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
@pcircle/memesh answer-first brief
MeMesh — Persistent memory plugin for Claude Code. Remembers architecture decisions, coding patterns, and project context across sessions. <div align="center"> 🧠 MeMesh Persistent Memory for Claude Code Claude forgets everything between sessions. MeMesh fixes that. $1 $1 $1 $1 • $1 • $1 • $1 </div> --- The Problem Every new Claude Code session starts from zero: You end up re-explaining the same decisions, architecture, and constraints — over and over. How MeMesh Helps MeMesh gives Claude a persistent memory that survives across sessions: Your project d Capability contract not published. No trust telemetry is available yet. 64 GitHub stars reported by the source. Last updated 2/25/2026.
Freshness
Last checked 2/25/2026
Best For
@pcircle/memesh is best for claude, claude-code, claude-code-plugin workflows where MCP compatibility matters.
Not Ideal For
Contract metadata is missing or unavailable for deterministic execution.
Evidence Sources Checked
editorial-content, GITHUB MCP, runtime-metrics, public facts pack
Agent DossierGitHubSafety: 100/100
@pcircle/memesh
MeMesh — Persistent memory plugin for Claude Code. Remembers architecture decisions, coding patterns, and project context across sessions. <div align="center"> 🧠 MeMesh Persistent Memory for Claude Code Claude forgets everything between sessions. MeMesh fixes that. $1 $1 $1 $1 • $1 • $1 • $1 </div> --- The Problem Every new Claude Code session starts from zero: You end up re-explaining the same decisions, architecture, and constraints — over and over. How MeMesh Helps MeMesh gives Claude a persistent memory that survives across sessions: Your project d
MCPself-declared
Public facts
5
Change events
1
Artifacts
0
Freshness
Feb 25, 2026
Verifiededitorial-contentNo verified compatibility signals64 GitHub stars
Capability contract not published. No trust telemetry is available yet. 64 GitHub stars reported by the source. Last updated 2/25/2026.
64 GitHub starsTrust evidence available
Trust score
Unknown
Compatibility
MCP
Freshness
Feb 25, 2026
Vendor
Pcircle Ai
Artifacts
0
Benchmarks
0
Last release
2.8.11
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. 64 GitHub stars reported by the source. Last updated 2/25/2026.
Setup snapshot
git clone https://github.com/PCIRCLE-AI/claude-code-buddy.git- 1
Setup complexity is MEDIUM. Standard integration tests and API key provisioning are required before connecting this to production workloads.
- 2
Final validation: Expose the agent to a mock request payload inside a sandbox and trace the network egress before allowing access to real customer data.
Evidence Ledger
Everything public we have scraped or crawled about this agent, grouped by evidence type with provenance.
Vendor (1)
Vendor
Pcircle Ai
profilemedium
Compatibility (1)
Protocol compatibility
MCP
contractmedium
Adoption (1)
Adoption signal
64 GitHub stars
profilemedium
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
6
Snippets
0
Languages
typescript
Executable Examples
text
You: "Remember our auth setup from yesterday?" Claude: "I don't have context from previous sessions..."
bash
# Monday: You make a decision buddy-remember "auth" # → JWT auth: access tokens 15min, refresh tokens 7 days # → Decided on Jan 15, stored permanently
bash
npm install -g @pcircle/memesh
text
buddy-help
bash
git clone https://github.com/PCIRCLE-AI/claude-code-buddy.git cd claude-code-buddy npm install && npm run build
bash
buddy-do "explain this codebase" buddy-do "add user authentication" buddy-remember "API design decisions" buddy-remember "why we chose PostgreSQL"
Docs & README
Full documentation captured from public sources, including the complete README when available.
Docs source
GITHUB MCP
Editorial quality
ready
MeMesh — Persistent memory plugin for Claude Code. Remembers architecture decisions, coding patterns, and project context across sessions. <div align="center"> 🧠 MeMesh Persistent Memory for Claude Code Claude forgets everything between sessions. MeMesh fixes that. $1 $1 $1 $1 • $1 • $1 • $1 </div> --- The Problem Every new Claude Code session starts from zero: You end up re-explaining the same decisions, architecture, and constraints — over and over. How MeMesh Helps MeMesh gives Claude a persistent memory that survives across sessions: Your project d
Full README
<div align="center">
<div align="center">
🧠 MeMesh
Persistent Memory for Claude Code
Claude forgets everything between sessions. MeMesh fixes that.
Quick Install • Usage • Troubleshooting • 繁體中文
</div>The Problem
Every new Claude Code session starts from zero:
You: "Remember our auth setup from yesterday?"
Claude: "I don't have context from previous sessions..."
You end up re-explaining the same decisions, architecture, and constraints — over and over.
How MeMesh Helps
MeMesh gives Claude a persistent memory that survives across sessions:
# Monday: You make a decision
buddy-remember "auth"
# → JWT auth: access tokens 15min, refresh tokens 7 days
# → Decided on Jan 15, stored permanently
Your project decisions, architecture context, and debugging history — all remembered automatically.
Install
Prerequisites: Claude Code CLI and Node.js >= 20
npm install -g @pcircle/memesh
Restart Claude Code. That's it.
Verify it works — in a new Claude Code session, type:
buddy-help
If you see a list of available commands, MeMesh is running.
<details> <summary>Install from source (for contributors)</summary>git clone https://github.com/PCIRCLE-AI/claude-code-buddy.git
cd claude-code-buddy
npm install && npm run build
Compatibility
Supported Platforms
| Platform | Status | Notes | |----------|--------|-------| | macOS | ✅ Fully tested | Primary development platform | | Linux | ✅ Fully tested | All distributions supported | | Windows | ✅ Compatible | WSL2 recommended for best experience |
Requirements
- Claude Code: Latest version recommended (install guide)
- Node.js: >= 20.0.0 (download)
- npm: >= 9.0.0 (included with Node.js)
Claude Code Integration
MeMesh works seamlessly with:
- ✅ Claude Code CLI (terminal) - Full functionality
- ✅ Claude Code VS Code Extension - Full functionality
- ✅ Cursor (via MCP) - Full functionality
- ⚠️ Claude Desktop (Cowork) - Partial support (see below)
- ✅ Other MCP-compatible editors
Claude Desktop Cowork Compatibility
Current Status: Cloud-only mode with limited functionality
| Feature | Status | Notes | |---------|--------|-------| | MCP Server | ✅ Works | Starts successfully in cloud-only mode | | Basic Commands | ✅ Works | buddy-help, list-skills, etc. | | Memory Tools | ❌ Disabled | recall-memory, create-entities, buddy-do, buddy-remember | | Cloud Sync | ✅ Works | When MEMESH_API_KEY is configured | | Local Knowledge Graph | ❌ Unavailable | better-sqlite3 cannot compile in Cowork sandbox |
Why Limited: Cowork sandbox has read-only filesystem and blocks native module compilation (better-sqlite3, onnxruntime-node, sqlite-vec).
Future: Full support planned through cloud-first memory architecture. See docs/COWORK_SUPPORT.md for details.
Recommendation: Use CLI version for full functionality until cloud-first memory is implemented.
Known Limitations
- Windows native terminal may have display issues (use WSL2)
- Minimum 4GB RAM recommended for large knowledge graphs
- Vector search requires ~100MB disk space for embedding models
Usage
MeMesh provides 3 core commands inside Claude Code:
| Command | What it does |
|---------|-------------|
| buddy-do "task" | Execute a task and save what was learned |
| buddy-remember "topic" | Recall past decisions and context |
| buddy-help | Show all available commands |
Examples:
buddy-do "explain this codebase"
buddy-do "add user authentication"
buddy-remember "API design decisions"
buddy-remember "why we chose PostgreSQL"
Memories are stored locally on your machine and persist across sessions (90 days for decisions, 30 days for session context).
Troubleshooting
MeMesh not loading?
# Check installation
npm list -g @pcircle/memesh
# Check Node.js version (needs >= 20)
node --version
# Repair installation
memesh setup
Then restart Claude Code completely.
See the full Troubleshooting Guide for more.
Documentation
- Getting Started — First-time setup walkthrough
- User Guide — Complete usage guide with real-world examples
- Development Guide — Contributor guide for local development
- API Reference — Auto-generated API documentation
- Commands Reference — All commands and tools
- Architecture — How MeMesh works internally
Contributing
Contributions welcome! See CONTRIBUTING.md.
License
AGPL-3.0 — See LICENSE
<div align="center">
Something not working? Open an issue — we respond fast.
</div>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/mcp-pcircle-ai-claude-code-buddy/snapshot"
curl -s "https://xpersona.co/api/v1/agents/mcp-pcircle-ai-claude-code-buddy/contract"
curl -s "https://xpersona.co/api/v1/agents/mcp-pcircle-ai-claude-code-buddy/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/mcp-pcircle-ai-claude-code-buddy/snapshot",
"contractUrl": "https://xpersona.co/api/v1/agents/mcp-pcircle-ai-claude-code-buddy/contract",
"trustUrl": "https://xpersona.co/api/v1/agents/mcp-pcircle-ai-claude-code-buddy/trust"
},
"curlExamples": [
"curl -s \"https://xpersona.co/api/v1/agents/mcp-pcircle-ai-claude-code-buddy/snapshot\"",
"curl -s \"https://xpersona.co/api/v1/agents/mcp-pcircle-ai-claude-code-buddy/contract\"",
"curl -s \"https://xpersona.co/api/v1/agents/mcp-pcircle-ai-claude-code-buddy/trust\""
],
"jsonRequestTemplate": {
"query": "summarize this repo",
"constraints": {
"maxLatencyMs": 2000,
"protocolPreference": [
"MCP"
]
}
},
"jsonResponseTemplate": {
"ok": true,
"result": {
"summary": "...",
"confidence": 0.9
},
"meta": {
"source": "GITHUB_MCP",
"generatedAt": "2026-04-17T02:06:06.057Z"
}
},
"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"
},
{
"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": "claude-code-plugin",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "mcp",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "ai-memory",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "knowledge-graph",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "persistent-memory",
"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|unknown|profile capability:claude|supported|profile capability:claude-code|supported|profile capability:claude-code-plugin|supported|profile capability:mcp|supported|profile capability:ai-memory|supported|profile capability:knowledge-graph|supported|profile capability:persistent-memory|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": "vendor",
"category": "vendor",
"label": "Vendor",
"value": "Pcircle Ai",
"href": "https://github.com/PCIRCLE-AI/claude-code-buddy",
"sourceUrl": "https://github.com/PCIRCLE-AI/claude-code-buddy",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-02-25T02:58:30.617Z",
"isPublic": true
},
{
"factKey": "protocols",
"category": "compatibility",
"label": "Protocol compatibility",
"value": "MCP",
"href": "https://xpersona.co/api/v1/agents/mcp-pcircle-ai-claude-code-buddy/contract",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-pcircle-ai-claude-code-buddy/contract",
"sourceType": "contract",
"confidence": "medium",
"observedAt": "2026-02-25T02:58:30.617Z",
"isPublic": true
},
{
"factKey": "traction",
"category": "adoption",
"label": "Adoption signal",
"value": "64 GitHub stars",
"href": "https://github.com/PCIRCLE-AI/claude-code-buddy",
"sourceUrl": "https://github.com/PCIRCLE-AI/claude-code-buddy",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-02-25T02:58:30.617Z",
"isPublic": true
},
{
"factKey": "handshake_status",
"category": "security",
"label": "Handshake status",
"value": "UNKNOWN",
"href": "https://xpersona.co/api/v1/agents/mcp-pcircle-ai-claude-code-buddy/trust",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-pcircle-ai-claude-code-buddy/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
}
]