io.github.CalBearKen/ls-search
REMOTE · LIANGSEARCH.AIONIQ.AI · SCANNED AUG 3
Disposable private vector search + semantic RAG for AI agents. x402 pay-per-call, no account.
Available components
How this component scores in each security and reliability category. Every signal is checked automatically against the live server, and we only credit what we can confirm. How we score →
Endpoint Security66
- The endpoint's TLS certificate is valid, in date, and uses a strong key. View diagnostics → Pass
- Authorisation not fully verified: no authorisation is required to call this server, and 6 tool(s) never declared a destructiveHint. The MCP spec treats an absent hint as destructive by default, so we cannot call this surface safe. See how to fix → View diagnostics → Unverified
- HTTPS is enforced; there's no plaintext access path. View diagnostics → Pass
- The HSTS (Strict-Transport-Security) header is present. View diagnostics → Pass
- DNSSEC is configured correctly; the domain's records validate against the full chain to the root. View diagnostics → Pass
Transport & Reachability100
- Verified streamable-http transport via a live MCP handshake. View diagnostics → Pass
Schema Quality & AI Usability73
- AI-judged instruction clarity (excellent).Pass
- Context-footprint check failed: tool/resource definitions use about 827 tokens (~137/item across 6 items; 6 tools + 0 resources), over budget; trim descriptions and params. See how to fix → Fail
- Usage-examples check failed: none of the tools include examples. See how to fix → Fail
Stability & Change Management27
- Stability observed for 8 of 30 days with no destabilising changes; credit accrues until the full window elapses.Partial
Tool Coverage96
- 100% of tools have a non-trivial description (not blank, and not just the tool's name).Pass
- 89% of tool parameters carry a description.Partial
Capabilities100
- Implements a supported MCP spec version (2025-11-25); the latest is 2026-07-28.Pass
Add this component to your MCP client. Where a client-specific snippet is available, pick your client below and copy it straight into your config; otherwise use the connection detail shown.
remote · liangsearch.aioniq.ai
claude mcp add --transport http calbearken-ls-search https://liangsearch.aioniq.ai/mcp
[mcp_servers.calbearken-ls-search] url = "https://liangsearch.aioniq.ai/mcp"
{
"$schema": "https://opencode.ai/config.json",
"mcp": {
"calbearken-ls-search": {
"type": "remote",
"url": "https://liangsearch.aioniq.ai/mcp",
"enabled": true
}
}
} openclaw mcp add calbearken-ls-search --url https://liangsearch.aioniq.ai/mcp --transport streamable-http
mcp_servers:
calbearken-ls-search:
url: "https://liangsearch.aioniq.ai/mcp" {
"mcpServers": {
"calbearken-ls-search": {
"type": "http",
"url": "https://liangsearch.aioniq.ai/mcp"
}
}
} The mcpServers block is a cross-client convention. Remote transports vary, so check your client's docs.
Every change we have recorded for this component, newest first. Security-relevant changes are always shown. ▲ marks a change for the better, ▼ a change for the worse; unmarked changes are neutral.
- 3 Aug 26 +1
No change was recorded against any check on this day. Stability & Change Management went from 23 to 27. That category is still filling its 30-day observation window: 7 days of observed history at the previous scan, 8 at this one. The score rises as the window fills, whether or not the server changes.
- 1 Aug 26 +1
No change was recorded against any check on this day. Stability & Change Management went from 17 to 20. That category is still filling its 30-day observation window: 5 days of observed history at the previous scan, 6 at this one. The score rises as the window fills, whether or not the server changes.
- 31 Jul 26 +1
- We updated how we score, so this day's move reflects our rubric, not a change to the server See what changed → functional
- 30 Jul 26 +1
- We updated how we score, so this day's move reflects our rubric, not a change to the server See what changed → functional
- 28 Jul 26 +1
No change was recorded against any check on this day. Stability & Change Management went from 3 to 7. That category is still filling its 30-day observation window: 1 days of observed history at the previous scan, 2 at this one. The score rises as the window fills, whether or not the server changes.
- 27 Jul 26 +1
- We updated how we score, so this day's move reflects our rubric, not a change to the server See what changed → functional
- 26 Jul 26 64
First indexed and scored.
Diagnostic detail from the automated scan of this channel: what the scanner observed at each step, so you can see exactly where a check passed or failed. It is informational only and never changes the trust score.
Captured 3 Aug 2026 · Probed https://liangsearch.aioniq.ai/mcp
TLS valid
Negotiated TLS 1.3 with TLS_AES_128_GCM_SHA256 .
| Subject | Issuer | Valid from | Valid until | Key | Signature | Serial |
|---|---|---|---|---|---|---|
| CN=liangsearch.aioniq.ai | CN=WR3,O=Google Trust Services,C=US | 23 Jul 2026 | 21 Oct 2026 | RSA 2048 | SHA256-RSA | e686c442d9ea240f0a00730eb1f75b50 |
| SANs: liangsearch.aioniq.ai | ||||||
| CN=WR3,O=Google Trust Services,C=US (CA) | CN=GTS Root R1,O=Google Trust Services LLC,C=US | 13 Dec 2023 | 20 Feb 2029 | RSA 2048 | SHA256-RSA | 7ff005a91568d63abc22861684aa4b5a |
| CN=GTS Root R1,O=Google Trust Services LLC,C=US (CA) | CN=GlobalSign Root CA,OU=Root CA,O=GlobalSign nv-sa,C=BE | 19 Jun 2020 | 28 Jan 2028 | RSA 4096 | SHA256-RSA | 77bd0d6cdb36f91aea210fc4f058d30d |
DNSSEC secure
Validation of liangsearch.aioniq.ai. — Secure
| Zone | DS | Keys | Algorithms | Outcome |
|---|---|---|---|---|
| . | trust_anchor | 20326, 38696 | 8, 8 | Verified |
| ai. | present | 3799 | 8 | Verified |
| aioniq.ai. | present | 2371 | 13 | Verified |
| liangsearch.aioniq.ai. | Verified address RRset verified with the apex keys |
Authentication No authorisation required
The endpoint answered without asking for a token. Anyone who knows the URL can reach it.
| Result | No authorisation required |
|---|---|
| HTTP status | 200 |
| Header | Value |
|---|---|
| strict-transport-security | max-age=31536000; includeSubDomains |
| content-security-policy | frame-ancestors 'none' |
| x-content-type-options | nosniff |
| x-frame-options | DENY |
| referrer-policy | no-referrer |
Transports 2 probes
| Transport | URL | Outcome | Status | Location |
|---|---|---|---|---|
| streamable-http | https://liangsearch.aioniq.ai/mcp | Verified | 200 | |
| http (plaintext) | http://liangsearch.aioniq.ai/mcp | HTTPS enforced | 301 | https://liangsearch.aioniq.ai:443/mcp |
The tools this component advertises to a client, with an estimated token cost for each. Expand a tool to see its parameters and schema. The per-tool counts are indicative and are not scored directly; the schema's total context footprint is one signal in Schema Quality & AI Usability.
trace_create_workspace ~148
Create an isolated, disposable (ephemeral) vector-search workspace - your own sandboxed index/namespace for semantic retrieval and RAG. Prepays container time via x402 micropayment (USDC on Base, EIP-3009); no account, no signup. Call without x_payment to get the price + payment terms; with a signed x_payment it returns a one-time capability_token for the other tools.
| Name | Type | Req | Description |
|---|---|---|---|
| spend_limit_usd | number | — | Optional cap on total spend incl. extensions |
| ttl_minutes | integer | — | Container minutes to prepay (default 15) |
| x_payment | string | — | Base64 signed x402 payment payload (EIP-3009) |
No output schema declared.
No examples provided.
trace_dispose_workspace ~67
Dispose and permanently delete the workspace and its in-memory vector index/data (zero data retention); returns a cryptographically signed disposal receipt confirming the wipe.
| Name | Type | Req | Description |
|---|---|---|---|
| workspace_id | string | yes | Workspace id from trace_create_workspace |
| workspace_token | string | yes | Capability token from trace_create_workspace |
No output schema declared.
No examples provided.
trace_get_passage ~67
Retrieve a single stored passage/document/item (content and metadata) from your workspace vector index by item id.
| Name | Type | Req | Description |
|---|---|---|---|
| item_id | string | yes | — |
| workspace_id | string | yes | Workspace id from trace_create_workspace |
| workspace_token | string | yes | Capability token from trace_create_workspace |
No output schema declared.
No examples provided.
trace_get_usage ~66
Get workspace usage and billing status for your disposable vector-search workspace: prepaid time/TTL remaining, total spend, ingest/search counts, and state.
| Name | Type | Req | Description |
|---|---|---|---|
| workspace_id | string | yes | Workspace id from trace_create_workspace |
| workspace_token | string | yes | Capability token from trace_create_workspace |
No output schema declared.
No examples provided.
trace_ingest_batch ~99
Ingest and index documents, passages or text chunks into your workspace to build the searchable vector/embedding index for semantic search and RAG retrieval. Each document: {name, text OR content_b64, mime?}; supports text and binary (base64) content.
| Name | Type | Req | Description |
|---|---|---|---|
| documents | array | yes | — |
| workspace_id | string | yes | Workspace id from trace_create_workspace |
| workspace_token | string | yes | Capability token from trace_create_workspace |
No output schema declared.
No examples provided.
trace_search ~154
Semantic vector search / similarity retrieval (nearest-neighbor, embedding-based) over your private disposable index - the core RAG retrieval call. Supports natural-language text queries, cross-modal text->image, and reverse-image search (image_b64). Returns ranked passages/hits with locators. Provide query OR image_b64.
| Name | Type | Req | Description |
|---|---|---|---|
| families | array | — | visual | text_semantic | raw |
| image_b64 | string | — | Base64 image for reverse-image search |
| k | integer | — | Number of results (default 8) |
| query | string | — | Natural-language query |
| workspace_id | string | yes | Workspace id from trace_create_workspace |
| workspace_token | string | yes | Capability token from trace_create_workspace |
No output schema declared.
No examples provided.