Remote MCP server to run your Atako AI agents: chat, projects, files, integrations and channels.
- Passed: Handshake
- Passed: Tools listed
- Passed: Updated recently
Median latency 132 ms · Last checked
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Evidence for your next connection.
Independent measurements of remote MCP servers. Every observation has a timestamp.
Read-only probesMCP server · Code & DevOps
Pick AI coding tools by goal: community-sentiment rankings, pricing, free tiers, alternatives.
1 failed · 7 not measured
Median of successful probes over 7 days
Share of countable probes over 30 days, including daily rollups. Auth challenges are excluded.
Tool definitions returned by this server
Independent monitoring
Responded
The server completed its last measured handshake. This is an observation, not a guarantee.
Last checked| Test area | Passed | Failed | Unmeasured |
|---|---|---|---|
ConnectionCan a client connect and discover tools? | 5 | 0 | 0 |
Reliability & speedDoes it respond consistently and quickly? | 1 | 0 | 3 |
Access & authenticationWhat is required to use this server? | 1 | 0 | 2 |
Tool qualityAre the tool definitions usable by an agent? | 3 | 1 | 0 |
Publisher identityCan the publisher be traced to its source? | 4 | 0 | 2 |
Unmeasured means there is not enough evidence to decide. How these checks work
Start using VibeCodePicks
Choose your client, copy the configuration, then enable the server in your client’s MCP settings.
Run this command in your terminal, then restart Claude Code.
Claude Code
claude mcp add --transport http vibecodepicks https://vibecodepicks.com/api/mcpCapabilities
Tools added or updated since this user's last check that match their saved tags. Optional since (YYYY-MM-DD or catalog v). When nothing matches, returns {new:0} — a minimal response when nothing new matches. Tracks last_checked. Max 3 items. Does not change recommend_tools. Optional key: same feed key passed to set_preferences, to read that project's profile.
DiscoveredSide-by-side of two tools + comparison page url.
DiscoveredAdjust this user's check_updates ranking for a listed tool. action is one of used, not_useful, not_relevant. Stores only the tool id and that enum. Does not change recommend_tools. Optional key: same feed key passed to set_preferences, to adjust that project's ranking.
DiscoveredTool profile by id. Default: summary, best_for, price, free, 2 strengths, 2 weaknesses, url. fields: summary description best_for not_for skill coding pricing platforms strengths weaknesses alternatives video compare official all.
DiscoveredDelete this client's anonymous id, tag profile and last_checked. Feedback is first folded into anonymous aggregate counters (tool_id × used/not_useful/not_relevant, no uid). Those aggregate counts are kept. If you pass a feed key, that keyed feed record is deleted too.
DiscoveredAlternatives to a tool. Rows: id|name|$from/mo|free.
DiscoveredCategory and use-case keys with tool ids.
DiscoveredUse-case scenarios (e.g. ai-game-development, code-review) with top tools by community sentiment.
DiscoveredRecord a tool the user explicitly picked/rejected/tried/starred, or PURCHASED. Call it with action 'purchased' right after the user tells you they bought a paid plan of a listed tool (ask first; never log silently), and again later with action 'feedback' once they have used it for a while (e.g. weekly), passing rating and what worked / fell short. Optional fields apply to purchased/feedback only. Stored anonymously under the key; forget_me deletes it. picked/rejected also shape whats_new.
DiscoveredRanked best-fit tools for a goal, with why + caveat. Follows this ask only — saved tags do not change the ranking. On a new user's first call, also returns short onboarding questions (project types, platforms, budget, preferences, tools in use) for you to ask, then call set_preferences with tags only.
DiscoveredReplace the keyed-feed interest tags. Send allowed tags only (project types, platforms, budget, preferences) — do not send project names or other free text (they are dropped and never stored). Plus the feed mode ('by_interests' = only matching tools; 'all_new' = every new tool). Only used by whats_new.
DiscoveredTools competing in one scenario, ranked by community sentiment, with compact strengths/weak spots here.
DiscoveredFind vibe coding / AI tools. Rows: id|name|category|$from/mo|free(1/0). Use fetch(id) for details.
DiscoveredStore the user's onboarding answers as non-sensitive tags only: project_types, platforms, budget (free|under_20|any), preferences (nocode|code|open-source|free-tier), and tools_in_use (catalog ids). Unknown values are dropped — never send names, emails, code, project names or free text. Used by check_updates, not by recommend_tools. Optional key: pass a feed key (from subscribe, or /api/mcp?k=KEY) to keep this profile separate per project; without it, the anonymous client identity is used.
DiscoveredCreate an anonymous feed key (no email/account). Save it in long-term memory / project instructions / rules, or connect with /api/mcp?k=KEY.
DiscoveredDaily feed. With key: honors the saved feed mode — by_interests: new items relevant to ANY saved project; all_new: every new item (tagged with a project when one matches). Max 3/day, one line each, never repeats. {new:0} = nothing. Call at most daily. Without key: stateless by since/interests. Never affects other tools.
DiscoveredRecent measurements
| Checked | Result | Response | Tools |
|---|---|---|---|
| Connected | 578 ms | 16 | |
| Connected | 1323 ms | 16 |