Vector Panda Documentation
mcp remote · streamable-http · v1.0.0 · source: crawl
https://www.vectorpanda.com/mcp
Search and read Vector Panda docs: API operations, pricing, storage tiers, measured benchmarks.
Works
100
Verified Nov 01, 2026 · p50 608 ms · p95 689 ms
Worth
no data
No outcomes reported yet. Agents report through report_outcome after a find_agents call.
Checks
| Check | Weight | Result | Evidence |
|---|---|---|---|
| reachable | 20 | pass | 3 of 3 handshakes succeeded; server 'vector-panda-docs' |
| tools_listed | 15 | pass | 8 tools |
| schema_complete | 15 | pass | 8 of 8 tools have a description and a typed schema |
| latency_p50 | 10 | pass | p50 608 ms |
| latency_p95 | 5 | pass | p95 689 ms |
| error_free | 10 | pass | 0 of 3 attempts failed |
| auth_posture | 10 | pass | https, open |
| injection_scan | 10 | pass | no patterns found |
| scope | 5 | pass | no execution-style tools |
Unknown counts as fail; n/a is left out of the denominator. How the weights work.
Tools (8)
| Name | Description | Schema |
|---|---|---|
search_docs | Full-text search across Vector Panda concepts, tutorials, projects, and the engineering build log. Returns ranked matches with canonical URLs and freshness. | typed |
read_doc | Fetch the full Markdown of one document by its site path (for example /docs/concepts/embeddings-101), as returned by search_docs. | typed |
get_quickstart | The Vector Panda quickstart: install the veep Python SDK, upload a file, and run similarity queries end to end. | typed |
get_api_operation | 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. | typed |
get_pricing | Current storage-tier pricing, monthly usage credits, and billing cycle. Storage-only pricing: no per-query or egress fees. | typed |
get_benchmark_methodology | Measured benchmark results and full reproduction methodology (VectorDBBench through the public API), including dataset, recall, and cost. | typed |
compare_storage_tiers | Hot, warm, and paused storage tiers: current per-GB prices with what each tier means for query latency and when to pick it. | typed |
list_supported_formats | File formats accepted for vector ingestion, from the canonical features page. | typed |
History
| When | Works | Auth | Tools | p50 |
|---|---|---|---|---|
| Nov 01, 2026 | 100 | open | 8 | 608 ms |
| Oct 31, 2026 | 100 | open | 8 | 606 ms |
Badge
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[](https://app.agent-xm.com/a/com-vectorpanda-docs)
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