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hyperplexity/production

Hyperplexity

# Hyperplexity — AI Research Tables with Citations and Confidence Scores **Turn a prompt into a verified, cited research table. Or fact-check any table or document you already have.** Hyperplexity gives Claude the ability to conduct deep, structured research across entire domains — not one question at a time, but hundreds of cells simultaneously, each with a sourced answer, a confidence rating, and links to the evidence. --- ## What it does You describe what you want in plain English. Hyperplexity researches it, validates every fact, and returns a structured table where each cell has: - ✅ A verified answer - 📊 A confidence score (HIGH / MEDIUM / LOW) - 🔗 Citations to the actual sources The output is an Excel file and a shareable interactive viewer. Claude drives the full workflow — you just review and approve. --- ## Three ways to start Once installed, tell Claude what you want in plain English — it drives everything from there. | Goal | What to say to Claude | |------|----------------------| | **Generate a table from a prompt** | *"Use Hyperplexity to create a table of the top 20 US biotech companies with columns: company, market cap, lead drug, and phase."* | | **Validate an existing Excel or CSV** | *"Use Hyperplexity to validate `companies.xlsx`. Interview me about what each column means, then run the preview."* | | **Fact-check a document or passage** | *"Use Hyperplexity to fact-check this analyst report."* *(paste text or share a file path)* | Claude handles the full workflow — upload, configure, preview, approve — pausing only when a decision genuinely needs you. --- ## What each workflow does ### Generate a table from a prompt Claude starts a table-maker session, clarifies the structure if needed, builds the table, runs a free 3-row preview, and waits for your approval before billing. ### Validate an existing Excel or CSV file Upload any table and Hyperplexity fact-checks every cell against live sources. It learns the meaning of your columns through a short interview (or you can skip the interview entirely with a one-line description), then runs the same preview-then-approve flow. ### Fact-check a document or text passage Paste an analyst report, a research abstract, or any text with factual claims. Hyperplexity extracts each claim, verifies it independently, and returns support levels: **SUPPORTED / PARTIAL / UNSUPPORTED / UNVERIFIABLE** — with the source for every verdict. ### Refresh a table you already ran Re-run validation on any prior job to pick up changes in source data. No re-upload or configuration needed. --- ## Why it's different Most AI tools answer one question at a time. Hyperplexity answers a whole research domain at once — running hundreds of targeted searches, applying QC passes, and reconciling conflicting sources — then packages the results into a structured, citable format. The MCP integration means Claude can drive the entire workflow autonomously: upload, configure, preview, approve, and retrieve results — pausing only when a decision genuinely requires human input. --- ## Pricing | | Cost | |--|--| | Preview (first 3 rows) | Free | | Standard validation | ~$0.05 / cell | | Advanced validation | up to ~$0.25 / cell | | Minimum per run | $2.00 | New accounts get **$20 in free credits** — enough for several full tables. --- ## Get started 1. Get your API key at [hyperplexity.ai/account](https://hyperplexity.ai/account) 2. Install the MCP server: **Option A — uvx (recommended):** ```bash claude mcp add hyperplexity uvx mcp-server-hyperplexity \ -e HYPERPLEXITY_API_KEY=hpx_live_your_key_here ``` **Option B — Direct HTTP to Railway:** ```bash claude mcp add hyperplexity \ --transport http \ https://mcp-server-hyperplexity-production.up.railway.app/ \ --header "X-Api-Key: hpx_live_your_key_here" ``` **Option C — Smithery** (for OpenClaw and other Smithery-compatible clients): ```bash npx -y @smithery/cli@latest login npx -y @smithery/cli@latest mcp add hyperplexity/hyperplexity --client claude-code ``` Then open your client → `/mcp` → **hyperplexity → Authenticate** → enter your API key. 3. Ask your agent: *"Use Hyperplexity to generate a table of…"* Full documentation: [eliyahu.ai/api-guide](https://eliyahu.ai/api-guide)

JSON report • Policy • Badge metadata • History API •
• Global feed
Decision: Block for production
Why: failing live status + score below evaluation threshold
Next: revalidate, add safeguards, export policy
EXECUTIVE VERDICT

Executive verdict

Production trust decision: Block for production
Reason: failing live status + score below evaluation threshold
Next action: revalidate, add safeguards, export policy
Production decision
Block for production
failing live status + score below evaluation threshold
Current score
45.6
Snapshot trustsnap_4b63b319c34c9153
Next action
revalidate, add safeguards, export policy
Claim the profile to add evidence, trigger validation, and configure monitoring.
Compare alternatives Export policy Open report JSON
Observed Attention
No observed attention
No observed attention in the current 30-day window.
  • No segmented attention signals observed in the current window.
Bucketed signal based on recent segmented Verify telemetry. Crawler and evaluator activity is not treated as confirmed human demand.
Evidence Tool risk Compatibility Policy History Badge Raw report
Status
Failing
Score
45.6
Transport
unknown
Tools
0

Current trust snapshot

Snapshot ID
trustsnap_4b63b319c34c9153
Use this ID to compare server page, report, policy, MCP, homepage, ranking, and shortlist surfaces.
Snapshot generated
Jul 09, 2026 02:15:39 PM UTC
All page, report, policy, and MCP surfaces use this same server-detail snapshot shape.
Last validated
Jul 09, 2026 10:34:51 AM UTC
Age: 3.68h • freshness band: Verified in last 24h • display score: 45.62
Production trust decision
Block for production
failing live status + score below evaluation threshold
Readiness class
unknown

Canonical machine links

Compare index
/compare.json
Compare API
/v1/compare?server=hyperplexity%2Fproduction
Trust summary
/v1/servers/hyperplexity/production/trust-summary
Report JSON
/v1/servers/hyperplexity/production/report
Policy export
/v1/servers/hyperplexity/production/policy
Badge metadata
/v1/servers/hyperplexity/production/badge
Ledger evidence
/v1/servers/hyperplexity/production/ledger
Human compare URL
/compare?server=hyperplexity%2Fproduction
SERVER OWNER FUNNEL

Own this MCP?

Claim ownership, prove control with a GitHub, DNS, HTTP, MCP metadata, or email-domain challenge, revalidate now, publish a badge, configure monitoring, and unlock a verified server profile.

1. Claim
unclaimed
with GitHub, DNS, or HTTP challenge instructions.
2. Revalidate
POST /v1/servers/hyperplexity/production/revalidate
Verified owners get priority queueing after proof succeeds.
3. Badge
Verified by MCP Verify badge
Verified by MCP Verify - score 45.6 - last checked Jul 9, 2026
4. Monitor
Continuous Verify plan is self-serve: choose a tier, configure watches, add authenticated validation, trigger revalidation, and use the badge.
Paid profile
Verified Server Profile
Add verified publisher identity, security metadata, evidence packs, badge customization, and owner analytics without buying a better score.
Badge embed 
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MCP TrustOps

TrustOps turns this report into operational controls: freshness SLAs, authenticated validation, semantic benchmarks, policy exports, alert subscriptions, badges, cost/compliance metadata, and runtime routing. Fresh trusted index decisions stay separate from long-tail inventory so stale scores do not masquerade as current evidence.

Freshness band
Verified in last 24h
Policy SLA: 168.0h • confidence-weighted score: 22.8 • stale score suppressed: ✕
Policy exports
Export policy
Formats: json, rego, yaml, github_action, gateway_config, client_report
Runtime routing
/v1/decide
Returns allowed tools, blocked tools, approval requirement, and reason.
Hosted runtime
Verify Hosted MCP
Deploy trusted servers from GitHub with secrets, egress controls, releases, rollback, and audit events.
Authenticated validation
✕
Premium publisher feature: paid authenticated runs verify scopes, write-action safeguards, and authorized tool execution.
Active trust badges
Freshly Validated No Critical Risk
Semantic benchmarks
template ready
Templates cover GitHub, database, healthcare, web search, and CRM least-privilege jobs.
Supply chain
not scanned
Deep scan checks are marked separately from public metadata signals.
Compliance metadata
✓
Terms, privacy, SOC 2, HIPAA, GDPR, retention, deletion, and audit-log fields are tracked as enterprise metadata.
Alert subscription types
Status changes Score drops or recovers Freshness SLA breach Validation schema drift OAuth or auth behavior changes Tool surface changes New or changed write tool Supply-chain signal changes Legal or compliance metadata changes

MCP Runtime hosting

No hosted runtime profile is available yet.

Production readiness class

Production readiness class
Unknown
Fast server evidence is served while Verify protects web capacity.
Critical alerts
0
Production verdicts degrade quickly when critical alerts are active.

Evidence confidence

Confidence score
0.0
Full server evidence will be rebuilt by the regular cache refresh path.
Live checks captured
0
More direct checks increase trust in the current verdict.
Validation age
n/a
Lower age means fresher evidence.

Recommended for

No recommendation profile is available yet.

Client compatibility verdicts

No client compatibility verdicts are available yet.

Why compatibility is limited by client

No per-client remediation checklist is available yet.

Verdict traces

No verdict trace data is available yet.

Publishability policy profiles

No publishability policy profiles are available yet.

Compatibility fixtures

No compatibility fixtures are available yet.

Authenticated validation sessions

No authenticated validation detail is available yet.

Public validation is free. Authenticated validation is paid and proves scoped behavior, write-action safeguards, and authenticated tool execution.

Public server reputation

No public server reputation signals are available yet.

Incident & change feed

No incidents or changes recorded yet.

Capabilities

Use-case taxonomy
No taxonomy tags yet.

Security posture

No security posture summary available yet.

Agent Commerce & Payment Readiness - Beta

No agent-commerce assessment available yet.

Tool capability & risk inventory

No tool inventory available from the latest validation run.

Write-action governance

No write-action governance summary is available yet.

Action-controls diff

Need at least two validation runs before diffing action controls.

Why this score?

No score decomposition available yet.

Algorithmic score breakdown

Auth Operability
0/4
Measures whether auth discovery and protected access behave predictably for clients.
Error Contract Quality
0/4
Grades machine-readable error structure, status alignment, and remediation hints.
Rate-Limit Semantics
2/4
Checks whether quota/throttle responses are deterministic and automation-friendly.
Schema Completeness
0/4
Completeness of tool descriptions, parameter docs, examples, and schema shape.
Backward Compatibility
4/4
Stability score across tool schema/name drift relative to prior validations.
SLO Health
3/4
Availability, latency, and burst-failure profile across recent validation history.
Security Hygiene
1.5/4
HTTPS posture, endpoint hygiene, and response-surface hardening checks.
Task Success
1.7/4
Can an agent reliably initialize, enumerate tools, and execute core MCP flows?
Trust Confidence
2/4
Confidence-adjusted reliability score that penalizes low evidence volume.
Abuse/Noise Resilience
3/4
How well the server preserves core behavior in the presence of noisy traffic patterns.
Prompt Contract
2/4
Quality of prompt metadata, argument shape, and prompt discoverability for clients.
Resource Contract
2/4
How completely resources and resource templates describe URIs, types, and usage shape.
Discovery Metadata
3/4
Homepage, docs, icon, repository, support, and license coverage for directory consumers.
Registry Consistency
3/4
Agreement between stored registry metadata, live server-card data, and current validation output.
Installability
2/4
How cleanly a real client can connect, initialize, enumerate tools, and proceed through auth.
Session Semantics
0/4
Determinism and state behavior across repeated MCP calls, including sticky-session surprises.
Tool Surface Design
0/4
Naming clarity, schema ergonomics, and parameter complexity across the tool surface.
Result Shape Stability
0/4
Stability of declared output schemas across validations, with penalties for drift or missing shapes.
OAuth Interop
0/4
Depth and client compatibility of OAuth/OIDC metadata beyond the minimal protected-resource check.
Recovery Semantics
0/4
Whether failures include actionable machine-readable next steps such as retry or upgrade guidance.
Maintenance Signal
3.8/4
Versioning, update recency, and historical validation cadence that indicate active stewardship.
Adoption Signal
2/4
Directory presence and distribution clues that suggest the server is intended for external use.
Freshness Confidence
3/4
Confidence that recent validations are current enough and dense enough to trust operationally.
Transport Fidelity
0/4
Whether declared transport metadata matches the observed endpoint behavior and response formats.
Spec Recency
2/4
How close the server’s claimed MCP protocol version is to the latest known public revision.
Session Resume
0/4
Whether Streamable HTTP session identifiers and resumed requests behave cleanly for real clients.
Step-Up Auth
3/4
Whether OAuth metadata and WWW-Authenticate challenges support granular, incremental consent instead of broad upfront scopes.
Transport Compliance
1/4
Checks session headers, protocol-version enforcement, session teardown, and expired-session behavior.
Utility Coverage
2/4
Signals support for completions, pagination, and task-oriented utility surfaces that larger clients increasingly expect.
Advanced Capability Coverage
2/4
Coverage of newer MCP surfaces like roots, sampling, elicitation, structured output, and related metadata.
Connector Publishability
0/4
How ready the server looks for client catalogs and managed connector programs.
Tool Snapshot Churn
0/4
Stability of the tool surface across recent validations, including add/remove and output-shape drift.
Connector Replay
3/4
Whether a previously published frozen connector snapshot would remain backward compatible after the latest tool refresh.
Request Association
3/4
Whether roots, sampling, and elicitation appear tied to active client requests instead of arriving unsolicited on idle sessions.
Interactive Flow Safety
3/4
Whether prompts and docs steer users toward safe auth flows instead of pasting secrets directly.
Action Safety
3/4
Risk-weighted view of destructive, exec, egress, and confirmation semantics across the tool surface.
Official Registry Presence
3/4
Whether the server appears directly or indirectly in the official MCP registry.
Provenance Divergence
4/4
How closely official registry metadata, the live server card, and public repo/package signals agree with each other.
Safety Transparency
4/4
Clarity of docs, auth disclosure, support links, and other trust signals visible to integrators.
Tool Capability Clarity
0/4
How clearly the tool surface communicates whether each action reads, writes, deletes, executes, or exports data.
Destructive Operation Safety
3/4
Penalizes delete/revoke/destroy style tools unless auth and safeguards reduce blast radius.
Egress / SSRF Resilience
3/4
Assesses arbitrary URL fetch, crawl, webhook, and remote-request exposure on the tool surface.
Execution / Sandbox Safety
4/4
Evaluates shell, code, script, and command-execution exposure and whether that surface appears contained.
Data Exfiltration Resilience
3/4
Assesses export, dump, backup, and bulk-read behavior against the surrounding auth and safeguard signals.
Least Privilege Scope
2/4
Rewards scoped auth metadata and penalizes broad or missing scopes around privileged tools.
Secret Handling Hygiene
3/4
Assesses secret-bearing tools, token leakage risk, and whether the public surface avoids obvious secret exposure.
Supply Chain Signal
0.5/4
Public metadata signal for repository, changelog, license, versioning, and recency that supports supply-chain trust.
Input Sanitization Safety
0/4
Penalizes risky freeform string inputs when schemas do not constrain URLs, code, paths, queries, or templates.
Tool Namespace Clarity
0/4
Measures naming uniqueness and ambiguity across the tool namespace to reduce collision and confusion risk.

Compatibility profiles

No compatibility profiles available.

Actionable remediation

No remediation items. Current evidence does not show urgent client-facing fixes.

Point loss breakdown

No current score penalties are recorded.

Validation diff

Need at least two validation runs before diffing changes.

Tool snapshot diff & changelog

Need at least two validation runs before building a tool changelog.

Connector replay

No connector replay evidence is available yet.

Transport compliance drilldown

No transport compliance drilldown is available yet.

Request association

No request-association evidence is available yet.

Utility coverage

No utility-coverage summary is available yet.

Benchmark tasks

No benchmark tasks are available yet.

Registry & provenance divergence

No provenance-divergence summary is available yet.

Active alerts

No active alerts for the current server state.

Aliases & registry graph

No aliases discovered for this server.

Alias consolidation

No alias consolidation details are available yet.

Install snippets

No install snippets available.

Agent access & tool surface

Live server tools
No live tool surface captured yet.
Observed from the latest live validation against none. This is the target server surface, not Verify's own inspection tools.
Live capability counts
0 tools • 0 prompts • 0 resources
Counts come from the latest tools/list, prompts/list, and resources/list checks.
Inspect with Verify
search fetch search_servers recommend_servers get_server_report compare_servers
Use Verify itself to search, recommend, compare, and fetch the full report for hyperplexity/production.
Direct machine links
JSON report • Compare this server • Verify MCP API

Claims & monitoring

Server ownership

No verified maintainer claim recorded.

Watch subscriptions
0
Teams: none

Alert routing

No alert routing is configured yet.

Maintainer analytics

No maintainer analytics available.

Maintainer response quality

No maintainer response quality signals are available yet.

Maintainer annotations

No maintainer annotations have been recorded yet.

Maintainer rebuttals & expected behavior

No maintainer rebuttals or expected-behavior overrides are recorded yet.

Latest validation evidence

No validation run available yet.

Raw evidence view

No raw evidence recorded.

Known versions

Validation history

No historical trend summary is available yet.

Validation timeline

No validation timeline is available yet.

Recent validation runs

StartedStatusSummaryLatencyChecks
No validation runs yet.