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
MemoryForge AI with Redis, PostgreSQL, and Qdrant answer-first brief
Updated 9-16-25 Fixed EV issues Connections should be solid! v3.1.0 GREAT NEWS: The server will now work for everyone - Railway users, Heroku users, Render users, etc.! ***ONLY ADD EVS that APPLY TO YOUR OWN INSTANCES - Leave Blank if unused - :) Update 9-15-25 v3.0 fixed semantic search temporal tool: Add this at the beginning of n8n workflows to give temporal context UPDATED 9/1/2025! NEW TOOLS! Use the Redis Stream tools with n8n MCP Client Node for use anywhere! The Ultimate Context Intelligence Engine Transform your AI into a memory master with lightning-fast recall and semantic superpowers. MemoryForge AI is the most advanced context management system ever built for AI assistants. Combining blazing-fast Redis caching, rock-solid PostgreSQL persistence, and cutting-edge Qdrant vector search, it gives your AI perfect memory that never forgets and always finds exactly what you need. ⚡ Why MemoryForge Dominates: 🚀 Sub-millisecond Context Retrieval - Redis-powered cache makes your AI respond instantly 🎯 Semantic Memory Search - Find related information even when you can't remember exact words 💎 Bulletproof Persistence - PostgreSQL ensures your context survives forever 🔄 Real-time Sync - Pub/sub notifications keep everything perfectly synchronized 🧬 Auto-Embedding Magic - Automatically converts text into searchable vector embeddings 🎭 Multi-Session Mastery - Juggle unlimited parallel conversations and contexts 🎪 Perfect For: Conversation Continuity - Never lose track of what you were discussing Document Intelligence - Instantly find relevant emails, notes, and files Project Memory - Maintain context across complex, long-term projects Knowledge Synthesis - Connect related ideas from different conversations Personal AI Assistant - Build an AI that truly knows and remembers you Stop fighting with forgetful AI. Start building with MemoryForge - where every conversation builds on the last, and every search finds exactly what matters. Your AI's memory just got a PhD in remembering everything that matters. Updated 9-16-25 Fixed EV issues Connections should be solid! v3.1.0 GREAT NEWS: The server will now work for everyone - Railway users, Heroku users, Render users, etc.! ***ONLY ADD EVS that APPLY TO YOUR OWN INSTANCES - Leave Blank if unused - :) Update 9-15-25 v3.0 fixed semantic search temporal tool: Add this at the beginning of n8n workflows to give temporal context UPDATED 9/1/2025! NEW TOOLS! Use the Redis Strea Capability contract not published. No trust telemetry is available yet. Last updated 4/15/2026.
Freshness
Last checked 4/15/2026
Best For
MemoryForge AI with Redis, PostgreSQL, and Qdrant 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
MemoryForge AI with Redis, PostgreSQL, and Qdrant
Updated 9-16-25 Fixed EV issues Connections should be solid! v3.1.0 GREAT NEWS: The server will now work for everyone - Railway users, Heroku users, Render users, etc.! ***ONLY ADD EVS that APPLY TO YOUR OWN INSTANCES - Leave Blank if unused - :) Update 9-15-25 v3.0 fixed semantic search temporal tool: Add this at the beginning of n8n workflows to give temporal context UPDATED 9/1/2025! NEW TOOLS! Use the Redis Stream tools with n8n MCP Client Node for use anywhere! The Ultimate Context Intelligence Engine Transform your AI into a memory master with lightning-fast recall and semantic superpowers. MemoryForge AI is the most advanced context management system ever built for AI assistants. Combining blazing-fast Redis caching, rock-solid PostgreSQL persistence, and cutting-edge Qdrant vector search, it gives your AI perfect memory that never forgets and always finds exactly what you need. ⚡ Why MemoryForge Dominates: 🚀 Sub-millisecond Context Retrieval - Redis-powered cache makes your AI respond instantly 🎯 Semantic Memory Search - Find related information even when you can't remember exact words 💎 Bulletproof Persistence - PostgreSQL ensures your context survives forever 🔄 Real-time Sync - Pub/sub notifications keep everything perfectly synchronized 🧬 Auto-Embedding Magic - Automatically converts text into searchable vector embeddings 🎭 Multi-Session Mastery - Juggle unlimited parallel conversations and contexts 🎪 Perfect For: Conversation Continuity - Never lose track of what you were discussing Document Intelligence - Instantly find relevant emails, notes, and files Project Memory - Maintain context across complex, long-term projects Knowledge Synthesis - Connect related ideas from different conversations Personal AI Assistant - Build an AI that truly knows and remembers you Stop fighting with forgetful AI. Start building with MemoryForge - where every conversation builds on the last, and every search finds exactly what matters. Your AI's memory just got a PhD in remembering everything that matters. Updated 9-16-25 Fixed EV issues Connections should be solid! v3.1.0 GREAT NEWS: The server will now work for everyone - Railway users, Heroku users, Render users, etc.! ***ONLY ADD EVS that APPLY TO YOUR OWN INSTANCES - Leave Blank if unused - :) Update 9-15-25 v3.0 fixed semantic search temporal tool: Add this at the beginning of n8n workflows to give temporal context UPDATED 9/1/2025! NEW TOOLS! Use the Redis Strea
MCPself-declared
Public facts
4
Change events
1
Artifacts
0
Freshness
Apr 15, 2026
Verifiededitorial-contentNo verified compatibility signals
Capability contract not published. No trust telemetry is available yet. Last updated 4/15/2026.
Trust evidence available
Trust score
Unknown
Compatibility
MCP
Freshness
Apr 15, 2026
Vendor
Cpretzinger
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 4/15/2026.
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
Cpretzinger
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
Updated 9-16-25 Fixed EV issues Connections should be solid! v3.1.0 GREAT NEWS: The server will now work for everyone - Railway users, Heroku users, Render users, etc.! ***ONLY ADD EVS that APPLY TO YOUR OWN INSTANCES - Leave Blank if unused - :) Update 9-15-25 v3.0 fixed semantic search temporal tool: Add this at the beginning of n8n workflows to give temporal context UPDATED 9/1/2025! NEW TOOLS! Use the Redis Stream tools with n8n MCP Client Node for use anywhere! The Ultimate Context Intelligence Engine Transform your AI into a memory master with lightning-fast recall and semantic superpowers. MemoryForge AI is the most advanced context management system ever built for AI assistants. Combining blazing-fast Redis caching, rock-solid PostgreSQL persistence, and cutting-edge Qdrant vector search, it gives your AI perfect memory that never forgets and always finds exactly what you need. ⚡ Why MemoryForge Dominates: 🚀 Sub-millisecond Context Retrieval - Redis-powered cache makes your AI respond instantly 🎯 Semantic Memory Search - Find related information even when you can't remember exact words 💎 Bulletproof Persistence - PostgreSQL ensures your context survives forever 🔄 Real-time Sync - Pub/sub notifications keep everything perfectly synchronized 🧬 Auto-Embedding Magic - Automatically converts text into searchable vector embeddings 🎭 Multi-Session Mastery - Juggle unlimited parallel conversations and contexts 🎪 Perfect For: Conversation Continuity - Never lose track of what you were discussing Document Intelligence - Instantly find relevant emails, notes, and files Project Memory - Maintain context across complex, long-term projects Knowledge Synthesis - Connect related ideas from different conversations Personal AI Assistant - Build an AI that truly knows and remembers you Stop fighting with forgetful AI. Start building with MemoryForge - where every conversation builds on the last, and every search finds exactly what matters. Your AI's memory just got a PhD in remembering everything that matters. Updated 9-16-25 Fixed EV issues Connections should be solid! v3.1.0 GREAT NEWS: The server will now work for everyone - Railway users, Heroku users, Render users, etc.! ***ONLY ADD EVS that APPLY TO YOUR OWN INSTANCES - Leave Blank if unused - :) Update 9-15-25 v3.0 fixed semantic search temporal tool: Add this at the beginning of n8n workflows to give temporal context UPDATED 9/1/2025! NEW TOOLS! Use the Redis Strea
Full README
Updated 9-16-25 Fixed EV issues Connections should be solid! v3.1.0 GREAT NEWS: The server will now work for everyone - Railway users, Heroku users, Render users, etc.! ***ONLY ADD EVS that APPLY TO YOUR OWN INSTANCES - Leave Blank if unused - :) Update 9-15-25 v3.0 fixed semantic search temporal tool: Add this at the beginning of n8n workflows to give temporal context
UPDATED 9/1/2025! NEW TOOLS!
Use the Redis Stream tools with n8n MCP Client Node for use anywhere!
The Ultimate Context Intelligence Engine Transform your AI into a memory master with lightning-fast recall and semantic superpowers.
MemoryForge AI is the most advanced context management system ever built for AI assistants. Combining blazing-fast Redis caching, rock-solid PostgreSQL persistence, and cutting-edge Qdrant vector search, it gives your AI perfect memory that never forgets and always finds exactly what you need.
⚡ Why MemoryForge Dominates: 🚀 Sub-millisecond Context Retrieval - Redis-powered cache makes your AI respond instantly 🎯 Semantic Memory Search - Find related information even when you can't remember exact words 💎 Bulletproof Persistence - PostgreSQL ensures your context survives forever 🔄 Real-time Sync - Pub/sub notifications keep everything perfectly synchronized 🧬 Auto-Embedding Magic - Automatically converts text into searchable vector embeddings 🎭 Multi-Session Mastery - Juggle unlimited parallel conversations and contexts 🎪 Perfect For: Conversation Continuity - Never lose track of what you were discussing Document Intelligence - Instantly find relevant emails, notes, and files Project Memory - Maintain context across complex, long-term projects Knowledge Synthesis - Connect related ideas from different conversations Personal AI Assistant - Build an AI that truly knows and remembers you Stop fighting with forgetful AI. Start building with MemoryForge - where every conversation builds on the last, and every search finds exactly what matters.
Your AI's memory just got a PhD in remembering everything that matters.
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-cpretzinger-ai-assistant-simple/snapshot"
curl -s "https://xpersona.co/api/v1/agents/smithery-cpretzinger-ai-assistant-simple/contract"
curl -s "https://xpersona.co/api/v1/agents/smithery-cpretzinger-ai-assistant-simple/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-cpretzinger-ai-assistant-simple/snapshot",
"contractUrl": "https://xpersona.co/api/v1/agents/smithery-cpretzinger-ai-assistant-simple/contract",
"trustUrl": "https://xpersona.co/api/v1/agents/smithery-cpretzinger-ai-assistant-simple/trust"
},
"curlExamples": [
"curl -s \"https://xpersona.co/api/v1/agents/smithery-cpretzinger-ai-assistant-simple/snapshot\"",
"curl -s \"https://xpersona.co/api/v1/agents/smithery-cpretzinger-ai-assistant-simple/contract\"",
"curl -s \"https://xpersona.co/api/v1/agents/smithery-cpretzinger-ai-assistant-simple/trust\""
],
"jsonRequestTemplate": {
"query": "summarize this repo",
"constraints": {
"maxLatencyMs": 2000,
"protocolPreference": [
"MCP"
]
}
},
"jsonResponseTemplate": {
"ok": true,
"result": {
"summary": "...",
"confidence": 0.9
},
"meta": {
"source": "SMITHERY",
"generatedAt": "2026-04-17T00:01:01.489Z"
}
},
"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": "Cpretzinger",
"href": "https://github.com/cpretzinger/memory-forge",
"sourceUrl": "https://github.com/cpretzinger/memory-forge",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-04-15T00:46:24.408Z",
"isPublic": true
},
{
"factKey": "protocols",
"category": "compatibility",
"label": "Protocol compatibility",
"value": "MCP",
"href": "https://xpersona.co/api/v1/agents/smithery-cpretzinger-ai-assistant-simple/contract",
"sourceUrl": "https://xpersona.co/api/v1/agents/smithery-cpretzinger-ai-assistant-simple/contract",
"sourceType": "contract",
"confidence": "medium",
"observedAt": "2026-04-15T00:46:24.408Z",
"isPublic": true
},
{
"factKey": "handshake_status",
"category": "security",
"label": "Handshake status",
"value": "UNKNOWN",
"href": "https://xpersona.co/api/v1/agents/smithery-cpretzinger-ai-assistant-simple/trust",
"sourceUrl": "https://xpersona.co/api/v1/agents/smithery-cpretzinger-ai-assistant-simple/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
}
]