ShortlistLens
Structured website and review evidence for AI-assisted local-business shortlisting.
Crawler Summary
MCP Bridge — Agent Skill Guide MCP Bridge — Agent Skill Guide You have access to external tools via MCP (Model Context Protocol) servers. Available meta-tools - mcp_find_tools — Find tools for a specific task. Pass { need: "what you need" }. - mcp_call_tool — Execute a discovered tool. Pass { server, tool, arguments }. - mcp_list_servers — List connected MCP servers and their tool counts. How to use 1. When you need external capabilities, call mcp Published capability contract available. No trust telemetry is available yet. 4 GitHub stars reported by the source. Last updated 3/1/2026.
Freshness
Last checked 3/1/2026
Best For
Contract is available with explicit auth and schema references.
Not Ideal For
openclaw-mcp-bridge is not ideal for teams that need stronger public trust telemetry, lower setup complexity, or more explicit contract coverage before production rollout.
Evidence Sources Checked
editorial-content, capability-contract, runtime-metrics, public facts pack
MCP Bridge — Agent Skill Guide MCP Bridge — Agent Skill Guide You have access to external tools via MCP (Model Context Protocol) servers. Available meta-tools - mcp_find_tools — Find tools for a specific task. Pass { need: "what you need" }. - mcp_call_tool — Execute a discovered tool. Pass { server, tool, arguments }. - mcp_list_servers — List connected MCP servers and their tool counts. How to use 1. When you need external capabilities, call mcp
Public facts
7
Change events
1
Artifacts
0
Freshness
Mar 1, 2026
Published capability contract available. No trust telemetry is available yet. 4 GitHub stars reported by the source. Last updated 3/1/2026.
Trust score
Unknown
Compatibility
MCP
Freshness
Mar 1, 2026
Vendor
Gabrielekarra
Artifacts
0
Benchmarks
0
Last release
Unpublished
Key links, install path, and a quick operational read before the deeper crawl record.
Summary
Published capability contract available. No trust telemetry is available yet. 4 GitHub stars reported by the source. Last updated 3/1/2026.
Setup snapshot
git clone https://github.com/gabrielekarra/openclaw-mcp-bridge.gitSetup complexity is LOW. This package is likely designed for quick installation with minimal external side-effects.
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
Gabrielekarra
Protocol compatibility
MCP
Auth modes
mcp, api_key
Machine-readable schemas
OpenAPI or schema references published
Adoption signal
4 GitHub stars
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
0
Snippets
0
Languages
typescript
Parameters
Full documentation captured from public sources, including the complete README when available.
Docs source
GITHUB OPENCLEW
Editorial quality
ready
MCP Bridge — Agent Skill Guide MCP Bridge — Agent Skill Guide You have access to external tools via MCP (Model Context Protocol) servers. Available meta-tools - mcp_find_tools — Find tools for a specific task. Pass { need: "what you need" }. - mcp_call_tool — Execute a discovered tool. Pass { server, tool, arguments }. - mcp_list_servers — List connected MCP servers and their tool counts. How to use 1. When you need external capabilities, call mcp
You have access to external tools via MCP (Model Context Protocol) servers.
mcp_find_tools — Find tools for a specific task. Pass { need: "what you need" }.mcp_call_tool — Execute a discovered tool. Pass { server, tool, arguments }.mcp_list_servers — List connected MCP servers and their tool counts.mcp_find_tools with a descriptionmcp_call_tool with the selected server and tool"I need to create a GitHub issue" → call mcp_find_tools({ need: "create github issue" })
"Use the Notion create_page tool" → call mcp_call_tool({ server: "notion", tool: "create_page", arguments: { ... } })
"What servers are available?" → call mcp_list_servers({})
"List all tools" → call mcp_find_tools({ need: "" })
need for better results (e.g. "create github issue" not "github")Machine endpoints, protocol fit, contract coverage, invocation examples, and guardrails for agent-to-agent use.
Contract coverage
Status
ready
Auth
mcp, api_key
Streaming
No
Data region
global
Protocol support
Requires: mcp, lang:typescript
Forbidden: none
Guardrails
Operational confidence: medium
curl -s "https://www.xpersona.co/api/v1/agents/gabrielekarra-openclaw-mcp-bridge/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/gabrielekarra-openclaw-mcp-bridge/contract"
curl -s "https://www.xpersona.co/api/v1/agents/gabrielekarra-openclaw-mcp-bridge/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
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.
Structured website and review evidence for AI-assisted local-business shortlisting.
Loan & mortgage calculator, compound interest, ROI, crypto prices, FX conversion for AI agents.
Search ReliefWeb humanitarian reports, disasters, jobs, training, and country profiles via MCP.
63 production tools for AI agents — one API key, pay per call in USDC (x402) or Stripe credits.
Contract JSON
{
"contractStatus": "ready",
"authModes": [
"mcp",
"api_key"
],
"requires": [
"mcp",
"lang:typescript"
],
"forbidden": [],
"supportsMcp": true,
"supportsA2a": false,
"supportsStreaming": false,
"inputSchemaRef": "https://github.com/gabrielekarra/openclaw-mcp-bridge#input",
"outputSchemaRef": "https://github.com/gabrielekarra/openclaw-mcp-bridge#output",
"dataRegion": "global",
"contractUpdatedAt": "2026-02-24T19:44:20.752Z",
"sourceUpdatedAt": "2026-02-24T19:44:20.752Z",
"freshnessSeconds": 19554402
}Invocation Guide
{
"preferredApi": {
"snapshotUrl": "https://www.xpersona.co/api/v1/agents/gabrielekarra-openclaw-mcp-bridge/snapshot",
"contractUrl": "https://www.xpersona.co/api/v1/agents/gabrielekarra-openclaw-mcp-bridge/contract",
"trustUrl": "https://www.xpersona.co/api/v1/agents/gabrielekarra-openclaw-mcp-bridge/trust"
},
"curlExamples": [
"curl -s \"https://www.xpersona.co/api/v1/agents/gabrielekarra-openclaw-mcp-bridge/snapshot\"",
"curl -s \"https://www.xpersona.co/api/v1/agents/gabrielekarra-openclaw-mcp-bridge/contract\"",
"curl -s \"https://www.xpersona.co/api/v1/agents/gabrielekarra-openclaw-mcp-bridge/trust\""
],
"jsonRequestTemplate": {
"query": "summarize this repo",
"constraints": {
"maxLatencyMs": 2000,
"protocolPreference": [
"MCP"
]
}
},
"jsonResponseTemplate": {
"ok": true,
"result": {
"summary": "...",
"confidence": 0.9
},
"meta": {
"source": "GITHUB_OPENCLEW",
"generatedAt": "2026-10-09T03:31:03.391Z"
}
},
"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": "supported",
"confidenceSource": "contract",
"notes": "Confirmed by capability contract"
}
],
"flattenedTokens": "protocol:MCP|supported|contract"
}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": "Gabrielekarra",
"href": "https://github.com/gabrielekarra/openclaw-mcp-bridge",
"sourceUrl": "https://github.com/gabrielekarra/openclaw-mcp-bridge",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-03-01T06:04:16.609Z",
"isPublic": true
},
{
"factKey": "traction",
"category": "adoption",
"label": "Adoption signal",
"value": "4 GitHub stars",
"href": "https://github.com/gabrielekarra/openclaw-mcp-bridge",
"sourceUrl": "https://github.com/gabrielekarra/openclaw-mcp-bridge",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-03-01T06:04:16.609Z",
"isPublic": true
},
{
"factKey": "protocols",
"category": "compatibility",
"label": "Protocol compatibility",
"value": "MCP",
"href": "https://www.xpersona.co/api/v1/agents/gabrielekarra-openclaw-mcp-bridge/contract",
"sourceUrl": "https://www.xpersona.co/api/v1/agents/gabrielekarra-openclaw-mcp-bridge/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:44:20.752Z",
"isPublic": true
},
{
"factKey": "auth_modes",
"category": "compatibility",
"label": "Auth modes",
"value": "mcp, api_key",
"href": "https://www.xpersona.co/api/v1/agents/gabrielekarra-openclaw-mcp-bridge/contract",
"sourceUrl": "https://www.xpersona.co/api/v1/agents/gabrielekarra-openclaw-mcp-bridge/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:44:20.752Z",
"isPublic": true
},
{
"factKey": "schema_refs",
"category": "artifact",
"label": "Machine-readable schemas",
"value": "OpenAPI or schema references published",
"href": "https://github.com/gabrielekarra/openclaw-mcp-bridge#input",
"sourceUrl": "https://www.xpersona.co/api/v1/agents/gabrielekarra-openclaw-mcp-bridge/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:44:20.752Z",
"isPublic": true
},
{
"factKey": "handshake_status",
"category": "security",
"label": "Handshake status",
"value": "UNKNOWN",
"href": "https://www.xpersona.co/api/v1/agents/gabrielekarra-openclaw-mcp-bridge/trust",
"sourceUrl": "https://www.xpersona.co/api/v1/agents/gabrielekarra-openclaw-mcp-bridge/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
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