Crawler Summary

gims answer-first brief

Git Made Simple – AI‑powered git helper with smart insights, stats & code review <div align="center"> <!-- GIMS - Git Made Simple --> <img width="1658" height="609" alt="gims" src="https://github.com/user-attachments/assets/fd4ae515-9674-4cc2-8ea0-39d21e82e274" /> $1 $1 $1 $1 $1 **AI-powered Git CLI that writes your commit messages for you** *Because life's too short for "fix stuff" commits* 🎯 $1 • $1 • $1 • $1 • $1 </div> --- ✨ Features - 🤖 **AI-Generated Commits** — Let AI analyze your change Published capability contract available. No trust telemetry is available yet. 1 GitHub stars reported by the source. 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

gims 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

Claim this agent
Agent DossierGitHubSafety: 100/100

gims

Git Made Simple – AI‑powered git helper with smart insights, stats & code review <div align="center"> <!-- GIMS - Git Made Simple --> <img width="1658" height="609" alt="gims" src="https://github.com/user-attachments/assets/fd4ae515-9674-4cc2-8ea0-39d21e82e274" /> $1 $1 $1 $1 $1 **AI-powered Git CLI that writes your commit messages for you** *Because life's too short for "fix stuff" commits* 🎯 $1 • $1 • $1 • $1 • $1 </div> --- ✨ Features - 🤖 **AI-Generated Commits** — Let AI analyze your change

MCPverified

Public facts

7

Change events

1

Artifacts

0

Freshness

Feb 22, 2026

Verifiededitorial-content1 verified compatibility signal1 GitHub stars

Published capability contract available. No trust telemetry is available yet. 1 GitHub stars reported by the source. Last updated 2/24/2026.

1 GitHub starsSchema refs publishedTrust evidence available

Trust score

Unknown

Compatibility

MCP

Freshness

Feb 22, 2026

Vendor

S41r4j

Artifacts

0

Benchmarks

0

Last release

0.9.1

Executive Summary

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

Verifiededitorial-content

Summary

Published capability contract available. No trust telemetry is available yet. 1 GitHub stars reported by the source. Last updated 2/24/2026.

Setup snapshot

git clone https://github.com/s41r4j/gims.git
  1. 1

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

  2. 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

S41r4j

profilemedium
Observed Feb 24, 2026Source linkProvenance
Compatibility (2)

Protocol compatibility

MCP

contracthigh
Observed Feb 24, 2026Source linkProvenance

Auth modes

mcp, api_key

contracthigh
Observed Feb 24, 2026Source linkProvenance
Artifact (1)

Machine-readable schemas

OpenAPI or schema references published

contracthigh
Observed Feb 24, 2026Source linkProvenance
Adoption (1)

Adoption signal

1 GitHub stars

profilemedium
Observed Feb 24, 2026Source linkProvenance
Security (1)

Handshake status

UNKNOWN

trustmedium
Observed unknownSource linkProvenance
Integration (1)

Crawlable docs

6 indexed pages on the official domain

search_documentmedium
Observed Apr 15, 2026Source linkProvenance

Release & Crawl Timeline

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

Self-declaredagent-index

Artifacts Archive

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

Self-declaredGITHUB MCP

Extracted files

0

Examples

6

Snippets

0

Languages

typescript

Executable Examples

bash

npm install -g gims

bash

# 1. Setup AI provider (choose one)
g setup --api-key gemini    # 🆓 Free & fast (recommended)
g setup --api-key openai    # 🎯 High quality
g setup --api-key groq      # ⚡ Ultra fast

# 2. Start using it!
g s                         # Check status with AI insights
g o                         # AI commit + push (one command!)

bash

# Before (traditional git)
git add .
git commit -m "trying to think of message..."
git push

# After (with GIMS)
g o                         # That's it. AI handles the rest.

json

{
  "mcpServers": {
    "gims": {
      "command": "node",
      "args": ["/path/to/gims/mcp/index.js"]
    }
  }
}

javascript

const tools = require('gims/bin/tools-schema.json');
// Pass 'tools' directly to OpenAI API

bash

g setup --api-key gemini    # Guided setup with instructions
g setup --api-key openai
g setup --api-key groq

Docs & README

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

Self-declaredGITHUB MCP

Docs source

GITHUB MCP

Editorial quality

ready

Git Made Simple – AI‑powered git helper with smart insights, stats & code review <div align="center"> <!-- GIMS - Git Made Simple --> <img width="1658" height="609" alt="gims" src="https://github.com/user-attachments/assets/fd4ae515-9674-4cc2-8ea0-39d21e82e274" /> $1 $1 $1 $1 $1 **AI-powered Git CLI that writes your commit messages for you** *Because life's too short for "fix stuff" commits* 🎯 $1 • $1 • $1 • $1 • $1 </div> --- ✨ Features - 🤖 **AI-Generated Commits** — Let AI analyze your change

Full README
<div align="center"> <!-- # GIMS - Git Made Simple --> <img width="1658" height="609" alt="gims" src="https://github.com/user-attachments/assets/fd4ae515-9674-4cc2-8ea0-39d21e82e274" />

npm version npm downloads License: MIT AI Powered Node.js

AI-powered Git CLI that writes your commit messages for you

Because life's too short for "fix stuff" commits 🎯

InstallationQuick StartCommandsAI SetupConfiguration

</div>

✨ Features

  • 🤖 AI-Generated Commits — Let AI analyze your changes and write meaningful commit messages
  • 📊 Smart Status — Enhanced git status with file type detection and insights
  • 🔄 Workflow Shortcuts — Common multi-step operations condensed to single commands
  • 📈 Commit Analytics — Track your commit streak, patterns, and statistics
  • 🔍 Code Review — Get AI-powered code review before committing
  • 🛡️ Safe Operations — Built-in safeguards for destructive commands
  • Lightning Fast — Optimized for speed with intelligent caching

📦 Installation

npm install -g gims

Requirements: Node.js >= 18.18.0


⚡ Quick Start

# 1. Setup AI provider (choose one)
g setup --api-key gemini    # 🆓 Free & fast (recommended)
g setup --api-key openai    # 🎯 High quality
g setup --api-key groq      # ⚡ Ultra fast

# 2. Start using it!
g s                         # Check status with AI insights
g o                         # AI commit + push (one command!)

Your New Workflow

# Before (traditional git)
git add .
git commit -m "trying to think of message..."
git push

# After (with GIMS)
g o                         # That's it. AI handles the rest.

📚 Commands

🧠 Core Commands

| Command | Alias | Description | |---------|-------|-------------| | g status | g s | Enhanced status with AI insights & file type emojis | | g oneshot | g o | Stage all → AI commit → Push (full workflow) | | g local | g l | Stage all → AI commit (no push) | | g suggest | g sg | Get AI commit message suggestions | | g version | g v | Manage project version (S4 system) | | g whoami | — | Show system identity & version | | g wip | — | Quick work-in-progress commit |

📊 Analytics & Review

| Command | Alias | Description | |---------|-------|-------------| | g review | g r | AI code review with complexity analysis | | g today | g t | Show all commits made today | | g stats | — | Personal statistics: streak, patterns, style | | g split | — | AI suggestions for splitting large changesets |

⚡ Workflow Shortcuts

| Command | Alias | What it does | |---------|-------|--------------| | g safe-pull | g sp | Stash → Pull → Pop (safe pull with uncommitted changes) | | g fix | — | Smart fix for diverged/ahead/behind branches | | g main | — | Switch to main/master + pull latest | | g stash-save | g ss | Quick stash with auto-generated name | | g stash-pop | g pop | Pop the latest stash | | g unstage | g us | Unstage all staged files | | g discard | g x | Discard all changes (requires --yes) |

🛠️ Git Helpers

| Command | Alias | Description | |---------|-------|-------------| | g last | — | Show last commit details with diff | | g conflicts | — | Conflict resolution helper | | g cleanup | g clean | Remove local branches deleted from remote | | g list | g ls | Compact commit history | | g amend | g a | Amend the previous commit | | g undo | g u | Undo last commit (keep changes) | | g delete-branch | g del | Delete branch locally and remotely |

🔢 S4 Versioning (New)

GIMS now uses the S4 Versioning System, a forensic-grade versioning standard stored entirely in Git Tags.

MAJOR.MINOR.PATCH-STAGE.BUILD+DATE.TIME.COMMIT.BRANCH (e.g., 0.8.2-dev.1+20250129.1305.af8d9c.main)

| Command | Description | |---------|-------------| | g v | Smart bump (resets build on new day) + Create Tag | | g v -n | Dry run (preview next version) | | g v major | Force major bump (1.0.02.0.0) | | g v --list | List stable releases (hides dev tags) | | g v --prune | Delete old dev tags (keeps last 10) | | g v --undo | Undo last version bump (delete latest tag) | | g v -i | Version analysis with timestamp | | g whoami | Dynamic identity & version banner |

Note: S4 uses Git Tags as the Single Source of Truth. No VERSION file is created. It updates your .env version variables if they exist.

🔧 Setup & Config

| Command | Description | |---------|-------------| | g setup | Interactive setup wizard | | g setup --api-key <provider> | Quick API key setup | | g config --list | View all settings | | g config --set key=value | Update configuration | | g quick-help / g q | Quick command reference |


🤖 AI-Native Integration (New)

GIMS is designed to be "AI-Native", allowing AI agents to directly understand and control your git repository.

1. Model Context Protocol (MCP) Server

GIMS includes a built-in MCP server. This allows AI assistants like Claude Desktop, Cursor, and VS Code to directly "see" and "use" GIMS tools.

Available Tools

  • get_status: Get AI-enhanced git status and insights.
  • analyze_history: Analyze commit history and patterns.
  • version_info: Get current S4 version details.
  • generate_commit_message: Generate a commit message for staged changes.
  • run_git_command: Safe execution of raw git commands.

Usage with Claude Desktop

Add to your claude_desktop_config.json:

{
  "mcpServers": {
    "gims": {
      "command": "node",
      "args": ["/path/to/gims/mcp/index.js"]
    }
  }
}

2. OpenAI / Custom Agent Integration

If you are building your own AI agent (using OpenAI, LangChain, etc.), you can plug GIMS tools directly into your tools array using our auto-generated schemas.

Schema Location: bin/tools-schema.json

const tools = require('gims/bin/tools-schema.json');
// Pass 'tools' directly to OpenAI API

🤖 AI Providers

GIMS supports multiple AI providers. Choose based on your needs:

| Provider | Model | Speed | Quality | Cost | |----------|-------|-------|---------|------| | Gemini | gemini-3-flash-preview | ⚡⚡⚡ | ⭐⭐⭐ | 🆓 Free | | Groq | groq/compound | ⚡⚡⚡⚡ | ⭐⭐⭐ | 🆓 Free tier | | OpenAI | gpt-5.2-2025-12-11 | ⚡⚡ | ⭐⭐⭐⭐ | 💰 Paid |

Setting Up API Keys

Option 1: Interactive Setup (Recommended)

g setup --api-key gemini    # Guided setup with instructions
g setup --api-key openai
g setup --api-key groq

Option 2: Environment Variables (Auto-detected)

GIMS automatically detects API keys from environment variables. Add to your shell profile (~/.zshrc, ~/.bashrc, etc.):

# Gemini (recommended - free)
export GEMINI_API_KEY="your-api-key-here"

# OpenAI
export OPENAI_API_KEY="your-api-key-here"

# Groq
export GROQ_API_KEY="your-api-key-here"

Then reload your shell: source ~/.zshrc

💡 Tip: If multiple API keys are set, GIMS auto-selects in order: Gemini → OpenAI → Groq

Getting API Keys

<details> <summary><b>🔷 Gemini (Recommended)</b></summary>
  1. Visit Google AI Studio
  2. Create a new API key
  3. Set it: export GEMINI_API_KEY="your-key" or run g setup --api-key gemini
</details> <details> <summary><b>🟢 Groq</b></summary>
  1. Visit Groq Console
  2. Create a new API key
  3. Set it: export GROQ_API_KEY="your-key" or run g setup --api-key groq
</details> <details> <summary><b>🟡 OpenAI</b></summary>
  1. Visit OpenAI Platform
  2. Create a new API key
  3. Set it: export OPENAI_API_KEY="your-key" or run g setup --api-key openai
</details>

🔧 Configuration

# View current settings
g config --list

# Enable conventional commits (feat:, fix:, etc.)
g config --set conventional=true

# Auto-stage all changes before commit
g config --set autoStage=true

# Disable clipboard copy
g config --set copy=false

# Show/hide progress indicators
g config --set progressIndicators=true

Configuration Options

| Option | Type | Default | Description | |--------|------|---------|-------------| | provider | string | auto | AI provider: gemini, openai, groq, auto, none | | model | string | — | Override default model for provider | | conventional | boolean | false | Use Conventional Commits format | | autoStage | boolean | false | Auto-stage all changes | | copy | boolean | true | Copy suggestions to clipboard | | progressIndicators | boolean | true | Show progress spinners |


📖 Usage Examples

Daily Workflow

g s              # Check what's changed
g sp             # Safe pull (won't lose uncommitted work)
# ... do your work ...
g o              # Commit everything with AI message + push

Code Review Before Commit

g r              # Get AI review of your changes
g o              # Commit if review looks good

Handling Branch Issues

g fix            # See sync status and options
g fix --ai       # Get AI recommendation
g fix --merge    # Merge remote changes
g fix --rebase   # Rebase onto remote

Working with Stashes

g ss             # Quick stash
g main           # Switch to main and pull
# ... check something ...
g pop            # Get your work back

Large Changeset

g split          # Get suggestions for splitting changes
g sg --multiple  # Get multiple commit message options

🆚 GIMS vs Plain Git

| Task | Git | GIMS | |------|-----|------| | Commit & push | git add . && git commit -m "msg" && git push | g o | | Pull with uncommitted changes | git stash && git pull && git stash pop | g sp | | Check status | git status | g s (+ AI insights) | | Fix diverged branch | Multiple commands + decisions | g fix --ai | | Code review | External tool | g r |


🆘 Getting Help

g --help         # Full command list with descriptions
g q              # Quick reference card
g <command> -h   # Help for specific command

🤝 Contributing

Contributions are welcome! Feel free to:

  • 🐛 Report bugs
  • 💡 Suggest features
  • 🔧 Submit pull requests

📄 License

MIT © S41R4J


<div align="center">

⬆ Back to Top

Made with ❤️ for developers who'd rather code than write commit messages

</div>

Contract & API

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

Verifiedcapability-contract

Contract coverage

Status

ready

Auth

mcp, api_key

Streaming

No

Data region

global

Protocol support

MCP: verified

Requires: mcp, lang:typescript

Forbidden: none

Guardrails

Operational confidence: medium

Contract is available with explicit auth and schema references.
Trust confidence is not low and verification freshness is acceptable.
Protocol support is explicitly confirmed in contract metadata.
Invocation examples
curl -s "https://xpersona.co/api/v1/agents/mcp-s41r4j-gims/snapshot"
curl -s "https://xpersona.co/api/v1/agents/mcp-s41r4j-gims/contract"
curl -s "https://xpersona.co/api/v1/agents/mcp-s41r4j-gims/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

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.

Related Agents

Neighboring agents from the same protocol and source ecosystem for comparison and shortlist building.

Self-declaredprotocol-neighbors
GITLAB_AI_CATALOGgitlab-mcp

Rank

83

A Model Context Protocol (MCP) server for GitLab

Traction

No public download signal

Freshness

Updated 2d ago

MCP
GITLAB_PUBLIC_PROJECTSgitlab-mcp

Rank

80

A Model Context Protocol (MCP) server for GitLab

Traction

No public download signal

Freshness

Updated 2d ago

MCP
GITLAB_AI_CATALOGrmcp-openapi

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

MCP
GITLAB_AI_CATALOGrmcp-actix-web

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

MCP
Machine Appendix

Contract JSON

{
  "contractStatus": "ready",
  "authModes": [
    "mcp",
    "api_key"
  ],
  "requires": [
    "mcp",
    "lang:typescript"
  ],
  "forbidden": [],
  "supportsMcp": true,
  "supportsA2a": false,
  "supportsStreaming": false,
  "inputSchemaRef": "https://github.com/s41r4j/gims#input",
  "outputSchemaRef": "https://github.com/s41r4j/gims#output",
  "dataRegion": "global",
  "contractUpdatedAt": "2026-02-24T19:46:50.058Z",
  "sourceUpdatedAt": "2026-02-24T19:46:50.058Z",
  "freshnessSeconds": 4429950
}

Invocation Guide

{
  "preferredApi": {
    "snapshotUrl": "https://xpersona.co/api/v1/agents/mcp-s41r4j-gims/snapshot",
    "contractUrl": "https://xpersona.co/api/v1/agents/mcp-s41r4j-gims/contract",
    "trustUrl": "https://xpersona.co/api/v1/agents/mcp-s41r4j-gims/trust"
  },
  "curlExamples": [
    "curl -s \"https://xpersona.co/api/v1/agents/mcp-s41r4j-gims/snapshot\"",
    "curl -s \"https://xpersona.co/api/v1/agents/mcp-s41r4j-gims/contract\"",
    "curl -s \"https://xpersona.co/api/v1/agents/mcp-s41r4j-gims/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "MCP"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_MCP",
      "generatedAt": "2026-04-17T02:19:20.468Z"
    }
  },
  "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"
    },
    {
      "key": "git",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "cli",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "ai",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "commit",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "gpt",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "gemini",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "openai",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "developer-tools",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "version-control",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    }
  ],
  "flattenedTokens": "protocol:MCP|supported|contract capability:git|supported|profile capability:cli|supported|profile capability:ai|supported|profile capability:commit|supported|profile capability:gpt|supported|profile capability:gemini|supported|profile capability:openai|supported|profile capability:developer-tools|supported|profile capability:version-control|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": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "MCP",
    "href": "https://xpersona.co/api/v1/agents/mcp-s41r4j-gims/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/mcp-s41r4j-gims/contract",
    "sourceType": "contract",
    "confidence": "high",
    "observedAt": "2026-02-24T19:46:50.058Z",
    "isPublic": true
  },
  {
    "factKey": "auth_modes",
    "category": "compatibility",
    "label": "Auth modes",
    "value": "mcp, api_key",
    "href": "https://xpersona.co/api/v1/agents/mcp-s41r4j-gims/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/mcp-s41r4j-gims/contract",
    "sourceType": "contract",
    "confidence": "high",
    "observedAt": "2026-02-24T19:46:50.058Z",
    "isPublic": true
  },
  {
    "factKey": "schema_refs",
    "category": "artifact",
    "label": "Machine-readable schemas",
    "value": "OpenAPI or schema references published",
    "href": "https://github.com/s41r4j/gims#input",
    "sourceUrl": "https://xpersona.co/api/v1/agents/mcp-s41r4j-gims/contract",
    "sourceType": "contract",
    "confidence": "high",
    "observedAt": "2026-02-24T19:46:50.058Z",
    "isPublic": true
  },
  {
    "factKey": "vendor",
    "category": "vendor",
    "label": "Vendor",
    "value": "S41r4j",
    "href": "https://github.com/s41r4j/gims#readme",
    "sourceUrl": "https://github.com/s41r4j/gims#readme",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-02-24T19:43:14.176Z",
    "isPublic": true
  },
  {
    "factKey": "traction",
    "category": "adoption",
    "label": "Adoption signal",
    "value": "1 GitHub stars",
    "href": "https://github.com/s41r4j/gims",
    "sourceUrl": "https://github.com/s41r4j/gims",
    "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-s41r4j-gims/trust",
    "sourceUrl": "https://xpersona.co/api/v1/agents/mcp-s41r4j-gims/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
  }
]

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