tech.searchpipe/searchpipe
repo:https://github.com/searchpipe/searchpipe-mcp
Real-time web search for AI agents: ranked results, source URLs, and optional AI answers.
- transport:
- remote
- credential class:
- self-provisionable
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- searchpipe_searchshallow
Run an AI-powered web search for a query: multi-engine retrieval → page fetching → LLM reranking → optional AI answer. Uses the same commercial pipeline as the HTTP POST /search endpoint: authentication → rate limiting → input moderation → credit charge → search → output moderation + AI-generated marker → refund on failure → usage logging. Credits are charged per call. api_key: an API key starting with `sp-`. It may also be provided through the SEARCHPIPE_API_KEY environment variable (the parameter takes precedence). Returns Tavily-style structured results (query / answer / results[]). Returns a tool error on authentication failure, insufficient credits, content violation, or retrieval failure.
- searchpipe_verifyshallow
Verify a factual claim against retrieved evidence: claim in, verdict out — a four-label judgment (supported / partial / unsupported / inconclusive), not generated text. Every result ships with verifiable evidence — span-level quotes, claim verdicts, and source authority — not just links. Verdict labels: `supported` = evidence text clearly supports the claim; `partial` = partly supported or weak evidence; `unsupported` = reachable evidence does not support the claim (misattributed citation detected); `inconclusive` = the claim could not be judged (fetch failure, paywall, or insufficient evidence) — the tool reports that honestly instead of guessing. Verification fetches source pages and judges claim-evidence consistency, so it typically takes 5-15 seconds. Uses the same commercial pipeline as the HTTP POST /verify endpoint: authentication → email verification → rate limiting → input moderation → per-request credit charge → verification → refund on failure → usage logging. Credits are charged per call; an inconclusive verdict is still a delivered result and is not refunded. mode: evidence route — "paper" / "web" / "auto" (default; a DOI or arXiv signal decides). evidence_urls: up to 5 caller-supplied citations to verify. max_evidence: maximum evidence items to return (1-10, default 5). api_key: an API key starting with `sp-`. It may also be provided through the SEARCHPIPE_API_KEY environment variable (the parameter takes precedence). Returns VerifyResponse (verdict / confidence / reason_code / evidences[] / timing). Returns a tool error on authentication failure, insufficient credits, content violation, verification failure, or when the verify endpoint is disabled ("Verify endpoint is not available").
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