Rank
70
AI Agents & MCPs & AI Workflow Automation • (~400 MCP servers for AI agents) • AI Automation / AI Agent with MCPs • AI Workflows & AI Agents • MCPs for AI Agents
Traction
No public download signal
Freshness
Updated 2d ago
Crawler Summary
Delegates code review, debugging, and alternative implementation comparisons to Google Gemini CLI (`gemini`) via a JSON bridge script (default model: `gemini-3-pro-preview`). Supports headless one-shot and multi-turn sessions via `SESSION_ID`, with conservative defaults for Gemini effective-context constraints (file-scoped, `--no-full-access` by default) while allowing user override. --- name: collaborating-with-gemini-cli description: "Delegates code review, debugging, and alternative implementation comparisons to Google Gemini CLI (gemini) via a JSON bridge script (default model: gemini-3-pro-preview). Supports headless one-shot and multi-turn sessions via SESSION_ID, with conservative defaults for Gemini effective-context constraints (file-scoped, --no-full-access by default) while allowing us Capability contract not published. No trust telemetry is available yet. 26 GitHub stars reported by the source. Last updated 4/15/2026.
Freshness
Last checked 4/15/2026
Best For
collaborating-with-gemini-cli is best for general automation workflows where OpenClaw 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
Delegates code review, debugging, and alternative implementation comparisons to Google Gemini CLI (`gemini`) via a JSON bridge script (default model: `gemini-3-pro-preview`). Supports headless one-shot and multi-turn sessions via `SESSION_ID`, with conservative defaults for Gemini effective-context constraints (file-scoped, `--no-full-access` by default) while allowing user override. --- name: collaborating-with-gemini-cli description: "Delegates code review, debugging, and alternative implementation comparisons to Google Gemini CLI (gemini) via a JSON bridge script (default model: gemini-3-pro-preview). Supports headless one-shot and multi-turn sessions via SESSION_ID, with conservative defaults for Gemini effective-context constraints (file-scoped, --no-full-access by default) while allowing us
Public facts
5
Change events
1
Artifacts
0
Freshness
Apr 15, 2026
Capability contract not published. No trust telemetry is available yet. 26 GitHub stars reported by the source. Last updated 4/15/2026.
Trust score
Unknown
Compatibility
OpenClaw
Freshness
Apr 15, 2026
Vendor
Zhenhuanglab
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. 26 GitHub stars reported by the source. Last updated 4/15/2026.
Setup snapshot
git clone https://github.com/ZhenHuangLab/collaborating-with-gemini-cli.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
Zhenhuanglab
Protocol compatibility
OpenClaw
Adoption signal
26 GitHub stars
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
python scripts/gemini_cli_bridge.py --cd "/path/to/repo" --PROMPT "Review src/auth/login.py for bypasses; propose fixes as a unified diff."
bash
python scripts/gemini_cli_bridge.py --cd "/path/to/repo" --file "src/auth/login.py" --PROMPT "Review this file for bypasses; propose fixes as a unified diff."
bash
# Start a new session (one-shot by default) python scripts/gemini_cli_bridge.py --cd "/repo" --file "src/auth/login.py" --PROMPT "Summarize issues and propose a patch." # Continue the same session python scripts/gemini_cli_bridge.py --cd "/repo" --SESSION_ID "uuid-from-response" --PROMPT "Now propose 5 targeted tests for the fix."
bash
# Allow edits (auto-approve edit tools) python scripts/gemini_cli_bridge.py --full-access --cd "/repo" --file "src/foo.py" --PROMPT "Refactor for clarity; keep behavior; apply edits."
bash
# YOLO mode (dangerous): allow any tool calls without confirmation python scripts/gemini_cli_bridge.py --yolo --cd "/repo" --PROMPT "Run tests, fix failures, and apply edits."
json
{
"success": true,
"SESSION_ID": "uuid",
"agent_messages": "…Gemini output…",
"all_messages": [],
"meta": {}
}Full documentation captured from public sources, including the complete README when available.
Docs source
GITHUB OPENCLEW
Editorial quality
ready
Delegates code review, debugging, and alternative implementation comparisons to Google Gemini CLI (`gemini`) via a JSON bridge script (default model: `gemini-3-pro-preview`). Supports headless one-shot and multi-turn sessions via `SESSION_ID`, with conservative defaults for Gemini effective-context constraints (file-scoped, `--no-full-access` by default) while allowing user override. --- name: collaborating-with-gemini-cli description: "Delegates code review, debugging, and alternative implementation comparisons to Google Gemini CLI (gemini) via a JSON bridge script (default model: gemini-3-pro-preview). Supports headless one-shot and multi-turn sessions via SESSION_ID, with conservative defaults for Gemini effective-context constraints (file-scoped, --no-full-access by default) while allowing us
gemini) via a JSON bridge script (default model: gemini-3-pro-preview). Supports headless one-shot and multi-turn sessions via SESSION_ID, with conservative defaults for Gemini effective-context constraints (file-scoped, --no-full-access by default) while allowing user override."Use this skill when you want a second model (Gemini) to sanity-check a solution, spot edge cases, propose tests, or suggest an alternative implementation approach.
This skill provides a small JSON bridge script that runs gemini (Gemini CLI) in non-interactive headless mode and returns structured output.
Compared to collaborating-with-claude-code, this skill defaults to read-only and is optimized for file-scoped, one-shot requests to avoid practical effective-context degradation.
gemini --version).
npm i -g @google/gemini-clipython scripts/gemini_cli_bridge.py --cd "/path/to/repo" --PROMPT "Review src/auth/login.py for bypasses; propose fixes as a unified diff."
Recommended (explicit file scope, best for effective context):
python scripts/gemini_cli_bridge.py --cd "/path/to/repo" --file "src/auth/login.py" --PROMPT "Review this file for bypasses; propose fixes as a unified diff."
Always capture the returned SESSION_ID and pass it back on follow-ups:
# Start a new session (one-shot by default)
python scripts/gemini_cli_bridge.py --cd "/repo" --file "src/auth/login.py" --PROMPT "Summarize issues and propose a patch."
# Continue the same session
python scripts/gemini_cli_bridge.py --cd "/repo" --SESSION_ID "uuid-from-response" --PROMPT "Now propose 5 targeted tests for the fix."
This skill defaults to --no-full-access (read-only).
--no-full-access → maps to gemini --approval-mode default--full-access → maps to gemini --approval-mode auto_edit--yolo → maps to gemini --approval-mode yoloExamples:
# Allow edits (auto-approve edit tools)
python scripts/gemini_cli_bridge.py --full-access --cd "/repo" --file "src/foo.py" --PROMPT "Refactor for clarity; keep behavior; apply edits."
# YOLO mode (dangerous): allow any tool calls without confirmation
python scripts/gemini_cli_bridge.py --yolo --cd "/repo" --PROMPT "Run tests, fix failures, and apply edits."
By default the bridge enables conservative guardrails designed for practical effective context:
--file and keep each call small).--max-files as a preference for “how many files per turn” and as a cap for auto-extracted files (only when you did not pass explicit --file).User override options:
--file PATH (repeatable): explicitly decide the focus file set (recommended; not blocked by --max-files).--max-files N: raise the preferred cap / auto-extraction cap.--no-guardrails: disable guardrails (Gemini may read many files; treat like a normal agent).The bridge exposes Gemini CLI token stats when available:
meta.prompt_tokens: prompt tokens reported by Gemini CLImeta.over_effective_context_limit: true when prompt_tokens > --effective-context-tokensWhen meta.over_effective_context_limit is true, prefer starting a new session for the next turn (omit --SESSION_ID) and/or reduce the focus scope.
--PROMPT (required): Instruction to send to Gemini.--cd (required): Working directory to run Gemini CLI in (typically repo root).--SESSION_ID (optional): Resume an existing Gemini CLI session (uuid).--model (optional): Defaults to gemini-3-pro-preview.--full-access / --no-full-access (optional): Defaults to --no-full-access.--yolo (optional): YOLO approval mode (implies full access).--sandbox (optional): Run Gemini CLI in sandbox mode (requires Docker). Default: off.--return-all-messages (optional): Return the full streamed event list (debugging).--file PATH (repeatable): Focus files to prepend as @PATH (recommended).--max-files / --no-guardrails / --effective-context-tokens: Guardrail controls (--max-files is a preference + auto-extraction cap; it does not block explicit --file).--timeout-s (optional): Defaults to 1800 seconds.The bridge prints JSON:
{
"success": true,
"SESSION_ID": "uuid",
"agent_messages": "…Gemini output…",
"all_messages": [],
"meta": {}
}
meta includes the normalized focus file list and (when available) token stats extracted from Gemini CLI output.
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/zhenhuanglab-collaborating-with-gemini-cli/snapshot"
curl -s "https://xpersona.co/api/v1/agents/zhenhuanglab-collaborating-with-gemini-cli/contract"
curl -s "https://xpersona.co/api/v1/agents/zhenhuanglab-collaborating-with-gemini-cli/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
70
AI Agents & MCPs & AI Workflow Automation • (~400 MCP servers for AI agents) • AI Automation / AI Agent with MCPs • AI Workflows & AI Agents • MCPs for AI Agents
Traction
No public download signal
Freshness
Updated 2d ago
Rank
70
AI productivity studio with smart chat, autonomous agents, and 300+ assistants. Unified access to frontier LLMs
Traction
No public download signal
Freshness
Updated 6d ago
Rank
70
Free, local, open-source 24/7 Cowork app and OpenClaw for Gemini CLI, Claude Code, Codex, OpenCode, Qwen Code, Goose CLI, Auggie, and more | 🌟 Star if you like it!
Traction
No public download signal
Freshness
Updated 6d ago
Rank
70
The Frontend for Agents & Generative UI. React + Angular
Traction
No public download signal
Freshness
Updated 23d 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/zhenhuanglab-collaborating-with-gemini-cli/snapshot",
"contractUrl": "https://xpersona.co/api/v1/agents/zhenhuanglab-collaborating-with-gemini-cli/contract",
"trustUrl": "https://xpersona.co/api/v1/agents/zhenhuanglab-collaborating-with-gemini-cli/trust"
},
"curlExamples": [
"curl -s \"https://xpersona.co/api/v1/agents/zhenhuanglab-collaborating-with-gemini-cli/snapshot\"",
"curl -s \"https://xpersona.co/api/v1/agents/zhenhuanglab-collaborating-with-gemini-cli/contract\"",
"curl -s \"https://xpersona.co/api/v1/agents/zhenhuanglab-collaborating-with-gemini-cli/trust\""
],
"jsonRequestTemplate": {
"query": "summarize this repo",
"constraints": {
"maxLatencyMs": 2000,
"protocolPreference": [
"OPENCLEW"
]
}
},
"jsonResponseTemplate": {
"ok": true,
"result": {
"summary": "...",
"confidence": 0.9
},
"meta": {
"source": "GITHUB_OPENCLEW",
"generatedAt": "2026-04-17T06:00:50.383Z"
}
},
"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": "OPENCLEW",
"type": "protocol",
"support": "unknown",
"confidenceSource": "profile",
"notes": "Listed on profile"
}
],
"flattenedTokens": "protocol:OPENCLEW|unknown|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": "Zhenhuanglab",
"href": "https://github.com/ZhenHuangLab/collaborating-with-gemini-cli",
"sourceUrl": "https://github.com/ZhenHuangLab/collaborating-with-gemini-cli",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-04-15T03:16:47.184Z",
"isPublic": true
},
{
"factKey": "protocols",
"category": "compatibility",
"label": "Protocol compatibility",
"value": "OpenClaw",
"href": "https://xpersona.co/api/v1/agents/zhenhuanglab-collaborating-with-gemini-cli/contract",
"sourceUrl": "https://xpersona.co/api/v1/agents/zhenhuanglab-collaborating-with-gemini-cli/contract",
"sourceType": "contract",
"confidence": "medium",
"observedAt": "2026-04-15T03:16:47.184Z",
"isPublic": true
},
{
"factKey": "traction",
"category": "adoption",
"label": "Adoption signal",
"value": "26 GitHub stars",
"href": "https://github.com/ZhenHuangLab/collaborating-with-gemini-cli",
"sourceUrl": "https://github.com/ZhenHuangLab/collaborating-with-gemini-cli",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-04-15T03:16:47.184Z",
"isPublic": true
},
{
"factKey": "handshake_status",
"category": "security",
"label": "Handshake status",
"value": "UNKNOWN",
"href": "https://xpersona.co/api/v1/agents/zhenhuanglab-collaborating-with-gemini-cli/trust",
"sourceUrl": "https://xpersona.co/api/v1/agents/zhenhuanglab-collaborating-with-gemini-cli/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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