Rank
83
A Model Context Protocol (MCP) server for GitLab
Traction
No public download signal
Freshness
Updated 2d ago
Crawler Summary
VS Code MCP plugin that lets GitHub Copilot orchestrate local Gemini CLI workers for repetitive automation tasks. Gemini CLI MCP Extension Bring Gemini CLI automations to GitHub Copilot inside VS Code. This extension exposes a local MCP stdio server that Copilot (or any MCP-aware client) can call to run long-running Gemini tasks such as linting, formatting, repo analysis, or end-to-end test runs. Every task is tracked, logged, and surfaced in the editor so you always know when Copilot is busy on your behalf. Requirements - Node. Published capability contract available. No trust telemetry is available yet. Last updated 2/24/2026.
Freshness
Last checked 2/22/2026
Best For
Contract is available with explicit auth and schema references.
Not Ideal For
gemini-cli-mcp is not ideal for teams that need stronger public trust telemetry, lower setup complexity, or more explicit contract coverage before production rollout.
Evidence Sources Checked
editorial-content, capability-contract, runtime-metrics, public facts pack
VS Code MCP plugin that lets GitHub Copilot orchestrate local Gemini CLI workers for repetitive automation tasks. Gemini CLI MCP Extension Bring Gemini CLI automations to GitHub Copilot inside VS Code. This extension exposes a local MCP stdio server that Copilot (or any MCP-aware client) can call to run long-running Gemini tasks such as linting, formatting, repo analysis, or end-to-end test runs. Every task is tracked, logged, and surfaced in the editor so you always know when Copilot is busy on your behalf. Requirements - Node.
Public facts
6
Change events
1
Artifacts
0
Freshness
Feb 22, 2026
Published capability contract available. No trust telemetry is available yet. Last updated 2/24/2026.
Trust score
Unknown
Compatibility
MCP
Freshness
Feb 22, 2026
Vendor
Lpyedge
Artifacts
0
Benchmarks
0
Last release
0.2.6
Key links, install path, and a quick operational read before the deeper crawl record.
Summary
Published capability contract available. No trust telemetry is available yet. Last updated 2/24/2026.
Setup snapshot
git clone https://github.com/lpyedge/gemini-cli-mcp.gitSetup complexity is MEDIUM. Standard integration tests and API key provisioning are required before connecting this to production workloads.
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
Lpyedge
Protocol compatibility
MCP
Auth modes
mcp, api_key
Machine-readable schemas
OpenAPI or schema references published
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
0
Snippets
0
Languages
typescript
Full documentation captured from public sources, including the complete README when available.
Docs source
GITHUB MCP
Editorial quality
ready
VS Code MCP plugin that lets GitHub Copilot orchestrate local Gemini CLI workers for repetitive automation tasks. Gemini CLI MCP Extension Bring Gemini CLI automations to GitHub Copilot inside VS Code. This extension exposes a local MCP stdio server that Copilot (or any MCP-aware client) can call to run long-running Gemini tasks such as linting, formatting, repo analysis, or end-to-end test runs. Every task is tracked, logged, and surfaced in the editor so you always know when Copilot is busy on your behalf. Requirements - Node.
Bring Gemini CLI automations to GitHub Copilot inside VS Code. This extension exposes a local MCP stdio server that Copilot (or any MCP-aware client) can call to run long-running Gemini tasks such as linting, formatting, repo analysis, or end-to-end test runs. Every task is tracked, logged, and surfaced in the editor so you always know when Copilot is busy on your behalf.
gemini or a fully qualified path.geminiMcp.taskCwd path; the server refuses to run against the extension’s installation directory.@google/gemini-cli-core either globally (npm install -g @google/gemini-cli-core) or in the workspace so the MCP server can reuse the core SDK. The server already falls back to the CLI binary when the core package is absent.taskCwd) exists.tasks://{id}/log.server/dist/index.js) with concurrency control via a worker pool..vscode/gemini-mcp/ (metadata, live status snapshots, rotating logs).Gemini CLI MCP: Show Worker Status and Gemini CLI MCP: Open Task Log.geminiMcp.*)| Setting | Description |
| --- | --- |
| maxWorkers | Maximum concurrent Gemini processes (default 3). |
| taskCwd | Working directory for spawned tasks (supports ${workspaceFolder}); must be absolute if no workspace is open. |
| maxQueue | Queue size before new tasks are rejected (default 200). |
| modelBridge.* | Settings that control the optional local automation bridge (stdio/socket). |
Changing any of these settings reloads the MCP provider and refreshes the worker status view.
geminiMcp.modelBridge.allowedTools: whitelist of MCP tools that automation callers may invoke; leave empty to allow all tools discovered from the workspace mcp.json manifest.geminiMcp.modelBridge.allowOrchestrator (default true): when true, the bridge also allows orchestrator requests so the orchestrated review workflow can be triggered programmatically.geminiMcp.modelBridge.requestTimeoutMs (default 120000): per-request timeout (ms) for proxied MCP tool calls; requests exceeding this will be canceled and return a timeout response.The bridge gives Copilot-style agents the same model/tool surface that the extension already exposes via geminiMcp.orchestrateReview and geminiMcp.invokeTool. The current implementation is a local stdio/socket bridge rather than an HTTP server, and it is intended for use by trusted local agents.
Use these when launching VS Code or wrapping code in a script (e.g., .envrc, shell profile):
GEMINI_CLI, GEMINI_MAX_WORKERS, GEMINI_TASK_CWD, GEMINI_MAX_QUEUEGEMINI_TIMEOUT_MANIFESTThe server validates that GEMINI_TASK_CWD (or the resolved workspace root) lives inside a workspace folder, your home directory, or the OS temp directory.
Developer helper tools (code intelligence and transformation):
dev.summarizeCode — summarize a source file or snippet (3-5 sentences / bullet points).dev.explainSnippet — provide a step-by-step / line-by-line explanation of a code snippet.dev.generateComments — generate detailed inline and header comments for provided code.dev.refactorCode — refactor code according to a specified goal, returning refactored code or a diff.dev.extractInterface — extract/infer an interface or type definition from implementation code.dev.generateTests — generate unit tests targeting a specified framework.dev.translateCode — translate code between languages while preserving functionality.Web lookup tools (search external references and examples):
web.findCodeExample — search the public web for code examples matching a feature or API query (returns snippets and links).
web.findLibraryUsage — search for documentation, usage examples and API references for a given library/component/plugin.
Resources: tasks://{id}/log, tasks://{id}/summary
All responses include logUri pointers so Copilot (or you) can stream output inside VS Code.
.vscode/gemini-mcp/tasks.json.vscode/gemini-mcp/status.json.vscode/gemini-mcp/logs/{taskId}.logmissing, quota_exhausted, or error, reload VS Code (which restarts the MCP server) after fixing the underlying issue; the server does not automatically retry those states.Machine endpoints, protocol fit, contract coverage, invocation examples, and guardrails for agent-to-agent use.
Contract coverage
Status
ready
Auth
mcp, api_key
Streaming
Yes
Data region
global
Protocol support
Requires: mcp, lang:typescript, streaming
Forbidden: none
Guardrails
Operational confidence: medium
curl -s "https://xpersona.co/api/v1/agents/mcp-lpyedge-gemini-cli-mcp/snapshot"
curl -s "https://xpersona.co/api/v1/agents/mcp-lpyedge-gemini-cli-mcp/contract"
curl -s "https://xpersona.co/api/v1/agents/mcp-lpyedge-gemini-cli-mcp/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
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": "ready",
"authModes": [
"mcp",
"api_key"
],
"requires": [
"mcp",
"lang:typescript",
"streaming"
],
"forbidden": [],
"supportsMcp": true,
"supportsA2a": false,
"supportsStreaming": true,
"inputSchemaRef": "https://github.com/lpyedge/gemini-cli-mcp#input",
"outputSchemaRef": "https://github.com/lpyedge/gemini-cli-mcp#output",
"dataRegion": "global",
"contractUpdatedAt": "2026-02-24T19:46:13.304Z",
"sourceUpdatedAt": "2026-02-24T19:46:13.304Z",
"freshnessSeconds": 4433338
}Invocation Guide
{
"preferredApi": {
"snapshotUrl": "https://xpersona.co/api/v1/agents/mcp-lpyedge-gemini-cli-mcp/snapshot",
"contractUrl": "https://xpersona.co/api/v1/agents/mcp-lpyedge-gemini-cli-mcp/contract",
"trustUrl": "https://xpersona.co/api/v1/agents/mcp-lpyedge-gemini-cli-mcp/trust"
},
"curlExamples": [
"curl -s \"https://xpersona.co/api/v1/agents/mcp-lpyedge-gemini-cli-mcp/snapshot\"",
"curl -s \"https://xpersona.co/api/v1/agents/mcp-lpyedge-gemini-cli-mcp/contract\"",
"curl -s \"https://xpersona.co/api/v1/agents/mcp-lpyedge-gemini-cli-mcp/trust\""
],
"jsonRequestTemplate": {
"query": "summarize this repo",
"constraints": {
"maxLatencyMs": 2000,
"protocolPreference": [
"MCP"
]
}
},
"jsonResponseTemplate": {
"ok": true,
"result": {
"summary": "...",
"confidence": 0.9
},
"meta": {
"source": "GITHUB_MCP",
"generatedAt": "2026-04-17T03:15:11.305Z"
}
},
"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": "supported",
"confidenceSource": "contract",
"notes": "Confirmed by capability contract"
}
],
"flattenedTokens": "protocol:MCP|supported|contract"
}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": "protocols",
"category": "compatibility",
"label": "Protocol compatibility",
"value": "MCP",
"href": "https://xpersona.co/api/v1/agents/mcp-lpyedge-gemini-cli-mcp/contract",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-lpyedge-gemini-cli-mcp/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:46:13.304Z",
"isPublic": true
},
{
"factKey": "auth_modes",
"category": "compatibility",
"label": "Auth modes",
"value": "mcp, api_key",
"href": "https://xpersona.co/api/v1/agents/mcp-lpyedge-gemini-cli-mcp/contract",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-lpyedge-gemini-cli-mcp/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:46:13.304Z",
"isPublic": true
},
{
"factKey": "schema_refs",
"category": "artifact",
"label": "Machine-readable schemas",
"value": "OpenAPI or schema references published",
"href": "https://github.com/lpyedge/gemini-cli-mcp#input",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-lpyedge-gemini-cli-mcp/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:46:13.304Z",
"isPublic": true
},
{
"factKey": "vendor",
"category": "vendor",
"label": "Vendor",
"value": "Lpyedge",
"href": "https://github.com/lpyedge/gemini-cli-mcp",
"sourceUrl": "https://github.com/lpyedge/gemini-cli-mcp",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-02-24T19:43:14.176Z",
"isPublic": true
},
{
"factKey": "handshake_status",
"category": "security",
"label": "Handshake status",
"value": "UNKNOWN",
"href": "https://xpersona.co/api/v1/agents/mcp-lpyedge-gemini-cli-mcp/trust",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-lpyedge-gemini-cli-mcp/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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