Vector Panda Documentation
REMOTE · WWW.VECTORPANDA.COM · SCANNED SEP 30
Search and read Vector Panda docs: API operations, pricing, storage tiers, measured benchmarks.
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 → Why this is hard to score →
Endpoint Security74
- The endpoint's TLS certificate is valid, in date, and uses a strong key. View diagnostics → Pass
- No authorisation is required to call this server. Every tool declares its destructiveHint and none is destructive, so open access doesn't expose one. See how to fix → View diagnostics → Partial
- HTTPS is enforced; there's no plaintext access path. View diagnostics → Pass
- HSTS check failed: the Strict-Transport-Security header is absent. See how to fix → View diagnostics → Fail
- DNSSEC check failed: this domain isn't protected by DNSSEC. See how to fix → View diagnostics → Fail
Transport & Reachability100
- Verified streamable-http transport via a live MCP handshake. View diagnostics → Pass
Schema Quality & AI Usability79
- AI-judged instruction clarity (excellent).Pass
- Tool/resource definitions use about 409 tokens (~51/item across 8 items; 8 tools + 0 resources), lean.Pass
- Usage-examples check failed: none of the tools include examples. See how to fix → Fail
Stability & Change Management77
- Stability observed for 23 of 30 days with no destabilising changes; credit accrues until the full window elapses.Partial
Tool Coverage100
- 100% of tools have a non-trivial description (not blank, and not just the tool's name).Pass
- 100% of tool parameters carry a description.Pass
Tool Safety100
- No prompt-injection markers were found in the server instructions, tool names or descriptions we captured.Pass
- We read all 8 captured tool definition(s), and no name or description among them implies an irreversible operation.Pass
- An AI judge read all 9 captured unit(s) of tool text and found none that tries to manipulate the model reading it.Pass
Capabilities100
- Implements a supported MCP spec version (2025-11-25); the latest is 2026-07-28.Pass
How do I install the Vector Panda Documentation MCP server?
Vector Panda Documentation is a hosted endpoint at https://www.vectorpanda.com/mcp, so there is nothing to install locally. Ready-made configuration for Claude, Cursor, VS Code, Codex and 5 more is on this page, copied from each client's own documentation.
remote · www.vectorpanda.com
claude mcp add --transport http com-vectorpanda-docs 'https://www.vectorpanda.com/mcp'
{
"mcpServers": {
"com-vectorpanda-docs": {
"url": "https://www.vectorpanda.com/mcp"
}
}
} {
"servers": {
"com-vectorpanda-docs": {
"type": "http",
"url": "https://www.vectorpanda.com/mcp"
}
}
} [mcp_servers.com-vectorpanda-docs] url = "https://www.vectorpanda.com/mcp"
{
"$schema": "https://opencode.ai/config.json",
"mcp": {
"com-vectorpanda-docs": {
"type": "remote",
"url": "https://www.vectorpanda.com/mcp",
"enabled": true
}
}
} openclaw mcp add com-vectorpanda-docs --url 'https://www.vectorpanda.com/mcp' --transport streamable-http
mcp_servers:
com-vectorpanda-docs:
url: "https://www.vectorpanda.com/mcp" {
"McpServers": {
"com-vectorpanda-docs": {
"Transport": "http",
"Url": "https://www.vectorpanda.com/mcp"
}
}
} assistant mcp add com-vectorpanda-docs -t streamable-http -u 'https://www.vectorpanda.com/mcp'
{
"mcpServers": {
"com-vectorpanda-docs": {
"type": "http",
"url": "https://www.vectorpanda.com/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.
- 30 Sept 26 +1
No change was recorded against any check on this day. Stability & Change Management went from 73 to 77. That category is still filling its 30-day observation window: 22 days of observed history at the previous scan, 23 at this one. The score rises as the window fills, whether or not the server changes.
- 28 Sept 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 Sept 26 +1
No change was recorded against any check on this day. Stability & Change Management went from 60 to 63. That category is still filling its 30-day observation window: 18 days of observed history at the previous scan, 19 at this one. The score rises as the window fills, whether or not the server changes.
- 25 Sept 26 0
- We updated how we score, so this day's move reflects our rubric, not a change to the server See what changed → functional
- 24 Sept 26 +1
No change was recorded against any check on this day. Stability & Change Management went from 53 to 57. That category is still filling its 30-day observation window: 16 days of observed history at the previous scan, 17 at this one. The score rises as the window fills, whether or not the server changes.
- 22 Sept 26 +1
No change was recorded against any check on this day. Stability & Change Management went from 47 to 50. That category is still filling its 30-day observation window: 14 days of observed history at the previous scan, 15 at this one. The score rises as the window fills, whether or not the server changes.
- 20 Sept 26 +1
No change was recorded against any check on this day. Stability & Change Management went from 40 to 43. That category is still filling its 30-day observation window: 12 days of observed history at the previous scan, 13 at this one. The score rises as the window fills, whether or not the server changes.
- 18 Sept 26 +1
No change was recorded against any check on this day. Stability & Change Management went from 33 to 37. That category is still filling its 30-day observation window: 10 days of observed history at the previous scan, 11 at this one. The score rises as the window fills, whether or not the server changes.
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 30 Sept 2026 · Probed https://www.vectorpanda.com/mcp
TLS valid
Negotiated TLS 1.2 with TLS_ECDHE_RSA_WITH_AES_128_GCM_SHA256 .
| Subject | Issuer | Valid from | Valid until | Key | Signature | Serial |
|---|---|---|---|---|---|---|
| CN=vectorpanda.com | CN=YR1,O=Let's Encrypt,C=US | 2 Sept 2026 | 1 Dec 2026 | RSA 2048 | SHA256-RSA | 6b4ea1091120fce8b82a19cce6cd8f1af0f |
| SANs: api.vectorpanda.com, vectorpanda.com, www.vectorpanda.com | ||||||
| CN=YR1,O=Let's Encrypt,C=US (CA) | CN=Root YR,O=ISRG,C=US | 3 Sept 2025 | 2 Sept 2028 | RSA 2048 | SHA256-RSA | a20253f15f2691c05dc1ce13b9bcca4e |
| CN=Root YR,O=ISRG,C=US (CA) | CN=ISRG Root X1,O=Internet Security Research Group,C=US | 13 May 2026 | 2 Sept 2032 | RSA 4096 | SHA256-RSA | f24b6d17f9d9ad7cb1c9fea78782699f |
Background: What to check on a remote MCP endpoint →
DNSSEC insecure
Validation of www.vectorpanda.com. — Not signed
| Zone | DS | Keys | Algorithms | Outcome |
|---|---|---|---|---|
| . | trust_anchor | 20326, 38696 | 8, 8 | Verified |
| com. | present | 19718 | 13 | Verified |
| vectorpanda.com. | absent | Unsigned (proven) parent-signed NSEC/NSEC3 proves an unsigned delegation |
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 |
Background: How OAuth 2.1 works in the 2026 MCP spec →
Transports 2 probes
| Transport | URL | Outcome | Status | Location |
|---|---|---|---|---|
| streamable-http | https://www.vectorpanda.com/mcp | Verified | 200 | |
| http (plaintext) | http://www.vectorpanda.com/mcp | HTTPS enforced | 301 | https://www.vectorpanda.com/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. A tool's description is untrusted text the model reads on every call, which is what makes this list a security surface and not just an inventory: how tool poisoning works →
compare_storage_tiers Compare storage tiers ~38
Hot, warm, and paused storage tiers: current per-GB prices with what each tier means for query latency and when to pick it.
Input schema present but exposes no named parameters.
No output schema declared.
No examples provided.
get_api_operation Look up an API operation ~74
List public REST API operations, or pass one (e.g. "POST /api/v1/query") for its parameters, request body, responses, and auth. Sourced from the published OpenAPI spec.
| Name | Type | Req | Description |
|---|---|---|---|
| operation | string | – | Operation key like "POST /api/v1/query"; omit to list all operations |
No output schema declared.
No examples provided.
get_benchmark_methodology Get benchmark methodology ~36
Measured benchmark results and full reproduction methodology (VectorDBBench through the public API), including dataset, recall, and cost.
Input schema present but exposes no named parameters.
No output schema declared.
No examples provided.
get_pricing Get current pricing ~34
Current storage-tier pricing, monthly usage credits, and billing cycle. Storage-only pricing: no per-query or egress fees.
Input schema present but exposes no named parameters.
No output schema declared.
No examples provided.
get_quickstart Get the quickstart ~35
The Vector Panda quickstart: install the veep Python SDK, upload a file, and run similarity queries end to end.
Input schema present but exposes no named parameters.
No output schema declared.
No examples provided.
list_supported_formats List supported ingest formats ~22
File formats accepted for vector ingestion, from the canonical features page.
Input schema present but exposes no named parameters.
No output schema declared.
No examples provided.
read_doc Read a document ~61
Fetch the full Markdown of one document by its site path (for example /docs/concepts/embeddings-101), as returned by search_docs.
| Name | Type | Req | Description |
|---|---|---|---|
| path | string | yes | Site path of the document, e.g. /docs/tutorials/filter-syntax |
No output schema declared.
No examples provided.
search_docs Search documentation ~61
Full-text search across Vector Panda concepts, tutorials, projects, and the engineering build log. Returns ranked matches with canonical URLs and freshness.
| Name | Type | Req | Description |
|---|---|---|---|
| limit | integer | – | Maximum results (default 5, cap 20) |
| query | string | yes | Search terms |
No output schema declared.
No examples provided.
What is the Vector Panda Documentation MCP server?
Vector Panda Documentation is an MCP server listed in the public MCP registry as com.vectorpanda/docs. Search and read Vector Panda docs: API operations, pricing, storage tiers, measured benchmarks. This page covers its hosted endpoint (https://www.vectorpanda.com/mcp).
Is the Vector Panda Documentation MCP server safe to use?
Vector Panda Documentation scores 83 out of 100 on VerifyMCP. That is a record of what we were able to check automatically, not an endorsement. The category breakdown on this page shows every signal behind the number, including the ones we could not confirm.
What tools does the Vector Panda Documentation MCP server expose?
Vector Panda Documentation exposes 8 tools: search_docs, read_doc, get_quickstart, get_api_operation, get_pricing, and 3 more. Their descriptions and schemas cost roughly 361 tokens of context every time the server is loaded.
Does the Vector Panda Documentation MCP server require authentication?
No. We connected to Vector Panda Documentation without credentials and it answered, so anything it exposes is reachable by anyone who knows the address.
Is the Vector Panda Documentation MCP server still maintained?
Vector Panda Documentation is still listed as active in the MCP registry. We last reached this channel on 30 September 2026. Those dates come from our own scans of the registry and the channel itself, not from anything the publisher announced.