junipr

Check product listing images for dimensions, missing variants, background issues, duplicates, and visual readiness.

Extract public marketplace seller and storefront details including seller name, products, ratings, review counts, policies, badges, categories, and profile links.

Scan MCP connector manifests, server metadata, tool schemas, auth metadata, and sample responses for compatibility issues, missing fields, unsupported patterns, schema problems, and client-readiness warnings.

Classify MCP/tool-call errors into normalized categories such as auth, validation, timeout, rate limit, transport, schema, tool execution, permission, dependency, and unknown, with evidence and remediation hints.

Check supplied MCP server docs, manifests, metadata, or endpoint descriptions for OAuth capability signals, supported flows, scopes, token handling notes, PKCE support, and auth compatibility warnings.

Audit tools/actors for MCP and AI-agent readiness: schemas, docs, examples, tasks, and outputs.

Run a safe bounded endpoint readiness check against an MCP server endpoint or manifest and report whether the server responds, exposes usable tools, and returns sane metadata.

Normalize MCP tool responses into consistent structured records by parsing content blocks, JSON payloads, text responses, attachments, errors, metadata, and schema-mapped output fields.

Generate structured MCP-style tool manifests from supplied tool definitions, OpenAPI-like docs, JSON schemas, Markdown docs, or existing function definitions.

Build a permission matrix mapping MCP tools to scopes, auth requirements, data access categories, write/destructive capabilities, risk levels, and review recommendations.

Validate MCP tool schemas and manifests for agent-readiness, input/output clarity, and common schema mistakes.

Scrape public Medium articles by tag, author, publication, search, or URL with titles, authors, dates, tags, engagement, and optional content.

Detect missing, duplicate, truncated, weak, or risky titles/descriptions and QA proposed rewrites.

Monitor public mobile release notes, version history, update frequency, and change themes.

Audit mta-sts policy checker inputs and return structured findings, evidence rows, and a buyer-ready report for SEO, developer, and operations teams.

Check MX, SPF, DKIM, DMARC, TXT, CAA, and email DNS records in bulk with validation findings and deliverability diagnostics.

Detect newsletter/pop-up/modal patterns and extract trigger timing, visible fields, offer text, close controls, mobile risk, and user-experience issues

Monitor public vehicle recall data by make, model, year, component, and keyword.

Monitor nonprofit IRS 990 public filings, filing dates, key fields, and change signals.

Monitor NPM package releases, versions, metadata, dependency changes, and release cadence.

Inventory public CKAN-style open data portals by collecting packages, resources, formats, licenses, organizations, tags, modified dates, and resource availability.

Extract and run safe bounded examples from OpenAPI specs and report pass/fail results.

Validate live or supplied API responses against an OpenAPI operation’s expected response schema and return endpoint-level pass/fail evidence.

Audit OpenAPI security scheme definitions and operation-level security coverage for missing, inconsistent, or confusing auth documentation.