GITLAB_AI_CATALOGgitlab-mcp
Rank
83
A Model Context Protocol (MCP) server for GitLab
Traction
No public download signal
Freshness
Updated 2d ago
MCP
Crawler Summary
JobGPT AutoApply answer-first brief
JobGPT MCP server automates your entire job search — from finding jobs to auto applying, resume tailoring, and recruiter outreach. Connect your profile once, and let your AI assistant handle the rest. JobGPT is a complete job search automation platform. It connects your AI assistant (Claude, Cursor, Windsurf, or any MCP client) to 34 powerful tools that handle every step of the job hunt — so you can focus on interviewing, not applying. ▎ What can it do? ▎ Job Search — Search across thousands of jobs with filters for titles, locations, companies, skills, salary ranges, remote options, and H1B sponsorship. Save searches as job hunts that continuously find new matches. ▎ Auto Apply — One command triggers auto-apply on any saved application or job url. JobGPT fills out the application form on your behalf. Set daily limits and let it run on autopilot. ▎ Resume Generation — Generate AI-tailored resumes optimized for specific job postings. Upload your base resume, and JobGPT creates targeted versions that highlight the right experience for each role. ▎ Application Tracking — Track every application by status (applied, interviewing, offered, rejected). View aggregated stats and monitor your pipeline at a glance. ▎ Recruiter & Referrer Outreach — Find recruiters and potential referrers at target companies. Send personalized outreach emails directly from the platform. ▎ How it works ▎ 1. Sign up at https://6figr.com and get your API key from Account → MCP Integrations ▎ 2. Add the JobGPT MCP server to your AI tool ▎ 3. Ask your assistant: "Find remote senior React jobs paying over $150k" or "Auto-apply to my top 5 matches" ▎ Supported platforms ▎ Works with Claude Desktop, Claude Code, Cursor, Windsurf, Cline, Continue, and any MCP-compatible AI tool. JobGPT MCP server automates your entire job search — from finding jobs to auto applying, resume tailoring, and recruiter outreach. Connect your profile once, and let your AI assistant handle the rest. JobGPT is a complete job search automation platform. It connects your AI assistant (Claude, Cursor, Windsurf, or any MCP client) to 34 powerful tools that handle every step of the job hunt — so you can focus on intervie Capability contract not published. No trust telemetry is available yet. Last updated 4/16/2026.
Freshness
Last checked 4/16/2026
Best For
JobGPT AutoApply 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, Smithery, runtime-metrics, public facts pack
Agent DossierSmitherySafety: 86/100
JobGPT AutoApply
JobGPT MCP server automates your entire job search — from finding jobs to auto applying, resume tailoring, and recruiter outreach. Connect your profile once, and let your AI assistant handle the rest. JobGPT is a complete job search automation platform. It connects your AI assistant (Claude, Cursor, Windsurf, or any MCP client) to 34 powerful tools that handle every step of the job hunt — so you can focus on interviewing, not applying. ▎ What can it do? ▎ Job Search — Search across thousands of jobs with filters for titles, locations, companies, skills, salary ranges, remote options, and H1B sponsorship. Save searches as job hunts that continuously find new matches. ▎ Auto Apply — One command triggers auto-apply on any saved application or job url. JobGPT fills out the application form on your behalf. Set daily limits and let it run on autopilot. ▎ Resume Generation — Generate AI-tailored resumes optimized for specific job postings. Upload your base resume, and JobGPT creates targeted versions that highlight the right experience for each role. ▎ Application Tracking — Track every application by status (applied, interviewing, offered, rejected). View aggregated stats and monitor your pipeline at a glance. ▎ Recruiter & Referrer Outreach — Find recruiters and potential referrers at target companies. Send personalized outreach emails directly from the platform. ▎ How it works ▎ 1. Sign up at https://6figr.com and get your API key from Account → MCP Integrations ▎ 2. Add the JobGPT MCP server to your AI tool ▎ 3. Ask your assistant: "Find remote senior React jobs paying over $150k" or "Auto-apply to my top 5 matches" ▎ Supported platforms ▎ Works with Claude Desktop, Claude Code, Cursor, Windsurf, Cline, Continue, and any MCP-compatible AI tool. JobGPT MCP server automates your entire job search — from finding jobs to auto applying, resume tailoring, and recruiter outreach. Connect your profile once, and let your AI assistant handle the rest. JobGPT is a complete job search automation platform. It connects your AI assistant (Claude, Cursor, Windsurf, or any MCP client) to 34 powerful tools that handle every step of the job hunt — so you can focus on intervie
MCPself-declared
Public facts
4
Change events
1
Artifacts
0
Freshness
Apr 16, 2026
Verifiededitorial-contentNo verified compatibility signals
Capability contract not published. No trust telemetry is available yet. Last updated 4/16/2026.
Trust evidence available
Trust score
Unknown
Compatibility
MCP
Freshness
Apr 16, 2026
Vendor
6figr Com
Artifacts
0
Benchmarks
0
Last release
Unpublished
Executive Summary
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. Last updated 4/16/2026.
Setup snapshot
- 1
Setup complexity is LOW. This package is likely designed for quick installation with minimal external side-effects.
- 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.
Vendor (1)
Vendor
6figr Com
profilemedium
Compatibility (1)
Protocol compatibility
MCP
contractmedium
Security (1)
Handshake status
UNKNOWN
trustmedium
Integration (1)
Crawlable docs
6 indexed pages on the official domain
search_documentmedium
Release & Crawl Timeline
Merged public release, docs, artifact, benchmark, pricing, and trust refresh events.
Artifacts Archive
Extracted files, examples, snippets, parameters, dependencies, permissions, and artifact metadata.
Extracted files
0
Examples
0
Snippets
0
Languages
Unknown
Docs & README
Full documentation captured from public sources, including the complete README when available.
Docs source
Smithery
Editorial quality
ready
JobGPT MCP server automates your entire job search — from finding jobs to auto applying, resume tailoring, and recruiter outreach. Connect your profile once, and let your AI assistant handle the rest. JobGPT is a complete job search automation platform. It connects your AI assistant (Claude, Cursor, Windsurf, or any MCP client) to 34 powerful tools that handle every step of the job hunt — so you can focus on interviewing, not applying. ▎ What can it do? ▎ Job Search — Search across thousands of jobs with filters for titles, locations, companies, skills, salary ranges, remote options, and H1B sponsorship. Save searches as job hunts that continuously find new matches. ▎ Auto Apply — One command triggers auto-apply on any saved application or job url. JobGPT fills out the application form on your behalf. Set daily limits and let it run on autopilot. ▎ Resume Generation — Generate AI-tailored resumes optimized for specific job postings. Upload your base resume, and JobGPT creates targeted versions that highlight the right experience for each role. ▎ Application Tracking — Track every application by status (applied, interviewing, offered, rejected). View aggregated stats and monitor your pipeline at a glance. ▎ Recruiter & Referrer Outreach — Find recruiters and potential referrers at target companies. Send personalized outreach emails directly from the platform. ▎ How it works ▎ 1. Sign up at https://6figr.com and get your API key from Account → MCP Integrations ▎ 2. Add the JobGPT MCP server to your AI tool ▎ 3. Ask your assistant: "Find remote senior React jobs paying over $150k" or "Auto-apply to my top 5 matches" ▎ Supported platforms ▎ Works with Claude Desktop, Claude Code, Cursor, Windsurf, Cline, Continue, and any MCP-compatible AI tool. JobGPT MCP server automates your entire job search — from finding jobs to auto applying, resume tailoring, and recruiter outreach. Connect your profile once, and let your AI assistant handle the rest. JobGPT is a complete job search automation platform. It connects your AI assistant (Claude, Cursor, Windsurf, or any MCP client) to 34 powerful tools that handle every step of the job hunt — so you can focus on intervie
Full README
JobGPT MCP server automates your entire job search — from finding jobs to auto applying, resume tailoring, and recruiter outreach. Connect your profile once, and let your AI assistant handle the rest.
JobGPT is a complete job search automation platform. It connects your AI assistant (Claude, Cursor, Windsurf, or any MCP client) to 34 powerful tools that handle every step of the job hunt — so you can focus on interviewing, not applying.
▎ What can it do?
▎ Job Search — Search across thousands of jobs with filters for titles, locations, companies, skills, salary ranges, remote options, and H1B sponsorship. Save searches as job hunts that continuously find new matches.
▎ Auto Apply — One command triggers auto-apply on any saved application or job url. JobGPT fills out the application form on your behalf. Set daily limits and let it run on autopilot.
▎ Resume Generation — Generate AI-tailored resumes optimized for specific job postings. Upload your base resume, and JobGPT creates targeted versions that highlight the right experience for each role.
▎ Application Tracking — Track every application by status (applied, interviewing, offered, rejected). View aggregated stats and monitor your pipeline at a glance.
▎ Recruiter & Referrer Outreach — Find recruiters and potential referrers at target companies. Send personalized outreach emails directly from the platform.
▎ How it works
▎ 1. Sign up at https://6figr.com and get your API key from Account → MCP Integrations ▎ 2. Add the JobGPT MCP server to your AI tool ▎ 3. Ask your assistant: "Find remote senior React jobs paying over $150k" or "Auto-apply to my top 5 matches"
▎ Supported platforms
▎ Works with Claude Desktop, Claude Code, Cursor, Windsurf, Cline, Continue, and any MCP-compatible AI tool.
Contract & API
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
MCP: self-declared
Requires: none
Forbidden: none
Guardrails
Operational confidence: low
No positive guardrails captured.
Invocation examples
curl -s "https://xpersona.co/api/v1/agents/smithery-xfigr-com-jobgpt/snapshot"
curl -s "https://xpersona.co/api/v1/agents/smithery-xfigr-com-jobgpt/contract"
curl -s "https://xpersona.co/api/v1/agents/smithery-xfigr-com-jobgpt/trust"
Reliability & Benchmarks
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
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.
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.
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": "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/smithery-xfigr-com-jobgpt/snapshot",
"contractUrl": "https://xpersona.co/api/v1/agents/smithery-xfigr-com-jobgpt/contract",
"trustUrl": "https://xpersona.co/api/v1/agents/smithery-xfigr-com-jobgpt/trust"
},
"curlExamples": [
"curl -s \"https://xpersona.co/api/v1/agents/smithery-xfigr-com-jobgpt/snapshot\"",
"curl -s \"https://xpersona.co/api/v1/agents/smithery-xfigr-com-jobgpt/contract\"",
"curl -s \"https://xpersona.co/api/v1/agents/smithery-xfigr-com-jobgpt/trust\""
],
"jsonRequestTemplate": {
"query": "summarize this repo",
"constraints": {
"maxLatencyMs": 2000,
"protocolPreference": [
"MCP"
]
}
},
"jsonResponseTemplate": {
"ok": true,
"result": {
"summary": "...",
"confidence": 0.9
},
"meta": {
"source": "SMITHERY",
"generatedAt": "2026-04-17T02:19:52.215Z"
}
},
"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": "vendor",
"category": "vendor",
"label": "Vendor",
"value": "6figr Com",
"href": "https://github.com/6figr-com/jobgpt-mcp-server",
"sourceUrl": "https://github.com/6figr-com/jobgpt-mcp-server",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-04-16T06:45:13.231Z",
"isPublic": true
},
{
"factKey": "protocols",
"category": "compatibility",
"label": "Protocol compatibility",
"value": "MCP",
"href": "https://xpersona.co/api/v1/agents/smithery-xfigr-com-jobgpt/contract",
"sourceUrl": "https://xpersona.co/api/v1/agents/smithery-xfigr-com-jobgpt/contract",
"sourceType": "contract",
"confidence": "medium",
"observedAt": "2026-04-16T06:45:13.231Z",
"isPublic": true
},
{
"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": "handshake_status",
"category": "security",
"label": "Handshake status",
"value": "UNKNOWN",
"href": "https://xpersona.co/api/v1/agents/smithery-xfigr-com-jobgpt/trust",
"sourceUrl": "https://xpersona.co/api/v1/agents/smithery-xfigr-com-jobgpt/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
}
]