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
@getlore/cli answer-first brief
Research knowledge repository with semantic search, citations, and project lineage tracking Lore The lore behind your projects. — $1 · $1 Every project accumulates lore — the decisions, conversations, research, and context that explain why things are the way they are. Most of it gets lost between chat threads and forgotten docs. Lore keeps it searchable and citable. A research knowledge repository with **semantic search** and **citations**. Unlike memory systems that store processed facts, Lore preserves yo Capability contract not published. No trust telemetry is available yet. Last updated 2/25/2026.
Freshness
Last checked 2/25/2026
Best For
@getlore/cli is best for knowledge-base, research, mcp 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: 89/100
@getlore/cli
Research knowledge repository with semantic search, citations, and project lineage tracking Lore The lore behind your projects. — $1 · $1 Every project accumulates lore — the decisions, conversations, research, and context that explain why things are the way they are. Most of it gets lost between chat threads and forgotten docs. Lore keeps it searchable and citable. A research knowledge repository with **semantic search** and **citations**. Unlike memory systems that store processed facts, Lore preserves yo
MCPself-declared
Public facts
3
Change events
0
Artifacts
0
Freshness
Feb 25, 2026
Verifiededitorial-contentNo verified compatibility signals
Capability contract not published. No trust telemetry is available yet. Last updated 2/25/2026.
Trust evidence available
Trust score
Unknown
Compatibility
MCP
Freshness
Feb 25, 2026
Vendor
Getlore
Artifacts
0
Benchmarks
0
Last release
0.8.8
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 2/25/2026.
Setup snapshot
git clone https://github.com/getlore-ai/lore.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
Getlore
profilemedium
Compatibility (1)
Protocol compatibility
MCP
contractmedium
Security (1)
Handshake status
UNKNOWN
trustmedium
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
bash
npm install -g @getlore/cli # Setup (API keys + login) lore setup # Add a source directory (interactive prompts) lore sync add # Sync and search lore sync lore search "user pain points"
json
{
"mcpServers": {
"lore": {
"command": "npx",
"args": ["-y", "@getlore/cli", "mcp"]
}
}
}bash
# From plugin directory (once approved) /plugin install lore # Or install directly from GitHub /plugin install https://github.com/getlore-ai/lore/tree/main/plugins/claude-code # Or via Lore CLI lore skills install claude-code
bash
# From Extensions Gallery gemini extensions install lore # Or install directly from GitHub gemini extensions install https://github.com/getlore-ai/lore --path plugins/gemini # Or via Lore CLI lore skills install gemini
bash
# Add MCP server codex mcp add lore -- npx -y @getlore/cli mcp # Install skill lore skills install codex
bash
# From ClawHub clawhub install lore # Or via Lore CLI lore skills install openclaw
Docs & README
Full documentation captured from public sources, including the complete README when available.
Docs source
GITHUB MCP
Editorial quality
ready
Research knowledge repository with semantic search, citations, and project lineage tracking Lore The lore behind your projects. — $1 · $1 Every project accumulates lore — the decisions, conversations, research, and context that explain why things are the way they are. Most of it gets lost between chat threads and forgotten docs. Lore keeps it searchable and citable. A research knowledge repository with **semantic search** and **citations**. Unlike memory systems that store processed facts, Lore preserves yo
Full README
Lore
The lore behind your projects. — getlore.ai · npm
Every project accumulates lore — the decisions, conversations, research, and context that explain why things are the way they are. Most of it gets lost between chat threads and forgotten docs. Lore keeps it searchable and citable.
A research knowledge repository with semantic search and citations. Unlike memory systems that store processed facts, Lore preserves your original sources and lets you cite exactly what was said, by whom, and when.
Quick Start
npm install -g @getlore/cli
# Setup (API keys + login)
lore setup
# Add a source directory (interactive prompts)
lore sync add
# Sync and search
lore sync
lore search "user pain points"
What It Does
- Hybrid Search — Semantic + keyword search with Reciprocal Rank Fusion
- Citations — Every insight links back to the original source with context
- MCP Integration — 9 tools for Claude Desktop and Claude Code
- Agentic Research — Claude iteratively explores your knowledge, synthesizes findings with citations
- Multi-Machine Sync — Content hash deduplication across machines
- Universal Formats — Markdown, JSONL, JSON, PDF, images, CSV, HTML, and more
MCP Configuration
One-click install:
Run npx @getlore/cli setup first to configure API keys and sign in. The MCP server reads your config automatically — no env vars needed.
Manual config — add to your MCP client config (.mcp.json, .cursor/mcp.json, etc.):
{
"mcpServers": {
"lore": {
"command": "npx",
"args": ["-y", "@getlore/cli", "mcp"]
}
}
}
CLI Commands
| Command | Description |
|---------|-------------|
| lore setup | Guided configuration wizard |
| lore auth login | Sign in with email OTP |
| lore sync | Sync all configured sources |
| lore sync add | Add a source directory |
| lore search <query> | Hybrid search |
| lore research <query> | AI-powered deep research |
| lore browse | Interactive TUI browser |
| lore docs list | List documents |
| lore projects | List projects |
| lore mcp | Start MCP server |
Requirements
- Node.js 18+
- OpenAI API key (embeddings)
- Anthropic API key (metadata extraction & research)
- Lore account (free — sign up via
lore auth login)
How Sync Works
- Discovery (free) — Finds files, computes SHA256 hashes, checks for duplicates
- Processing (new files only) — Claude extracts metadata, OpenAI generates embeddings, stores in Supabase
Same content on different machines produces the same hash — no duplicate processing.
Agent Platform Install
Lore works with any agent that supports MCP. Use lore skills install or install directly from your platform's registry.
Claude Code
# From plugin directory (once approved)
/plugin install lore
# Or install directly from GitHub
/plugin install https://github.com/getlore-ai/lore/tree/main/plugins/claude-code
# Or via Lore CLI
lore skills install claude-code
Gemini CLI
# From Extensions Gallery
gemini extensions install lore
# Or install directly from GitHub
gemini extensions install https://github.com/getlore-ai/lore --path plugins/gemini
# Or via Lore CLI
lore skills install gemini
Codex CLI
# Add MCP server
codex mcp add lore -- npx -y @getlore/cli mcp
# Install skill
lore skills install codex
OpenClaw
# From ClawHub
clawhub install lore
# Or via Lore CLI
lore skills install openclaw
License
MIT
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-getlore-ai-lore/snapshot"
curl -s "https://xpersona.co/api/v1/agents/mcp-getlore-ai-lore/contract"
curl -s "https://xpersona.co/api/v1/agents/mcp-getlore-ai-lore/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-getlore-ai-lore/snapshot",
"contractUrl": "https://xpersona.co/api/v1/agents/mcp-getlore-ai-lore/contract",
"trustUrl": "https://xpersona.co/api/v1/agents/mcp-getlore-ai-lore/trust"
},
"curlExamples": [
"curl -s \"https://xpersona.co/api/v1/agents/mcp-getlore-ai-lore/snapshot\"",
"curl -s \"https://xpersona.co/api/v1/agents/mcp-getlore-ai-lore/contract\"",
"curl -s \"https://xpersona.co/api/v1/agents/mcp-getlore-ai-lore/trust\""
],
"jsonRequestTemplate": {
"query": "summarize this repo",
"constraints": {
"maxLatencyMs": 2000,
"protocolPreference": [
"MCP"
]
}
},
"jsonResponseTemplate": {
"ok": true,
"result": {
"summary": "...",
"confidence": 0.9
},
"meta": {
"source": "GITHUB_MCP",
"generatedAt": "2026-04-17T05:34:36.215Z"
}
},
"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"
},
{
"key": "knowledge-base",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "research",
"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": "model-context-protocol",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "semantic-search",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "citations",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "project-management",
"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": "claude",
"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:knowledge-base|supported|profile capability:research|supported|profile capability:mcp|supported|profile capability:model-context-protocol|supported|profile capability:semantic-search|supported|profile capability:citations|supported|profile capability:project-management|supported|profile capability:ai-agents|supported|profile capability:claude|supported|profile capability:cli|supported|profile"
}Facts JSON
[
{
"factKey": "vendor",
"category": "vendor",
"label": "Vendor",
"value": "Getlore",
"href": "https://getlore.ai",
"sourceUrl": "https://getlore.ai",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-02-25T03:07:25.096Z",
"isPublic": true
},
{
"factKey": "protocols",
"category": "compatibility",
"label": "Protocol compatibility",
"value": "MCP",
"href": "https://xpersona.co/api/v1/agents/mcp-getlore-ai-lore/contract",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-getlore-ai-lore/contract",
"sourceType": "contract",
"confidence": "medium",
"observedAt": "2026-02-25T03:07:25.096Z",
"isPublic": true
},
{
"factKey": "handshake_status",
"category": "security",
"label": "Handshake status",
"value": "UNKNOWN",
"href": "https://xpersona.co/api/v1/agents/mcp-getlore-ai-lore/trust",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-getlore-ai-lore/trust",
"sourceType": "trust",
"confidence": "medium",
"observedAt": null,
"isPublic": true
}
]Change Events JSON
[]