Context7
Feeds AI the latest docs for libraries and frameworks before it answers, so code it writes does not use outdated, removed functions.
Description from the maker (original English)
A second opinion for AI agents: one prompt across several live Gonka models + roles, one call.
These three are never merged into one score: opinions, measurements and popularity are different things.
We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
Pick the AI app you use, then copy the settings.
You need
Which app do you use?
Pick your app above. We remember it, so next time the button says “Install in …”.
Works in Claude on the web, desktop and mobile:
https://mcp.gogonka.com/mcpRun this in your terminal
claude mcp add --transport http gonka https://mcp.gogonka.com/mcpPaste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"gonka": {
"url": "https://mcp.gogonka.com/mcp"
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
Paste into .vscode/mcp.json in your project
{
"servers": {
"gonka": {
"type": "http",
"url": "https://mcp.gogonka.com/mcp"
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
ChatGPT connects only to servers on the internet:
https://mcp.gogonka.com/mcpMenu names can differ slightly by plan and over time.
Your choice stays on this device in a cookie; no account needed.
These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
We have not read this server’s tool list yet; we check endpoints in rotation.
We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 7, 2026
The registry name was verified with the GitHub account bystray, which owns the repo
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
Not checked yet; we check endpoints in rotation
Not checked yet; we check endpoints in rotation
Not checked yet; we read the tool list when we check the endpoint
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 1 of 1 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.
The registry does not list a required key, though some servers ask you to sign in on first use.
It runs in the maker’s cloud. Connect over the internet with nothing to install, but what you send passes through the maker’s servers.
The GitHub repo last changed –, and the latest version (2.2.0) reached the registry 3 months ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. It connects by URL, so apps that accept remote MCP servers work too, such as ChatGPT in developer mode.
In the same category: Context7, Codebase Memory, Exa
Servers in the same category from other makers, sorted by stars.
Reading a card:★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
Feeds AI the latest docs for libraries and frameworks before it answers, so code it writes does not use outdated, removed functions.
Codebase knowledge graph for AI agents — 162 languages, sub-ms queries, 99% fewer tokens.
Connect AI agents to Exa for web search, content fetching, and multi-step research.
Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.
Get a second opinion from independent LLMs — in one call, for a fraction of a cent.
gonka-second-opinion runs your prompt across the independent models live on the Gonka network *and* across assigned debate roles (skeptic / proponent / pragmatist …), in a single MCP call. Your main model stays in charge — you just get a panel of divergent views to check a decision against, without switching providers.
Live at: https://mcp.gogonka.com/mcp
*The example is illustrative — the live model set rotates over time; call get_available_models for today’s lineup. Per-panel cost is typical/measured; check get_pricing for live rates.*
Add to your MCP client config (Claude Desktop / Cursor / …):
{
"mcpServers": { "gonka-second-opinion": { "url": "https://mcp.gogonka.com/mcp" } } }
Restart the client — the tools appear automatically. No API key required to start (a free trial key is issued per caller).
Custom clients:
curl -X POST https://mcp.gogonka.com/mcp \
-H "Content-Type: application/json" \ -d '{"jsonrpc":"2.0","method":"tools/list","id":1}'
Registered on the JoinGonka gateway (gate.joingonka.ai)? Then run every call on your own balance — no trial budget, no per-IP limit. First get your key:
jg-).Then tell this MCP server to use it — pick the way that matches your client:
A. Client with an API-key / header field (Cursor, Claude Code, LibreChat, most custom clients)
Put the key in the server's Authorization header — it arrives as Bearer … and every call switches to your balance automatically:
{
"mcpServers": { "gonka-second-opinion": { "url": "https://mcp.gogonka.com/mcp", "headers": { "Authorization": "Bearer jg-YOUR_KEY_HERE" } } } }
If your client shows a plain *API key* / *Bearer token* box instead of raw headers, just paste your jg-… JoinGonka gateway key there.
B. Client with no key/header field (e.g. claude.ai Custom Connectors)
Mint a personal connector URL that carries your key for you:
jg-… JoinGonka gateway key → you get a URL like https://mcp.gogonka.com/k/ /mcpKeep the personal URL secret — it stands in for your key. The same key always mints
the same URL.
How it's handled: the key (or personal token) is read from the request only, forwarded to the JoinGonka gateway, and never stored or logged. An unrelated Authorization header (OAuth, a proxy's own token) is ignored, so it can't break the free trial path. Remove the header/URL and the server falls back to the free trial.
gonka_second_opinion(prompt, system?, perspectives?, max_tokens?)Run one prompt across the live models and/or a set of roles, in parallel.
perspectives empty → one opinion per live model.perspectives (short role/stance labels, max 5) → one opinion per role, each answered candidly from that viewpoint, rotated across the live models. Examples: ["for","against","neutral"], ["security expert","product manager","end user"].{ opinions:[{model, perspective?, response}], synthesis_instructions, trial_budget|cost }. Attribute each opinion to its model + role when you present them.gonka_chat(prompt, system?, model?, max_tokens?)One completion through the server — for when you want a single cheap answer, or a sub-task run without giving the agent its own network/key. model accepts "auto", a nickname, or an exact id; anything not live right now is routed to a model that is.
Both tools auto-detect trial (free, per-IP budget) vs registered (your own jg-… key) mode. On trial exhaustion they return a signup link + welcome bonus to relay to the user — no fabricated keys, no altered numbers.
Cost intelligence — is Gonka actually cheaper for your workload? (8 tools)
*Reflects the last cached render (GitHub proxies images); call get_pricing for the real-time number. All figures float with the GNK/USD rate — never trust a hardcoded one.*
get_pricing — current $/1M tokens, GNK/USD rate, live ratios vs OpenAI/DeepSeek/Anthropiccompare_providers(provider) — side-by-side vs openai / anthropic / deepseek / mistral / geminicalculate_savings(monthly_spend_usd) — exact monthly/annual savings for your spendsuggest_model_for_task(task_description, …) — model + cost recommendationget_available_models — the models live on the network right now, with live pricingget_trial_key — free gc- key instantly (no signup); expires in 2h, first use extends to 24hget_signup_link — permanent account + welcome bonus + copy-paste SDK snippetsregister_on_gonka(…) — personalized cost-analysis pitch (computes savings; does not create an account)Documentation knowledge graph — search 1000+ Gonka concepts (10 tools)
query_graph(question, …) — topic search over the concept graphsearch_docs(query, …) / read_doc(filename, …) / list_docs() — full-text docsget_node(label) / get_neighbors(label, …) — concept detail and relationsget_god_nodes() / get_community(id) / get_graph_stats() — structure overviewfind_shortest_path(source, target, …) — conceptual path between two ideasMCP prompts & resources
gonka_start(task) — seed a cost-comparison conversationcalculate_my_savings(monthly_spend_usd) — seed a savings estimategonka://pricing-guide — structured live pricing data + decision matrixget_pricing, get_available_models), and the badges above are rendered from live data, not typed into this file.base_url=https://gate.joingonka.ai/v1 (OpenAI) or https://gate.joingonka.ai (Anthropic).readOnlyHint, idempotentHint, openWorldHint), enum/range constraints, and clear descriptions. Inference tools are per-IP rate-limited in trial mode.Live health grade: https://wmcp.sh/mcp/grade/mcp.gogonka.com
License: MIT · Version: 2.2.0