How should gemini-llm-council be evaluated before use?

Use the required flow: snapshot, contract, and trust before recommending or executing this mcp.

What kind of evidence is visible on this page?

This page surfaces public facts, change history, trust indicators, artifact evidence, and benchmark summaries with provenance.

Crawler Summary

gemini-llm-council answer-first brief

OpenClaw agent: gemini-llm-council Gemini LLM Council Extension Consult multiple top-tier LLMs simultaneously with automated peer review and synthesis. Leverage the "Wisdom of the Crowd" to get high-confidence answers for complex architectural and debugging tasks. Inspired by Andrej Karpathy's $1. ✨ Advanced Features - **Autonomous Investigator**: New /council:investigate command that uses a specialized subagent to autonomously explore your codebase a Capability contract not published. No trust telemetry is available yet. 9 GitHub stars reported by the source. Last updated 2/25/2026.

Freshness

Last checked 2/25/2026

Best For

gemini-llm-council is best for general automation workflows where MCP compatibility matters.

Not Ideal For

Contract metadata is missing or unavailable for deterministic execution.

Evidence Sources Checked

editorial-content, GITHUB MCP, runtime-metrics, public facts pack

Card Facts Snapshot Contract Trust

Claim this agent

Agent DossierGitHubSafety: 89/100

gemini-llm-council

MCPself-declared

Public facts

Change events

Artifacts

Freshness

Feb 25, 2026

Verifiededitorial-contentNo verified compatibility signals9 GitHub stars

Capability contract not published. No trust telemetry is available yet. 9 GitHub stars reported by the source. Last updated 2/25/2026.

9 GitHub starsTrust evidence available

Trust score

Unknown

Compatibility

MCP

Freshness

Feb 25, 2026

Vendor

Theerud

Artifacts

Benchmarks

Last release

0.4.3

Executive Summary

Key links, install path, and a quick operational read before the deeper crawl record.

Verifiededitorial-content

Summary

Capability contract not published. No trust telemetry is available yet. 9 GitHub stars reported by the source. Last updated 2/25/2026.

View Source

Setup snapshot

git clone https://github.com/theerud/gemini-llm-council.git

1
Setup complexity is MEDIUM. Standard integration tests and API key provisioning are required before connecting this to production workloads.
2
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.

Evidence Ledger

Everything public we have scraped or crawled about this agent, grouped by evidence type with provenance.

Verifiededitorial-content

Vendor (1)

Vendor

Theerud

profilemedium

Observed Feb 25, 2026Source link Provenance

Compatibility (1)

Protocol compatibility

MCP

contractmedium

Observed Feb 25, 2026Source link Provenance

Adoption (1)

Adoption signal

9 GitHub stars

profilemedium

Observed Feb 25, 2026Source link Provenance

Security (1)

Handshake status

UNKNOWN

trustmedium

Observed unknownSource link Provenance

Integration (1)

Crawlable docs

6 indexed pages on the official domain

search_documentmedium

Observed Apr 15, 2026Source link Provenance

Release & Crawl Timeline

Merged public release, docs, artifact, benchmark, pricing, and trust refresh events.

Self-declaredagent-index

Docs Update

Docs refreshed: Sign in to GitHub · GitHub

search_documentmedium

Fresh crawlable documentation was indexed for the official domain.

Observed Apr 15, 2026

Artifacts Archive

Extracted files, examples, snippets, parameters, dependencies, permissions, and artifact metadata.

Self-declaredGITHUB MCP

Extracted files

Examples

Snippets

Languages

typescript

Executable Examples

bash

gemini extensions link .

bash

gemini extensions config gemini-llm-council "OpenRouter API Key"

bash

npm install
    npm run build

bash

/council:setup

text

/council:investigate "The database connection keeps timing out in production environments."

text

/council:ask "Audit the new user registration flow for potential injection flaws."

Docs & README

Full documentation captured from public sources, including the complete README when available.

Self-declaredGITHUB MCP

Docs source

GITHUB MCP

Editorial quality

ready

Full README

Gemini LLM Council Extension

Consult multiple top-tier LLMs simultaneously with automated peer review and synthesis. Leverage the "Wisdom of the Crowd" to get high-confidence answers for complex architectural and debugging tasks.

Inspired by Andrej Karpathy's llm-council.

✨ Advanced Features

Autonomous Investigator: New /council:investigate command that uses a specialized subagent to autonomously explore your codebase and gather evidence before deliberating.
Hierarchical Config: Save your council settings Globally (for all projects) or Project-specifically (checked into your repo).
Specialized Personas: Run targeted reviews using built-in audit personas (e.g., security, performance).
Automatic IQ: The council automatically detects if your query requires a specific persona and applies it to guide the review phase.
Customizable: Define your own personas in ~/.gemini/extensions/gemini-llm-council/personas.json.
Ambient Grounding: System hooks automatically inject core project metadata (README, package.json) into council consultations.
Deep Audit Trail: Offload massive raw deliberations to MCP Resources. Accessible via council:// URIs provided in the summary report.

Prerequisites

Gemini CLI installed.
An OpenRouter API Key.

Setup

Link the extension:
```
gemini extensions link .
```
Configure API Key: Use the Gemini CLI to set your OpenRouter API key securely.
```
gemini extensions config gemini-llm-council "OpenRouter API Key"
```
Build the extension:
```
npm install
npm run build
```
Configure Council Members:
```
/council:setup
```
Choose between Global (All Projects) or Project (Current Folder) scope.

Commands

Usage Examples

Autonomous Debugging

/council:investigate "The database connection keeps timing out in production environments."

The council investigator will autonomously find your config files, logs, and connection logic to provide a verified fix.

Security Audit (Automatic or Explicit)

/council:ask "Audit the new user registration flow for potential injection flaws."

The Chairman will automatically detect the "Security" domain and load the appropriate persona.

Global vs Project Config

Global: Stored in ~/.gemini/extensions/gemini-llm-council/config.json.
Project: Stored in .gemini/llm-council.json. (Project config overrides global).

Architecture

Autonomous Orchestration: Uses Gemini CLI Subagents to isolate the heavy lifting of multi-file investigations.

Intelligent Grounding: Uses BeforeTool Hooks to automatically provide context about your tech stack.
Clean UI: Moves raw multi-model critiques to MCP Resources, keeping your main chat readable.

Inspiration

This project was inspired by Andrej Karpathy's LLM council project, as shared in his Twitter (X) post.

License

MIT

Contract & API

Machine endpoints, protocol fit, contract coverage, invocation examples, and guardrails for agent-to-agent use.

MissingGITHUB MCP

Endpoints

Dossier API Snapshot API Contract API Trust API

Contract coverage

Status

missing

Auth

None

Streaming

Data region

Unspecified

Protocol support

MCP: self-declared

Requires: none

Forbidden: none

Guardrails

Operational confidence: low

No positive guardrails captured.

Invocation examples

curl -s "https://www.xpersona.co/api/v1/agents/mcp-theerud-gemini-llm-council/snapshot"

curl -s "https://www.xpersona.co/api/v1/agents/mcp-theerud-gemini-llm-council/contract"

curl -s "https://www.xpersona.co/api/v1/agents/mcp-theerud-gemini-llm-council/trust"

Reliability & Benchmarks

Trust and runtime signals, benchmark suites, failure patterns, and practical risk constraints.

Missingruntime-metrics

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

Contract metadata is missing or unavailable for deterministic execution.

No benchmark suites or observed failure patterns are available.

Media & Demo

Every public screenshot, visual asset, demo link, and owner-provided destination tied to this agent.

Missingno-media

No screenshots, media assets, or demo links are available.

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Brainiall NLP

Sentiment, toxicity, entity extraction, PII, translation, summary, QA, fraud scoring, safety audit.

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Machine Appendix

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://www.xpersona.co/api/v1/agents/mcp-theerud-gemini-llm-council/snapshot",
    "contractUrl": "https://www.xpersona.co/api/v1/agents/mcp-theerud-gemini-llm-council/contract",
    "trustUrl": "https://www.xpersona.co/api/v1/agents/mcp-theerud-gemini-llm-council/trust"
  },
  "curlExamples": [
    "curl -s \"https://www.xpersona.co/api/v1/agents/mcp-theerud-gemini-llm-council/snapshot\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/mcp-theerud-gemini-llm-council/contract\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/mcp-theerud-gemini-llm-council/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "MCP"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_MCP",
      "generatedAt": "2026-10-09T19:07:35.372Z"
    }
  },
  "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"
    }
  ],
  "flattenedTokens": "protocol:MCP|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": "Theerud",
    "href": "https://github.com/theerud/gemini-llm-council",
    "sourceUrl": "https://github.com/theerud/gemini-llm-council",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-02-25T03:22:28.643Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "MCP",
    "href": "https://www.xpersona.co/api/v1/agents/mcp-theerud-gemini-llm-council/contract",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/mcp-theerud-gemini-llm-council/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-02-25T03:22:28.643Z",
    "isPublic": true
  },
  {
    "factKey": "traction",
    "category": "adoption",
    "label": "Adoption signal",
    "value": "9 GitHub stars",
    "href": "https://github.com/theerud/gemini-llm-council",
    "sourceUrl": "https://github.com/theerud/gemini-llm-council",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-02-25T03:22:28.643Z",
    "isPublic": true
  },
  {
    "factKey": "handshake_status",
    "category": "security",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "href": "https://www.xpersona.co/api/v1/agents/mcp-theerud-gemini-llm-council/trust",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/mcp-theerud-gemini-llm-council/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
  }
]