Rank
83
A Model Context Protocol (MCP) server for GitLab
Traction
No public download signal
Freshness
Updated 2d ago
Crawler Summary
11-package monorepo with 9 professional MCP agents plus shared utilities - Smart Reviewer, Test Generator, Architecture Analyzer, Orchestrator, and more. Works with Claude Code, Cursor, Windsurf, and any MCP-compatible editor. MCP Agent Toolkit <div align="center"> **Enterprise-grade AI development tools for Claude, Cursor, Windsurf, Qoder & all MCP-compatible editors** π **Multi-language Support**: Works in English and Spanish | Funciona en inglΓ©s y espaΓ±ol $1 $1 $1 $1 $1 $1 π $1 | $1 </div> --- π Quick Installation Options Install MCP Tools (Automated AI Tools) Install Universal Skills (Developer Guides) Install Everything (Tools + Sk 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
@j0kz/mcp-agents 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
11-package monorepo with 9 professional MCP agents plus shared utilities - Smart Reviewer, Test Generator, Architecture Analyzer, Orchestrator, and more. Works with Claude Code, Cursor, Windsurf, and any MCP-compatible editor. MCP Agent Toolkit <div align="center"> **Enterprise-grade AI development tools for Claude, Cursor, Windsurf, Qoder & all MCP-compatible editors** π **Multi-language Support**: Works in English and Spanish | Funciona en inglΓ©s y espaΓ±ol $1 $1 $1 $1 $1 $1 π $1 | $1 </div> --- π Quick Installation Options Install MCP Tools (Automated AI Tools) Install Universal Skills (Developer Guides) Install Everything (Tools + Sk
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
J0kz
Artifacts
0
Benchmarks
0
Last release
1.1.1
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/j0KZ/mcp-agents.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
J0kz
Protocol compatibility
MCP
Auth modes
mcp, api_key, oauth
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
6
Snippets
0
Languages
typescript
bash
npx @j0kz/mcp-agents@latest
bash
npx @j0kz/claude-skills
bash
npx @j0kz/mcp-agents install
bash
npx @j0kz/mcp-agents@latest # Auto-detect npx @j0kz/mcp-agents@latest claude # Claude Code npx @j0kz/mcp-agents@latest cursor # Cursor npx @j0kz/mcp-agents@latest windsurf # Windsurf npx @j0kz/mcp-agents@latest qoder # Qoder npx @j0kz/mcp-agents@latest vscode # VS Code npx @j0kz/mcp-agents@latest roo # Roo Code
text
"Check MCP server status"
text
"Review my package.json" "Revisar mi package.json"
Full documentation captured from public sources, including the complete README when available.
Docs source
GITHUB MCP
Editorial quality
ready
11-package monorepo with 9 professional MCP agents plus shared utilities - Smart Reviewer, Test Generator, Architecture Analyzer, Orchestrator, and more. Works with Claude Code, Cursor, Windsurf, and any MCP-compatible editor. MCP Agent Toolkit <div align="center"> **Enterprise-grade AI development tools for Claude, Cursor, Windsurf, Qoder & all MCP-compatible editors** π **Multi-language Support**: Works in English and Spanish | Funciona en inglΓ©s y espaΓ±ol $1 $1 $1 $1 $1 $1 π $1 | $1 </div> --- π Quick Installation Options Install MCP Tools (Automated AI Tools) Install Universal Skills (Developer Guides) Install Everything (Tools + Sk
Enterprise-grade AI development tools for Claude, Cursor, Windsurf, Qoder & all MCP-compatible editors
π Multi-language Support: Works in English and Spanish | Funciona en inglΓ©s y espaΓ±ol
π Read in English | Leer en EspaΓ±ol
</div>npx @j0kz/mcp-agents@latest
npx @j0kz/claude-skills
npx @j0kz/mcp-agents install
The installer automatically:
type: stdio for maximum compatibilityRestart your editor and you're ready to go!
<details> <summary>π± Supported Editors</summary>npx @j0kz/mcp-agents@latest # Auto-detect
npx @j0kz/mcp-agents@latest claude # Claude Code
npx @j0kz/mcp-agents@latest cursor # Cursor
npx @j0kz/mcp-agents@latest windsurf # Windsurf
npx @j0kz/mcp-agents@latest qoder # Qoder
npx @j0kz/mcp-agents@latest vscode # VS Code
npx @j0kz/mcp-agents@latest roo # Roo Code
</details>
After restarting your editor, try one of these commands:
"Check MCP server status"
"Review my package.json"
"Revisar mi package.json"
Expected: Claude will analyze the file and show code quality insights. If you see a detailed report, everything is working! π
<details> <summary>π Not working? Click here for troubleshooting</summary>β Tools not appearing in chat?
npm cache clean --force
npx @j0kz/mcp-agents@latest
β Commands not recognized?
β Installation failed?
node --version)β "Module not found" errors?
npm cache clean --forcenpx @j0kz/mcp-agents@latestStill stuck? Open an issue or check the Wiki
</details>10 project-agnostic skills that work in ANY codebase, ANY language:
<details> <summary><b>π View Universal Skills</b> (Click to expand)</summary># Install skills in any project
npx @j0kz/claude-skills
# Or install with MCP tools
npx @j0kz/mcp-agents install
| Skill | Purpose | Time to Apply | | ----------------------- | ----------------------- | ------------- | | quick-pr-review | Pre-PR checklist | 30 seconds | | debug-detective | Systematic debugging | 5 minutes | | performance-hunter | Find bottlenecks | 10 minutes | | legacy-modernizer | Modernize old code | Incremental | | zero-to-hero | Master any codebase | 30 minutes | | test-coverage-boost | 0% to 80% coverage | 1-5 days | | tech-debt-tracker | Quantify technical debt | 1 hour | | dependency-doctor | Fix package issues | 30 minutes | | security-first | Security audit | 1 hour | | api-integration | Connect to any API | 2 hours |
"Apply the debug-detective skill to find this bug"
"Use quick-pr-review before creating my PR"
"Follow zero-to-hero to understand this codebase"
Each skill includes:
π Full Skills Documentation
</details>Run MCP tools in containers with 95% token savings using Docker MCP Gateway:
<details> <summary><b>π Quick Start</b> (Click to expand)</summary># Clone and start
git clone https://github.com/j0KZ/mcp-agents.git
cd mcp-agents
docker compose -f docker-compose.mcp.yml up -d
| Mode | Context Tokens | Savings | |------|---------------|---------| | Standard (npm) | ~10,000 | 0% | | Docker Gateway | ~1,500 | 85% | | Code-mode | ~500 | 95% |
Instead of loading all 50 tool definitions (~10,000 tokens), the gateway provides:
mcp-find - Search tools by keyword (no loading)mcp-add - Load specific tools on-demandcode-mode - Execute workflows in sandbox (only results return)Copy the config for your editor from examples/client-configs/:
# Claude Desktop (macOS)
cp examples/client-configs/claude-desktop.json \
~/Library/Application\ Support/Claude/claude_desktop_config.json
# VS Code
cp examples/client-configs/vscode-mcp.json .vscode/mcp.json
π Full Docker MCP Documentation
</details>Each tool below includes clear examples in English and Spanish with expected outputs.
<details> <summary><b>π― Smart Reviewer</b> - AI-powered code review (Click to expand)</summary>Just ask Claude naturally - the tool understands both languages:
"Review my auth.js file"
"Check this file for code smells"
"What issues are in src/utils/validator.js?"
"Review this code and suggest improvements"
"Analyze code quality in my components"
"Revisar mi archivo auth.js"
"Revisar este archivo"
"QuΓ© problemas hay en src/utils/validator.js?"
"Analizar calidad del cΓ³digo en mis componentes"
"Chequear este cΓ³digo"
β Code Quality Report:
π Metrics:
- Complexity: 42 (moderate)
- Maintainability: 72/100
- Lines of Code: 234
- Duplicate blocks: 2
β οΈ Issues Found (5):
1. Unused variable 'temp' on line 42
2. Missing error handling in async function (line 56)
3. Potential memory leak in event listener (line 89)
4. Magic number should be a constant (line 112)
5. Function too complex (18 branches) - line 145
β
Auto-fixes available for 3 issues
- Run "Apply auto-fixes to auth.js" to fix automatically
"Generate tests for calculatePrice function"
"Create tests for UserService class"
"Add tests to src/utils/helpers.js"
"Generate integration tests for the API"
"Write tests with edge cases for validateEmail"
"Generar pruebas para la funciΓ³n calculatePrice"
"Generar tests para calculatePrice"
"Crear pruebas para la clase UserService"
"Agregar tests a src/utils/helpers.js"
"Escribir pruebas con casos extremos para validateEmail"
β Test Suite Generated for calculatePrice()
π 24 tests created:
Happy Path (8 tests):
β should calculate price with valid inputs
β should apply discount correctly
β should handle zero quantity
...
Edge Cases (6 tests):
β should handle negative prices
β should handle very large quantities
β should handle decimal precision
...
Error Handling (5 tests):
β should throw on null input
β should handle missing parameters
β should validate price range
...
Boundary Conditions (5 tests):
β should handle min/max values
β should handle boundary prices
...
π Estimated Coverage: 94%
"Analyze project architecture"
"Find circular dependencies"
"Check for layer violations"
"Generate dependency graph"
"Show module info for src/services/auth.js"
"Analizar arquitectura del proyecto"
"Analizar estructura del proyecto"
"Encontrar dependencias circulares"
"Buscar violaciones de capas"
"Generar grΓ‘fico de dependencias"
"Mostrar info del mΓ³dulo src/services/auth.js"
β Architecture Analysis Complete
π Project Structure:
- Total modules: 142
- Max depth: 5 levels
- Entry points: 3
β οΈ Issues Detected:
Circular Dependencies (2):
1. auth.js β user.js β permissions.js β auth.js
2. api.js β routes.js β api.js
Layer Violations (3):
1. Presentation layer accessing Data layer directly
src/components/UserList.jsx β src/db/queries.js
2. Business layer bypassing abstraction
src/services/order.js β src/db/connection.js
π Dependency Graph:
```mermaid
graph TD
A[auth.js] --> B[user.js]
B --> C[permissions.js]
C --> A
...
π‘ Suggestions:
### Features
- Circular dependency detection
- Layer violation analysis
- Dependency graphs (Mermaid format)
- Module complexity metrics
- Configurable layer rules
</details>
<details>
<summary><b>π‘οΈ Security Scanner</b> - Vulnerability detection (Click to expand)</summary>
### How to Use
#### English Examples
"Scan for security vulnerabilities" "Check for SQL injection" "Find hardcoded secrets" "Scan the entire project for security issues" "Check auth.js for XSS vulnerabilities"
#### Spanish Examples (Ejemplos en EspaΓ±ol)
"Escanear vulnerabilidades" "Escanear seguridad" "Buscar secretos hardcodeados" "Revisar inyecciΓ³n SQL" "Escanear todo el proyecto por problemas de seguridad" "Revisar auth.js por vulnerabilidades XSS"
### What You Get
```javascript
β Security Scan Complete
π Vulnerabilities Found: 6
CRITICAL (2):
1. SQL Injection Risk
File: src/db/query.js:45
Code: `SELECT * FROM users WHERE id = ${userId}`
Fix: Use parameterized queries
2. Hardcoded API Key
File: src/config.js:8
Code: const API_KEY = "sk-1234567890abcdef"
Fix: Move to environment variables
HIGH (3):
3. XSS Vulnerability
File: src/templates/user.html:12
Code: <div>{{{ userInput }}}</div>
Fix: Use HTML escaping
4. Path Traversal Risk
File: src/files/handler.js:23
Code: fs.readFile(`uploads/${filename}`)
Fix: Validate and sanitize file paths
5. Weak Cryptography
File: src/auth/crypto.js:15
Code: crypto.createHash('md5')
Fix: Use SHA-256 or bcrypt
MEDIUM (1):
6. Outdated Dependency
Package: express@4.16.0 (CVE-2022-24999)
Fix: Update to express@^4.18.0
π Summary:
- Critical: 2
- High: 3
- Medium: 1
- Low: 0
"Design REST API for users and posts"
"Create GraphQL schema for a blog"
"Generate OpenAPI spec for my endpoints"
"Design API with OAuth2 authentication"
"Create REST endpoints for e-commerce"
"DiseΓ±ar API REST para usuarios y posts"
"DiseΓ±ar API para usuarios"
"Crear esquema GraphQL para un blog"
"Generar especificaciΓ³n OpenAPI para mis endpoints"
"DiseΓ±ar API con autenticaciΓ³n OAuth2"
β REST API Design Generated
π Endpoints Created (12):
Users Resource:
GET /api/v1/users - List users (paginated)
GET /api/v1/users/:id - Get user by ID
POST /api/v1/users - Create user
PUT /api/v1/users/:id - Update user
DELETE /api/v1/users/:id - Delete user
Posts Resource:
GET /api/v1/posts - List posts
GET /api/v1/posts/:id - Get post
POST /api/v1/posts - Create post
PUT /api/v1/posts/:id - Update post
DELETE /api/v1/posts/:id - Delete post
GET /api/v1/users/:id/posts - Get user's posts
POST /api/v1/users/:id/posts - Create post for user
π Authentication: Bearer Token (JWT)
π Documentation: OpenAPI 3.0 spec generated
π§ͺ Mock Server: Ready to generate
"Design database schema for a blog"
"Create schema for users, posts, and comments"
"Design MongoDB schema for e-commerce"
"Generate migration for PostgreSQL"
"Create ER diagram for my schema"
"DiseΓ±ar esquema de base de datos para un blog"
"DiseΓ±ar schema para blog"
"Crear esquema para usuarios, posts y comentarios"
"DiseΓ±ar esquema MongoDB para e-commerce"
"Generar migraciΓ³n para PostgreSQL"
β Database Schema Generated (PostgreSQL)
π Tables Created (3):
CREATE TABLE users (
id UUID PRIMARY KEY DEFAULT gen_random_uuid(),
email VARCHAR(255) UNIQUE NOT NULL,
username VARCHAR(100) UNIQUE NOT NULL,
password_hash VARCHAR(255) NOT NULL,
created_at TIMESTAMP DEFAULT NOW(),
updated_at TIMESTAMP DEFAULT NOW()
);
CREATE TABLE posts (
id UUID PRIMARY KEY DEFAULT gen_random_uuid(),
user_id UUID NOT NULL REFERENCES users(id) ON DELETE CASCADE,
title VARCHAR(255) NOT NULL,
content TEXT NOT NULL,
published BOOLEAN DEFAULT FALSE,
created_at TIMESTAMP DEFAULT NOW(),
updated_at TIMESTAMP DEFAULT NOW()
);
CREATE TABLE comments (
id UUID PRIMARY KEY DEFAULT gen_random_uuid(),
post_id UUID NOT NULL REFERENCES posts(id) ON DELETE CASCADE,
user_id UUID NOT NULL REFERENCES users(id) ON DELETE CASCADE,
content TEXT NOT NULL,
created_at TIMESTAMP DEFAULT NOW()
);
CREATE INDEX idx_posts_user_id ON posts(user_id);
CREATE INDEX idx_comments_post_id ON comments(post_id);
CREATE INDEX idx_posts_published ON posts(published);
β Normalized to 3NF
β 3 indexes created
β Migration files ready
β ER diagram generated
"Generate README for this project"
"Add JSDoc comments to auth.js"
"Create API documentation"
"Generate changelog from git commits"
"Document all functions in utils/"
"Generar README para este proyecto"
"Generar README"
"Agregar comentarios JSDoc a auth.js"
"Crear documentaciΓ³n de API"
"Generar changelog desde commits de git"
β Documentation Generated
π README.md created with:
- Project description
- Installation instructions
- Usage examples
- API reference
- Badges (build, coverage, version)
- Table of contents
- Contributing guidelines
- License info
π JSDoc comments added (24 functions):
/\*\*
- Authenticates a user with email and password
- @param {string} email - User's email address
- @param {string} password - User's password (plain text)
- @returns {Promise<User>} Authenticated user object
- @throws {AuthError} If credentials are invalid
\*/
async function authenticateUser(email, password) { ... }
π API Documentation generated:
- All endpoints documented
- Request/response examples
- Authentication requirements
- Error codes and messages
π CHANGELOG.md updated:
## [1.2.0] - 2025-01-15
### Added
- User authentication system
- Password reset functionality
### Fixed
- Memory leak in event handlers
"Extract this code block into a function"
"Convert callbacks to async/await in api.js"
"Simplify nested conditionals in validator.js"
"Remove dead code from utils/"
"Apply singleton pattern to DatabaseConnection"
"Extraer este bloque de cΓ³digo en una funciΓ³n"
"Refactorizar este cΓ³digo"
"Convertir callbacks a async/await en api.js"
"Simplificar condicionales anidados en validator.js"
"Eliminar cΓ³digo muerto de utils/"
β Refactoring Complete
Before (12 lines):
function processUser(user, callback) {
validateUser(user, function(err, valid) {
if (err) return callback(err);
if (!valid) return callback(new Error('Invalid'));
saveUser(user, function(err, saved) {
if (err) return callback(err);
sendEmail(saved, function(err) {
if (err) return callback(err);
callback(null, saved);
});
});
});
}
After (7 lines, async/await):
async function processUser(user) {
const valid = await validateUser(user);
if (!valid) throw new Error('Invalid user');
const saved = await saveUser(user);
await sendEmail(saved);
return saved;
}
β
Improvements:
- 42% fewer lines
- Removed callback hell
- Added proper error handling
- More readable code
"Review, test, and document auth.js"
"Full security audit of the project"
"Complete code quality check"
"Review all files, find issues, generate tests, and fix"
"Design API, create schema, generate docs"
"Revisar, probar y documentar auth.js"
"AuditorΓa de seguridad completa del proyecto"
"RevisiΓ³n completa de calidad de cΓ³digo"
"Revisar archivos, encontrar problemas, generar tests"
"DiseΓ±ar API, crear schema, generar docs"
β Workflow Pipeline Executed
π Step 1/4: Code Review
β Reviewed auth.js
β οΈ Found 5 issues
π Step 2/4: Security Scan
β Scanned for vulnerabilities
π΄ Found 2 critical issues
π Step 3/4: Test Generation
β Generated 18 tests
π Coverage: 92%
π Step 4/4: Documentation
β Added JSDoc comments
β Updated README
β
Pipeline Complete (4/4 steps)
π Summary:
- Issues found: 5
- Critical vulnerabilities: 2
- Tests generated: 18
- Documentation: Updated
π‘ Next Steps:
1. Fix critical security issues
2. Run tests: npm test
3. Review auto-generated docs
npx @j0kz/auto-pilot
That's it! Auto-Pilot will:
"Start auto-pilot"
"Fix everything automatically"
"Watch my files and fix on save"
"Install automation hooks"
"Make my code perfect without me doing anything"
"Iniciar auto-pilot"
"Arreglar todo automΓ‘ticamente"
"Observar mis archivos y corregir al guardar"
"Instalar hooks de automatizaciΓ³n"
"Hacer mi cΓ³digo perfecto sin hacer nada"
βββββββββββββββββββββββββββββββββββββββββββββ
β π AUTO-PILOT v1.0.36 β
β Zero-Effort Automation for Lazy Devs β
βββββββββββββββββββββββββββββββββββββββββββββ
π Detected: TypeScript React project with 234 files
β
Git hooks installed (pre-commit, pre-push)
π Watching files for auto-fix...
π§ Fixed 47 issues automatically:
- Removed 12 console.log statements
- Fixed 8 == to ===
- Replaced 15 var with let/const
- Added JSDoc to 12 functions
- Generated tests for 5 untested files
β
Auto-Pilot ready! Just write code, I'll handle the rest.
auto-pilot # Start everything (default)
auto-pilot fix # Fix all issues instantly
auto-pilot watch # Watch mode only
auto-pilot detect # Show what was detected
auto-pilot doctor # Health check
auto-pilot lazy # Ultra lazy mode π¦₯
Pre-commit:
Pre-push:
Commit-msg:
| Resource | Description | | --------------------------------------------------------------------------------- | -------------------------------------------------- | | π Wiki | Complete documentation | | π Quick Start | Get started in 5 minutes | | π§ Configuration | Editor setup guides | | π‘ Examples | Real-world usage patterns | | π§ Claude Skills | 10 production-ready Claude Code skills (optimized) | | π Troubleshooting | Common issues & solutions | | π Changelog | What's new in each version |
</div>10 production-ready skills for Claude Code with 41% token savings through optimized reference file architecture:
Skills include: git-pr-workflow, testing-patterns-vitest, documentation-generation, mcp-troubleshooting, release-publishing-workflow, code-quality-pipeline, modular-refactoring-pattern, monorepo-package-workflow, mcp-workflow-composition, project-standardization.
Skip the syntax - use natural language to trigger MCP tools:
"review this" β Smart code review with auto-detection
"add tests" β Generate test suite for current file
"check before commit" β Pre-commit validation pipeline
"ready for PR" β Full quality checks before merge
"security scan" β Find vulnerabilities
Smart Auto-Detection:
Zero-effort quality gates at commit and push:
npm run hooks:install
Three hooks, three layers of defense:
Smart branch detection: Enhanced checks for main/release/pr, lighter for feature branches.
Automate code quality checks in your development workflow:
<details> <summary><b>GitHub Actions</b> - Click to expand</summary># Quick setup - adds MCP quality checks to your CI pipeline
curl -o .github/workflows/mcp-quality.yml \
https://raw.githubusercontent.com/j0KZ/mcp-agents/main/templates/github-actions/mcp-basic.yml
This will run Smart Reviewer, Test Generator, and Security Scanner on every PR.
</details> <details> <summary><b>Pre-commit Hooks</b> - Click to expand</summary># Automatically review code before committing
npx @j0kz/mcp-hooks-generator basic
Runs checks locally before pushing, catching issues early.
</details> <details> <summary><b>GitLab CI</b> - Click to expand</summary>include:
- remote: 'https://raw.githubusercontent.com/j0KZ/mcp-agents/main/templates/gitlab-ci/mcp-quality-gate.gitlab-ci.yml'
Integrates MCP tools into GitLab's CI/CD pipeline.
</details>π Full CI/CD Integration Guide
We welcome contributions! See our Contributing Guide for details.
# Clone the repo
git clone https://github.com/j0KZ/mcp-agents.git
# Install dependencies
npm install
# Run tests
npm test
# Build all packages
npm run build
MIT Β© j0KZ
Each package is independently licensed under MIT.
Made with β€οΈ for the AI developer community
</div>Machine endpoints, protocol fit, contract coverage, invocation examples, and guardrails for agent-to-agent use.
Contract coverage
Status
ready
Auth
mcp, api_key, oauth
Streaming
No
Data region
global
Protocol support
Requires: mcp, lang:typescript
Forbidden: high_risk
Guardrails
Operational confidence: medium
curl -s "https://xpersona.co/api/v1/agents/mcp-j0kz-mcp-agents/snapshot"
curl -s "https://xpersona.co/api/v1/agents/mcp-j0kz-mcp-agents/contract"
curl -s "https://xpersona.co/api/v1/agents/mcp-j0kz-mcp-agents/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",
"oauth"
],
"requires": [
"mcp",
"lang:typescript"
],
"forbidden": [
"high_risk"
],
"supportsMcp": true,
"supportsA2a": false,
"supportsStreaming": false,
"inputSchemaRef": "https://github.com/j0KZ/mcp-agents#input",
"outputSchemaRef": "https://github.com/j0KZ/mcp-agents#output",
"dataRegion": "global",
"contractUpdatedAt": "2026-02-24T19:46:13.516Z",
"sourceUpdatedAt": "2026-02-24T19:46:13.516Z",
"freshnessSeconds": 4435898
}Invocation Guide
{
"preferredApi": {
"snapshotUrl": "https://xpersona.co/api/v1/agents/mcp-j0kz-mcp-agents/snapshot",
"contractUrl": "https://xpersona.co/api/v1/agents/mcp-j0kz-mcp-agents/contract",
"trustUrl": "https://xpersona.co/api/v1/agents/mcp-j0kz-mcp-agents/trust"
},
"curlExamples": [
"curl -s \"https://xpersona.co/api/v1/agents/mcp-j0kz-mcp-agents/snapshot\"",
"curl -s \"https://xpersona.co/api/v1/agents/mcp-j0kz-mcp-agents/contract\"",
"curl -s \"https://xpersona.co/api/v1/agents/mcp-j0kz-mcp-agents/trust\""
],
"jsonRequestTemplate": {
"query": "summarize this repo",
"constraints": {
"maxLatencyMs": 2000,
"protocolPreference": [
"MCP"
]
}
},
"jsonResponseTemplate": {
"ok": true,
"result": {
"summary": "...",
"confidence": 0.9
},
"meta": {
"source": "GITHUB_MCP",
"generatedAt": "2026-04-17T03:57:52.148Z"
}
},
"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": "mcp",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "model-context-protocol",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "claude",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "claude-code",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "cursor",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "windsurf",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "roo-code",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "ai-agents",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "code-review",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "testing",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "architecture",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "ai-tools",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "code-quality",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "refactoring",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "security-scanner",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "api-design",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "database-schema",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "documentation-generator",
"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"
}
],
"flattenedTokens": "protocol:MCP|supported|contract capability:mcp|supported|profile capability:model-context-protocol|supported|profile capability:claude|supported|profile capability:claude-code|supported|profile capability:cursor|supported|profile capability:windsurf|supported|profile capability:roo-code|supported|profile capability:ai-agents|supported|profile capability:code-review|supported|profile capability:testing|supported|profile capability:architecture|supported|profile capability:ai-tools|supported|profile capability:code-quality|supported|profile capability:refactoring|supported|profile capability:security-scanner|supported|profile capability:api-design|supported|profile capability:database-schema|supported|profile capability:documentation-generator|supported|profile capability:cli|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-j0kz-mcp-agents/contract",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-j0kz-mcp-agents/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:46:13.516Z",
"isPublic": true
},
{
"factKey": "auth_modes",
"category": "compatibility",
"label": "Auth modes",
"value": "mcp, api_key, oauth",
"href": "https://xpersona.co/api/v1/agents/mcp-j0kz-mcp-agents/contract",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-j0kz-mcp-agents/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:46:13.516Z",
"isPublic": true
},
{
"factKey": "schema_refs",
"category": "artifact",
"label": "Machine-readable schemas",
"value": "OpenAPI or schema references published",
"href": "https://github.com/j0KZ/mcp-agents#input",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-j0kz-mcp-agents/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:46:13.516Z",
"isPublic": true
},
{
"factKey": "vendor",
"category": "vendor",
"label": "Vendor",
"value": "J0kz",
"href": "https://github.com/j0kz/mcp-agents#readme",
"sourceUrl": "https://github.com/j0kz/mcp-agents#readme",
"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-j0kz-mcp-agents/trust",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-j0kz-mcp-agents/trust",
"sourceType": "trust",
"confidence": "medium",
"observedAt": null,
"isPublic": true
}
]Change Events JSON
[
{
"eventType": "docs_update",
"title": "Docs refreshed: Sign in to GitHub Β· 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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