" -s --allow-all >> reviews.md
done
@ file paths — Reference files in prompts: Explain @src/auth.ts! shell — Run shell commands directly: !git statusEsc — Stop current operation while thinkingShift+Tab — Toggle plan mode (plan before coding)/compact — When context gets long, summarize to free up spacecopilot --config-dir ./project-copilot-config for project-specific settingsFor setting up autonomous coding loops that run indefinitely with fresh context each iteration, see the detailed guide:
📄 ralph-wiggum/GUIDE.md — full pattern, templates, loop script, and orchestration options
Machine endpoints, protocol fit, contract coverage, invocation examples, and guardrails for agent-to-agent use.
Contract coverage
Status
missing
Auth
None
Streaming
No
Data region
Unspecified
Protocol support
Requires: none
Forbidden: none
Guardrails
Operational confidence: low
curl -s "https://xpersona.co/api/v1/agents/andrewdoing-copilot-cli-skill/snapshot"
curl -s "https://xpersona.co/api/v1/agents/andrewdoing-copilot-cli-skill/contract"
curl -s "https://xpersona.co/api/v1/agents/andrewdoing-copilot-cli-skill/trust"
Trust and runtime signals, benchmark suites, failure patterns, and practical risk constraints.
Trust signals
Handshake
UNKNOWN
Confidence
unknown
Attempts 30d
unknown
Fallback rate
unknown
Runtime metrics
Observed P50
unknown
Observed P95
unknown
Rate limit
unknown
Estimated cost
unknown
Do not use if
Every public screenshot, visual asset, demo link, and owner-provided destination tied to this agent.
Neighboring agents from the same protocol and source ecosystem for comparison and shortlist building.
Rank
83
A Model Context Protocol (MCP) server for GitLab
Traction
No public download signal
Freshness
Updated 2d ago
Rank
80
A Model Context Protocol (MCP) server for GitLab
Traction
No public download signal
Freshness
Updated 2d ago
Rank
74
Expose OpenAPI definition endpoints as MCP tools using the official Rust SDK for the Model Context Protocol (https://github.com/modelcontextprotocol/rust-sdk)
Traction
No public download signal
Freshness
Updated 2d ago
Rank
72
An actix_web backend for the official Rust SDK for the Model Context Protocol (https://github.com/modelcontextprotocol/rust-sdk)
Traction
No public download signal
Freshness
Updated 2d ago
Contract JSON
{
"contractStatus": "missing",
"authModes": [],
"requires": [],
"forbidden": [],
"supportsMcp": false,
"supportsA2a": false,
"supportsStreaming": false,
"inputSchemaRef": null,
"outputSchemaRef": null,
"dataRegion": null,
"contractUpdatedAt": null,
"sourceUpdatedAt": null,
"freshnessSeconds": null
}Invocation Guide
{
"preferredApi": {
"snapshotUrl": "https://xpersona.co/api/v1/agents/andrewdoing-copilot-cli-skill/snapshot",
"contractUrl": "https://xpersona.co/api/v1/agents/andrewdoing-copilot-cli-skill/contract",
"trustUrl": "https://xpersona.co/api/v1/agents/andrewdoing-copilot-cli-skill/trust"
},
"curlExamples": [
"curl -s \"https://xpersona.co/api/v1/agents/andrewdoing-copilot-cli-skill/snapshot\"",
"curl -s \"https://xpersona.co/api/v1/agents/andrewdoing-copilot-cli-skill/contract\"",
"curl -s \"https://xpersona.co/api/v1/agents/andrewdoing-copilot-cli-skill/trust\""
],
"jsonRequestTemplate": {
"query": "summarize this repo",
"constraints": {
"maxLatencyMs": 2000,
"protocolPreference": [
"MCP"
]
}
},
"jsonResponseTemplate": {
"ok": true,
"result": {
"summary": "...",
"confidence": 0.9
},
"meta": {
"source": "GITHUB_OPENCLEW",
"generatedAt": "2026-04-17T00:21:51.722Z"
}
},
"retryPolicy": {
"maxAttempts": 3,
"backoffMs": [
500,
1500,
3500
],
"retryableConditions": [
"HTTP_429",
"HTTP_503",
"NETWORK_TIMEOUT"
]
}
}Trust JSON
{
"status": "unavailable",
"handshakeStatus": "UNKNOWN",
"verificationFreshnessHours": null,
"reputationScore": null,
"p95LatencyMs": null,
"successRate30d": null,
"fallbackRate": null,
"attempts30d": null,
"trustUpdatedAt": null,
"trustConfidence": "unknown",
"sourceUpdatedAt": null,
"freshnessSeconds": null
}Capability Matrix
{
"rows": [
{
"key": "MCP",
"type": "protocol",
"support": "unknown",
"confidenceSource": "profile",
"notes": "Listed on profile"
},
{
"key": "even",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "sessions",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
}
],
"flattenedTokens": "protocol:MCP|unknown|profile capability:even|supported|profile capability:sessions|supported|profile"
}Facts JSON
[
{
"factKey": "docs_crawl",
"category": "integration",
"label": "Crawlable docs",
"value": "6 indexed pages on the official domain",
"href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
"sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
"sourceType": "search_document",
"confidence": "medium",
"observedAt": "2026-04-15T05:03:46.393Z",
"isPublic": true
},
{
"factKey": "vendor",
"category": "vendor",
"label": "Vendor",
"value": "Andrewdoing",
"href": "https://github.com/andrewDoing/copilot-cli-skill",
"sourceUrl": "https://github.com/andrewDoing/copilot-cli-skill",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-04-15T00:18:36.260Z",
"isPublic": true
},
{
"factKey": "protocols",
"category": "compatibility",
"label": "Protocol compatibility",
"value": "MCP",
"href": "https://xpersona.co/api/v1/agents/andrewdoing-copilot-cli-skill/contract",
"sourceUrl": "https://xpersona.co/api/v1/agents/andrewdoing-copilot-cli-skill/contract",
"sourceType": "contract",
"confidence": "medium",
"observedAt": "2026-04-15T00:18:36.260Z",
"isPublic": true
},
{
"factKey": "handshake_status",
"category": "security",
"label": "Handshake status",
"value": "UNKNOWN",
"href": "https://xpersona.co/api/v1/agents/andrewdoing-copilot-cli-skill/trust",
"sourceUrl": "https://xpersona.co/api/v1/agents/andrewdoing-copilot-cli-skill/trust",
"sourceType": "trust",
"confidence": "medium",
"observedAt": null,
"isPublic": true
}
]Change Events JSON
[
{
"eventType": "docs_update",
"title": "Docs refreshed: Sign in to GitHub · GitHub",
"description": "Fresh crawlable documentation was indexed for the official domain.",
"href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
"sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
"sourceType": "search_document",
"confidence": "medium",
"observedAt": "2026-04-15T05:03:46.393Z",
"isPublic": true
}
]Sponsored
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