Rank
83
A Model Context Protocol (MCP) server for GitLab
Traction
No public download signal
Freshness
Updated 2d ago
Crawler Summary
Lightweight MCP server for searching AI skills from SkillsMP before starting any task SkillsMP MCP Server (Lite) A lightweight MCP server that enables AI assistants to search and read skills from the $1 marketplace. Features - **Keyword Search** — find skills by short keywords (e.g. "PDF", "web scraper") - **AI Semantic Search** — find skills with natural language, powered by Cloudflare AI - **Read Skill** — fetch skill content from GitHub via REST API (no git clone, no local files) - **Security Scann Capability contract not published. No trust telemetry is available yet. Last updated 2/25/2026.
Freshness
Last checked 2/25/2026
Best For
skillsmp-mcp-lite is best for mcp, model-context-protocol, skills 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
Lightweight MCP server for searching AI skills from SkillsMP before starting any task SkillsMP MCP Server (Lite) A lightweight MCP server that enables AI assistants to search and read skills from the $1 marketplace. Features - **Keyword Search** — find skills by short keywords (e.g. "PDF", "web scraper") - **AI Semantic Search** — find skills with natural language, powered by Cloudflare AI - **Read Skill** — fetch skill content from GitHub via REST API (no git clone, no local files) - **Security Scann
Public facts
4
Change events
1
Artifacts
0
Freshness
Feb 25, 2026
Capability contract not published. No trust telemetry is available yet. Last updated 2/25/2026.
Trust score
Unknown
Compatibility
MCP
Freshness
Feb 25, 2026
Vendor
Boyonglin
Artifacts
0
Benchmarks
0
Last release
2.4.1
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/boyonglin/skillsmp-mcp-lite.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
Boyonglin
Protocol compatibility
MCP
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 -y skillsmp-mcp-lite --setup
bash
# Windows (PowerShell) $env:SKILLSMP_MCP_CLIENT="cursor"; npx -y skillsmp-mcp-lite --setup # macOS / Linux SKILLSMP_MCP_CLIENT=cursor npx -y skillsmp-mcp-lite --setup
json
"skillsmp": {
"command": "npx",
"args": ["-y", "skillsmp-mcp-lite"],
"env": {
"SKILLSMP_API_KEY": "YOUR_API_KEY"
}
}json
{
"servers": {
"skillsmp": { "type": "stdio", "command": "npx", "args": ["-y", "skillsmp-mcp-lite"], "env": { "SKILLSMP_API_KEY": "YOUR_API_KEY" } }
}
}json
{
"mcpServers": {
"skillsmp": { "command": "npx", "args": ["-y", "skillsmp-mcp-lite"], "env": { "SKILLSMP_API_KEY": "YOUR_API_KEY" } }
}
}bash
claude mcp add skillsmp -- npx -y skillsmp-mcp-lite --env SKILLSMP_API_KEY=YOUR_API_KEY
Full documentation captured from public sources, including the complete README when available.
Docs source
GITHUB MCP
Editorial quality
ready
Lightweight MCP server for searching AI skills from SkillsMP before starting any task SkillsMP MCP Server (Lite) A lightweight MCP server that enables AI assistants to search and read skills from the $1 marketplace. Features - **Keyword Search** — find skills by short keywords (e.g. "PDF", "web scraper") - **AI Semantic Search** — find skills with natural language, powered by Cloudflare AI - **Read Skill** — fetch skill content from GitHub via REST API (no git clone, no local files) - **Security Scann
A lightweight MCP server that enables AI assistants to search and read skills from the SkillsMP marketplace.
git clone, no local files)| Requirement | Purpose | Required |
|---|---|---|
| Node.js ≥ 20 | Runtime | Yes |
| SkillsMP API Key | Authentication | Yes |
| uv (provides uvx) | Security scanning | No |
The server will exit if
SKILLSMP_API_KEYis not set.
Run a single command to automatically detect your MCP client and write the config:
npx -y skillsmp-mcp-lite --setup
This detects which clients are installed (VS Code, Cursor, Claude Desktop, Claude Code) and adds the skillsmp server entry to each config file. For VS Code it also adds a secure input prompt for your API key.
To configure only a specific client, set the SKILLSMP_MCP_CLIENT environment variable:
# Windows (PowerShell)
$env:SKILLSMP_MCP_CLIENT="cursor"; npx -y skillsmp-mcp-lite --setup
# macOS / Linux
SKILLSMP_MCP_CLIENT=cursor npx -y skillsmp-mcp-lite --setup
Supported values: vscode, cursor, claude-desktop, claude-code, all.
If a client already has a
skillsmpentry, it is skipped — running--setupmultiple times is safe.
All clients run the same command — only the config file location and JSON key differ.
Server definition (shared across all clients):
"skillsmp": {
"command": "npx",
"args": ["-y", "skillsmp-mcp-lite"],
"env": {
"SKILLSMP_API_KEY": "YOUR_API_KEY"
}
}
Open Ctrl+Shift+P → MCP: Open User Configuration, then add:
{
"servers": {
"skillsmp": { "type": "stdio", "command": "npx", "args": ["-y", "skillsmp-mcp-lite"], "env": { "SKILLSMP_API_KEY": "YOUR_API_KEY" } }
}
}
VS Code requires the extra
"type": "stdio"field.
| Client | Config file |
|---|---|
| Cursor | ~/.cursor/mcp.json |
| Claude Desktop (macOS) | ~/Library/Application Support/Claude/claude_desktop_config.json |
| Claude Desktop (Windows) | %APPDATA%\Claude\claude_desktop_config.json |
{
"mcpServers": {
"skillsmp": { "command": "npx", "args": ["-y", "skillsmp-mcp-lite"], "env": { "SKILLSMP_API_KEY": "YOUR_API_KEY" } }
}
}
claude mcp add skillsmp -- npx -y skillsmp-mcp-lite --env SKILLSMP_API_KEY=YOUR_API_KEY
| Variable | Default | Description |
|---|---|---|
| SKILLSMP_API_KEY | — | Required. API key from skillsmp.com/docs/api |
| GITHUB_TOKEN | — | Optional. Raises GitHub API rate limit from 60 → 5,000 req/hour |
| SKILL_SCANNER_API_URL | — | Optional. URL of an external Skill Scanner API server |
| SKILL_SCANNER_API_PORT | 8000 | Optional. Port for the auto-managed scanner server |
| SKILLSMP_MCP_CLIENT | — | Optional. Force --setup to configure a specific client (vscode, cursor, claude-desktop, claude-code, all) |
skillsmp_search_skillsSearch for skills using keywords.
| Parameter | Type | Required | Description |
|---|---|---|---|
| query | string | Yes | Search keywords (max 200 chars) |
| page | number | No | Page number (default: 1) |
| limit | number | No | Items per page (default: 20, max: 100) |
| sortBy | string | No | "stars" or "recent" |
skillsmp_ai_search_skillsFind skills using natural language descriptions.
| Parameter | Type | Required | Description |
|---|---|---|---|
| query | string | Yes | Natural language description (max 500 chars) |
skillsmp_read_skillFetch a skill's content from GitHub and optionally run a security scan.
| Parameter | Type | Required | Description |
|---|---|---|---|
| repo | string | Yes | GitHub repository (owner/repo) |
| skillName | string | Yes | Skill name (max 100 chars, alphanumeric / hyphens / underscores) |
| enableScan | boolean | No | Run Cisco Skill Scanner (default: true, requires uv) |
When skillsmp_read_skill is called with enableScan: true (the default), the server:
size (before downloading):
/scan-upload) with use_behavioral=trueuvx if none is running (reused for subsequent scans, shut down on exit)If files are excluded due to scan limits, a Scan Note is included in the results showing how many files and bytes were excluded.
If uvx is not installed, scans are skipped with a warning — the server continues to work normally.
All skill content fetched from third-party repositories includes an Untrusted Content Notice. The content may be read and displayed, but it MUST NOT be automatically executed or followed as instructions without explicit user confirmation. Always review the content and scan results before acting on it.
To manage the scanner server manually:
# Start it yourself
npm run scanner-api
# Or point to an external instance
SKILL_SCANNER_API_URL=http://your-server:8000
Copy the content from AGENTS.example.md into the top of your AGENTS.md to enable automatic skill discovery.
Workflow: AI receives a task → searches with skillsmp_search_skills (short keywords) → falls back to skillsmp_ai_search_skills if needed → reads the best match with skillsmp_read_skill → follows the skill's instructions.
"code review", "typescript", "pdf""how to build a landing page with React"Ask your AI assistant:
MIT
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
Requires: none
Forbidden: none
Guardrails
Operational confidence: low
curl -s "https://xpersona.co/api/v1/agents/mcp-boyonglin-skillsmp-mcp-lite/snapshot"
curl -s "https://xpersona.co/api/v1/agents/mcp-boyonglin-skillsmp-mcp-lite/contract"
curl -s "https://xpersona.co/api/v1/agents/mcp-boyonglin-skillsmp-mcp-lite/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
Do not use if
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": "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-boyonglin-skillsmp-mcp-lite/snapshot",
"contractUrl": "https://xpersona.co/api/v1/agents/mcp-boyonglin-skillsmp-mcp-lite/contract",
"trustUrl": "https://xpersona.co/api/v1/agents/mcp-boyonglin-skillsmp-mcp-lite/trust"
},
"curlExamples": [
"curl -s \"https://xpersona.co/api/v1/agents/mcp-boyonglin-skillsmp-mcp-lite/snapshot\"",
"curl -s \"https://xpersona.co/api/v1/agents/mcp-boyonglin-skillsmp-mcp-lite/contract\"",
"curl -s \"https://xpersona.co/api/v1/agents/mcp-boyonglin-skillsmp-mcp-lite/trust\""
],
"jsonRequestTemplate": {
"query": "summarize this repo",
"constraints": {
"maxLatencyMs": 2000,
"protocolPreference": [
"MCP"
]
}
},
"jsonResponseTemplate": {
"ok": true,
"result": {
"summary": "...",
"confidence": 0.9
},
"meta": {
"source": "GITHUB_MCP",
"generatedAt": "2026-04-17T00:13:16.732Z"
}
},
"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": "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": "skills",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "ai",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "skillsmp",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "ai-skills",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "marketplace",
"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:mcp|supported|profile capability:model-context-protocol|supported|profile capability:skills|supported|profile capability:ai|supported|profile capability:skillsmp|supported|profile capability:ai-skills|supported|profile capability:marketplace|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": "Boyonglin",
"href": "https://github.com/boyonglin/skillsmp-mcp-lite#readme",
"sourceUrl": "https://github.com/boyonglin/skillsmp-mcp-lite#readme",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-02-25T03:23:11.838Z",
"isPublic": true
},
{
"factKey": "protocols",
"category": "compatibility",
"label": "Protocol compatibility",
"value": "MCP",
"href": "https://xpersona.co/api/v1/agents/mcp-boyonglin-skillsmp-mcp-lite/contract",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-boyonglin-skillsmp-mcp-lite/contract",
"sourceType": "contract",
"confidence": "medium",
"observedAt": "2026-02-25T03:23:11.838Z",
"isPublic": true
},
{
"factKey": "handshake_status",
"category": "security",
"label": "Handshake status",
"value": "UNKNOWN",
"href": "https://xpersona.co/api/v1/agents/mcp-boyonglin-skillsmp-mcp-lite/trust",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-boyonglin-skillsmp-mcp-lite/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
}
]Sponsored
Ads related to skillsmp-mcp-lite and adjacent AI workflows.