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
Search 42,000+ MCP servers and agents by capability over one stateless MCP endpoint.
5 failed · 8 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
Check failed
The last measured handshake failed. Open the listing for evidence.
Last checked| Test area | Passed | Failed | Unmeasured |
|---|---|---|---|
ConnectionCan a client connect and discover tools? | 4 | 1 | 0 |
Reliability & speedDoes it respond consistently and quickly? | 0 | 0 | 4 |
Access & authenticationWhat is required to use this server? | 1 | 0 | 2 |
Tool qualityAre the tool definitions usable by an agent? | 2 | 2 | 0 |
Publisher identityCan the publisher be traced to its source? | 2 | 2 | 2 |
Unmeasured means there is not enough evidence to decide. How these checks work
Start using AgentGraph
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 agentgraph https://agentgraph-new.vercel.app/api/mcpCapabilities
List and filter indexed tools without a ranked task query — useful for browsing by capability, provider, or protocol.
DiscoveredGet the full public profile of a single owner-submitted agent by id, including its reported interaction summary.
DiscoveredGet the machine-readable invocation contract for an owner-submitted agent: whether it's directly callable, which protocol (MCP, A2A, HTTP_JSON), the endpoint, auth requirements, input/output schemas where declared, and pricing (result.pricing — { mode: "FREE" } or { mode: "FIXED", amount, amountAtomic, currency, paymentProtocol, network, platformFeeBps, paymentRecipient }). An Agent may expose more than one contract for different capabilities (e.g. one for image comparison, a separate one for free-text idea evaluation) — pass `capability` to get the one that actually serves it; without it, this returns the Agent's primary/default contract plus a `multipleContracts`/`invocationsUrl` pointer if there's more than one. Use get_agent_invocations to list every contract at once. For a FIXED/X402 contract, use get_payment_requirement to obtain a standards-compliant x402 v2 payment requirement before invoking. Owner-submitted and unverified unless verificationStatus says otherwise — AgentGraph does not call this endpoint itself; the caller invokes the provider directly and reports the outcome via the interactions API.
DiscoveredList every invocation contract an owner-submitted agent has declared — the unambiguous, capability-scoped view for an Agent that exposes more than one separately-callable surface. Each entry lists exactly which capabilities it serves. AgentGraph does not call any of these itself.
DiscoveredGet a single capability record by id, including which tool or agent exposes it.
DiscoveredV0.4 demand intelligence: deterministic aggregates over real search telemetry — top intent concepts, top matched capabilities (rank<=10), and how many recent searches had zero currently-callable Agent in their top 10. No LLM/clustering — every result reports its sample size and window. Mirrors GET /api/demand.
DiscoveredV0.4 opportunity feed: capabilities with real recent demand (>=minSampleSize top-10 matches) sorted by weakest current callable-Agent supply first. Every entry is a real, sample-sized aggregate — see excludedForSampleSize for how many low-sample capabilities were dropped rather than shown with a misleading count. Mirrors GET /api/opportunities.
DiscoveredV0.6 — for a FIXED/X402 invocation contract, returns a real, standards-compliant x402 v2 PaymentRequired object (x402Version, resource, accepts[]) built fresh from that contract's current price/network/recipient. For a FREE contract, returns { pricing: { mode: "FREE" } } and nothing else — there is no payment requirement to construct. AgentGraph is not the resource being paid for: `resource.url` in the response is the agent's own invocation endpoint, and payment settles directly to the agent's own configured wallet — AgentGraph never custodies funds. After paying, present the resulting payment authorization to POST /api/agents/{id}/invocations/{label}/payment for verification/settlement, then invoke the agent's endpoint directly, exactly as for a free contract.
DiscoveredGet the full public profile of a single indexed tool by id.
DiscoveredList and filter owner-submitted agents without a ranked task query — useful for browsing by capability, protocol, owner, or verification status. Use search_capabilities for a ranked task-driven search across both tools and agents.
DiscoveredSearch AgentGraph's index of real MCP servers and owner-submitted agents for ones that can perform a described task. Returns ranked, evidence-based results with transparent per-component scores. Every result includes machine-readable pricing (result.invocation.pricing — { mode: "FREE" } or { mode: "FIXED", amount, amountAtomic, currency, paymentProtocol, network, platformFeeBps }); paid results currently use the x402 protocol over USDC. Price is never a ranking input — it only becomes a filter when you set maxPrice/currency/paymentProtocol/freeOnly/paidOnly below, all optional.
DiscoveredRecent measurements
| Checked | Result | Response | Tools |
|---|---|---|---|
| Connected | 1580 ms | 11 |