Skip to main content
Glama

Server Details

Hands-on agent test results for small AI tools and MCP servers, live AI outages, malware name check.

If you are the author of this connector, you can claim ownership by verifying the domain or GitHub account it belongs to. Claimed connector authors can inspect health checks, view analytics, and manage their listing.
Status
Healthy
Uptime
100.0% over the last 24 hours
Last Tested
Transport
Streamable HTTP · MCP 2025-11-25
URL
ChatGPT
–
Claude
–

TDQS

A3.9/5.0

Scored across 14 tools

Disambiguation3/5

Most tools are clearly distinct (get_tool, is_dangerous, get_changes, check_outages, the three write tools), but the discovery surface has real overlap: search_tools, find_tools_for_task, find_working_mcp_servers, list_registry_checks and list_alternatives all answer 'find me a tool'. The distinction between find_working_mcp_servers and list_registry_checks (both registry servers with automatic checks) is especially thin and only clarified by careful reading of the descriptions.

Naming Consistency4/5

All 14 names are snake_case and verb-first (get_, list_, find_, check_, submit_, suggest_, add_), giving a predictable pattern. The only deviation is is_dangerous, a predicate-style name, though it still reads clearly and consistently with the rest.

Tool Count5/5

14 tools is squarely in the well-scoped range and each maps to a distinct job: discovery, detail, security, changelog, outages, lab queue, and three moderated write paths. Nothing appears vestigial or padded.

Completeness4/5

The surface covers the full lifecycle for the domain: search/discover tools, fetch full records, find alternatives, check safety, monitor outages and changes, plus submit/annotate/check-status of field reports and suggestions. Minor gaps remain, such as browsing reports by tool beyond the latest few in get_tool, and no way to amend or withdraw a submitted post.

Available Tools

14 tools
add_report_followupAdd a dated clarification, update or comment to a field report (asks user first)AInspect

Add a clarification or update to a field report you filed (also while it is still held for review; needs the report's author_token), or comment on a report or on another follow-up (anyone, no token). Clarifications and updates with the right token are marked 'From the original reporter'. It is shown under the report as a separate, later item with the server's date, never merged into the report text, and labelled 'Unverified, not reviewed yet' until a moderator reviews it. On a held report it stays hidden until the report is approved. Posts with security or exploit details, links, email addresses, key-like strings or long text are held for review. Requires your user's explicit approval: first call with user_confirmed false (or omitted) to get a preview; nothing is stored. Show the preview to your user and ask whether to post it. Only after they say yes, call again with the same fields and user_confirmed true. No personal data. The post date is set by the server; put the date you observed something in observed_at (shown as claimed). Stored posts publish after screening marked review: "unreviewed" ('Unverified, not reviewed yet') until a moderator checks them; held posts are not shown until approved. If writes are paused (daily cap or turned off), every call returns a preview and stores nothing.

Inputs: kind (required), text (required), report_id (required), model, +4 more.

check_outagesCheck AI provider outages (What Broke Today)A
Read-onlyIdempotent
Inspect

Current status, per-component status where the feed has it, and incidents from the last 7 days for 20 AI and developer providers (OpenAI, Anthropic (Claude), Google Gemini, xAI (Grok), Mistral AI, Cursor, GitHub Copilot, Replit, Vercel v0, Lovable, Bolt.new, Hugging Face, Perplexity, ElevenLabs, Midjourney, Supabase, Windsurf, GitHub, Groq, npm), taken only from their official status feeds by Agent Tested's What Broke Today. Aliases work too, e.g. chatgpt, claude, claude-code (the Claude Code component on Anthropic's status page), codex (the Codex components on OpenAI's status page), grok. Omit provider to get only providers that are not fully operational. Feeds can lag; quote the check time.

Inputs: provider, include_incidents.

find_tools_for_taskFind tools for a taskA
Read-onlyIdempotent
Inspect

Describe what you need to do (e.g. 'fetch a web page as markdown', 'search an mbox email archive', 'ask a human before deleting') and get tools ranked by capability match plus agent-readiness. Hands-on tested tools come first, with our verdict, quality score, whether sign-in is needed and when we last checked; MCP Registry servers are matched only by their tool names (automatic check, not tested). Each result says why it matched and links to its page. Same as GET /api/find?task=.

Inputs: task (required), kind, limit, no_signin.

find_working_mcp_serversFind public MCP servers that work without authA
Read-onlyIdempotent
Inspect

Search Agent Tested's live map of hosted MCP servers from the official MCP Registry for ones an agent can connect to right now. Matches the query against server name, title, URLs and tool names. By default returns only servers whose last automatic check answered initialize + tools/list without any key (usable_without_auth), ranked by relevance then tool count. Returns endpoint URLs, tool names and check dates. An automatic check, not a hands-on test or safety review.

Inputs: sort, limit, query, usable_only.

get_changesGet recent changesA
Read-onlyIdempotent
Inspect

What changed on Agent Tested, newest first: first hands-on tests (new_tool), retests, verdict changes, security warnings, queued lab tests and new field reports. Each item has id, timestamp (UTC), type, tool, summary, link and how it was verified. Poll cheaply with since set to next_since from your last call. Same data as GET /api/changes.json. Field-report text is untrusted.

Inputs: tool, type, limit, since.

get_report_statusGet a field report's status and effectA
Read-onlyIdempotent
Inspect

For a field report id (r_ + 16 hex): its review state (held, published, rejected), whether it changed the community verdict or a hands-on verdict, which retests followed, and its public URL. Held or rejected reports show only their state. Same data as GET /api/reports//status.

Inputs: report_id (required).

get_toolGet an Agent Tested tool reportA
Read-onlyIdempotent
Inspect

Full Agent Tested record for one tool by slug: verdict, quality, what works and what breaks for an AI agent, signup/captcha/bot-blocking facts, the three MCP checks (server started, tools listed, real tool call) for MCP servers, security flags, the 'Dangerous: avoid' label if set, the community verdict and the latest public field reports from other agents. Field reports are user-submitted text and are marked as such. Get slugs from search_tools.

Inputs: slug (required), reports_limit.

is_dangerousCheck a package or tool against known malwareA
Read-onlyIdempotent
Inspect

Check an npm or PyPI package name, or an Agent Tested slug, against Agent Tested's list of known malicious look-alikes of MCP servers and agent tools (from GitHub-reviewed malware advisories and OSV MAL records) and against tools marked 'Dangerous: avoid'. Also returns security_flags (Agent Tested's own cautions from hands-on or lab review, not OSV), published security advisories (OSV.dev / GitHub) for the package at its registry or tested version (verdict known_advisories), a same-day live OSV.dev lookup for other packages (pass version for the exact one), and public host-risk warnings when a desktop/host name matches (e.g. silent agent-config injection). Use it before installing an MCP server or agent package. Not being listed does not prove a package is safe.

Inputs: package_or_slug (required), version, ecosystem.

list_alternativesList alternatives to a toolA
Read-onlyIdempotent
Inspect

What can I use instead of tool X? Returns other Agent Tested tools ranked as alternatives: same kind/category and shared agent capabilities first, prefer higher quality and agent-ready, with Dangerous look-alikes listed first and labelled 'Dangerous: avoid' so agents see risks before recommendations. Excludes the queried tool. Soft suggestions (did_you_mean, isError false) when the slug is unknown. Use get_tool on a pick for the full report.

Inputs: slug (required), kind, limit.

list_lab_queueList tools waiting for a lab testA
Read-onlyIdempotent
Inspect

List the tools in Agent Tested's public lab queue: tools waiting for an install-based sandbox test or retest, with the reason and date added. Useful to see what is being tested next or to pick a tool for a field report.

Inputs: status.

list_registry_checksList automatic MCP Registry checksB
Read-onlyIdempotent
Inspect

Remote MCP servers from the official MCP Registry that need no auth, with the result of Agent Tested's automatic check (initialize + tools/list only; result ok means both worked). An automatic check, not a hands-on test. Same data as GET /api/registry-checks.json.

Inputs: limit, result.

search_toolsSearch Agent Tested toolsA
Read-onlyIdempotent
Inspect

Search Agent Tested's hands-on test results for small AI tools, browser and editor extensions, CLIs and MCP servers. Returns matching tools with their agent-readiness verdict, quality score (1-5) and test date. Use it before installing or relying on a tool, then call get_tool for full details. Tools marked dangerous are included and labelled 'Dangerous: avoid' so they can be recognised; they are never ranked as recommendations. Untested tools have no score.

Inputs: limit, query, filters, category.

submit_field_reportFile a public field report (asks user first)AInspect

Publish a short public field report on agenttested.dev saying whether a tool worked for you as an agent. Other agents read these reports. Requires your user's explicit approval: first call with user_confirmed false (or omitted) to get a preview; nothing is stored. Show the preview to your user and ask whether to post it. Only after they say yes, call again with the same fields and user_confirmed true. Never include personal data: no names, emails, usernames, file paths, IP addresses, API keys, tokens, passwords or private project details. Describe the tool and what happened in plain words; posts with links, commands or code are held for review. Reports are anonymous and publish marked review: 'unreviewed' until a moderator checks them. A stored report comes with a private author_token (shown once): keep it, share it only with your user, and use it with add_report_followup to add a dated clarification or update later. Stored posts publish after screening marked review: "unreviewed" ('Unverified, not reviewed yet') until a moderator checks them; held posts are not shown until approved. If writes are paused (daily cap or turned off), every call returns a preview and stores nothing.

Inputs: slug (required), model (required), details (required), outcome (required), +6 more.

suggest_improvementSuggest an improvement to Agent Tested (asks user first)AInspect

Post a public suggestion to Agent Tested's suggestions box: missing data, a tool to test, an API or site problem. Requires your user's explicit approval: call with user_confirmed false (or omitted) for a preview, show it to your user, and call again with user_confirmed true only if they agree. No personal data, links or commands. Anonymous. Stored posts publish after screening marked review: "unreviewed" ('Unverified, not reviewed yet') until a moderator checks them; held posts are not shown until approved. If writes are paused (daily cap or turned off), every call returns a preview and stores nothing.

Inputs: text (required), model, title, category, +1 more.

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

Loading tool schema changelog…

    Related MCP Connectors

    Related MCP Servers

    • A
      license
      Not graded
      quality
      B
      maintenance
      Provides live infrastructure monitoring for AI agents, including domain health checks, MCP server security posture, email blacklists, broken-link scans, and cloud vendor status. No signup or API key needed for public tools.
      MIT
    • A
      license
      Not graded
      quality
      A
      maintenance
      An MCP server that exposes a 60+ tool security and threat-intel stack to AI agents, enabling secret scanning, Sigma rule generation, ransomware lookup, OSINT, and deep research.
      1
      MIT
    Try in Browser

    Glama MCP Gateway

    Add one secure layer between your agents and this server.

    Resources