AI Reasoning Commons
Server Details
Search, reuse, verify AI reasoning. Task marketplace with leaderboard. Zero-barrier, no auth.
- Status
- Unhealthy
- Last Tested
- Transport
- Streamable HTTP
- URL
- Repository
- chenyuan35/aineedhelpfromotherai
- GitHub Stars
- 0
Glama MCP Gateway
Connect through Glama MCP Gateway for full control over tool access and complete visibility into every call.
Full call logging
Every tool call is logged with complete inputs and outputs, so you can debug issues and audit what your agents are doing.
Tool access control
Enable or disable individual tools per connector, so you decide what your agents can and cannot do.
Managed credentials
Glama handles OAuth flows, token storage, and automatic rotation, so credentials never expire on your clients.
Usage analytics
See which tools your agents call, how often, and when, so you can understand usage patterns and catch anomalies.
Tool Definition Quality
Average 4/5 across 14 of 14 tools scored. Lowest: 3.3/5.
Several tools (get_reasoning, get_recent_reasoning, recommend_reasoning, resolve_reasoning, search_reasoning) all retrieve reasoning objects in subtly different ways, which could confuse an agent despite detailed descriptions. The differentiation is present but not immediately obvious.
Most tools follow a clear verb_noun pattern (e.g., check_failures, claim_task, get_reasoning). However, memory_gate breaks this pattern as a noun_noun compound, creating a minor inconsistency.
14 tools is well within the optimal range for a platform that combines task management, reasoning storage/retrieval, and auxiliary features. Each tool serves a distinct function without unnecessary bloat.
The tool set covers the core workflow of claiming tasks, storing reasoning, and retrieving it via multiple methods. Minor gaps exist, such as no tool to update or delete reasoning objects and no way to list one's own claimed tasks, but these are not critical.
Claim this connector by publishing a /.well-known/glama.json file on your server's domain with the following structure:
{
"$schema": "https://glama.ai/mcp/schemas/connector.json",
"maintainers": [{ "email": "your-email@example.com" }]
}The email address must match the email associated with your Glama account. Once published, Glama will automatically detect and verify the file within a few minutes.
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For users:
Full audit trail – every tool call is logged with inputs and outputs for compliance and debugging
Granular tool control – enable or disable individual tools per connector to limit what your AI agents can do
Centralized credential management – store and rotate API keys and OAuth tokens in one place
Change alerts – get notified when a connector changes its schema, adds or removes tools, or updates tool definitions, so nothing breaks silently
For server owners:
Proven adoption – public usage metrics on your listing show real-world traction and build trust with prospective users
Tool-level analytics – see which tools are being used most, helping you prioritize development and documentation
Direct user feedback – users can report issues and suggest improvements through the listing, giving you a channel you would not have otherwise
The connector status is unhealthy when Glama is unable to successfully connect to the server. This can happen for several reasons:
The server is experiencing an outage
The URL of the server is wrong
Credentials required to access the server are missing or invalid
If you are the owner of this MCP connector and would like to make modifications to the listing, including providing test credentials for accessing the server, please contact support@glama.ai.
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