MemoryAPI MCP server
Which MCP servers are MemoryAPI's own, from the official registry and from asking its own domain, whether they answer, and what they offer. A program checked each of these, nobody copied them from a product page.
read 2026-10-26
- Registry nameorg.memoryapi/aiverified in the MCP registry
The registry name sits under memoryapi.org. The registry only lets a publisher use that namespace after proving control of the domain through DNS or HTTP.
- Stateanswerschecked 2026-10-26
- Tools3
- Server calls itselfAgentAI
- Server version1.0.0
- Protocol version2024-11-05
On 2026-10-26 the server answered initialize and tools/list without a sign-in. First answer in 297 ms.
- Its tools do none of the product's use cases we checked: compare products by quality and price; check wallet balances and activity on EVM chains.
- Checked on 1 of the 7 days it takes to judge reliability.
Said by rules from the measurements above. The likely first call is a model's pick from the tool list; read its description before relying on it.
- INITE MCP scoreafter a weeka score needs 7 daily checks: 1 so far
- What an agent can do with it0 of 2 use cases
- Answeredmeasuring1 of the 7 daily checks it takes to print a share
- Median first answer452 ms
- Space in an agent's context≈ 385 tokensthe definitions of all its tools (3), which an agent carries on every turn
- Tool definitionsB · 83 of 100
- Typed results0 of 3 toolsdeclared outputSchema: results come typed, read once
- Not saying whether it only reads or can destroy: 3 of 3
What an agent can do with it
- not sure · screen tokens for safety scoring before trading
- cannot · compare products by quality and price
- cannot · check wallet balances and activity on EVM chains
Each of the product's use cases, put to Jev against this server's tool list: can an agent do it with these tools?
Worth a look
None of the five warning signs in these definitions.
A program checks the server once a day: initialize and tools/list, no model. Tokens are the definitions' length at about four characters a token. The grade averages six checks of every tool's name, description, schema and annotations; it says how well the tools are described, not whether they work. The score weighs what was measured and nothing else: answering (25%), doing the product's job (25%), definitions (20%), context (10%), use (10%) and how readily a client connects (10%). A part that was not measured is left out, and a hidden instruction caps the score at 40. The state of vendors' MCP servers: method and numbers →
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How to connect
Add the server to your MCP client config. Claude Desktop, Cursor and most other clients read this shape:
{
"mcpServers": {
"ai": {
"type": "http",
"url": "https://ai.memoryapi.org/mcp"
}
}
}Add it
Claude Code, in a terminal
claude mcp add --transport http memoryapi https://ai.memoryapi.org/mcpclaude.ai, ChatGPT and other clients: add https://ai.memoryapi.org/mcp as a custom connector in the settings.
- org.memoryapi/arbanswered on 2026-10-26, but not as an MCP serververified in the MCP registry
- org.memoryapi/bioanswers, 3 toolsverified in the MCP registry
- org.memoryapi/clinicalnot asked yetverified in the MCP registry
- org.memoryapi/contractsnot asked yetverified in the MCP registry
- org.memoryapi/cronnot asked yetverified in the MCP registry
- org.memoryapi/definot asked yetverified in the MCP registry
- org.memoryapi/econnot asked yetverified in the MCP registry
- org.memoryapi/fecnot asked yetverified in the MCP registry
- org.memoryapi/filingnot asked yetverified in the MCP registry
- org.memoryapi/flightnot asked yetverified in the MCP registry
- org.memoryapi/foodnot asked yetverified in the MCP registry
- org.memoryapi/geonot asked yetverified in the MCP registry
- org.memoryapi/globalnot asked yetverified in the MCP registry
- org.memoryapi/healthnot asked yetverified in the MCP registry
- org.memoryapi/intelnot asked yetverified in the MCP registry
- org.memoryapi/legalnot asked yetverified in the MCP registry
- org.memoryapi/marketnot asked yetverified in the MCP registry
- org.memoryapi/monitornot asked yetverified in the MCP registry
- org.memoryapi/nasanot asked yetverified in the MCP registry
- org.memoryapi/newsnot asked yetverified in the MCP registry
- org.memoryapi/patentnot asked yetverified in the MCP registry
- org.memoryapi/predictnot asked yetverified in the MCP registry
- org.memoryapi/propertynot asked yetverified in the MCP registry
- org.memoryapi/repnot asked yetverified in the MCP registry
- org.memoryapi/researchnot asked yetverified in the MCP registry
- org.memoryapi/timenot asked yetverified in the MCP registry
Each line is something a program found when it went looking: the registry entry, the server's own answer, a spec that parses. A missing line means we did not find it, not that it does not exist.
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