io.github.adhit-r/fairmind
FairMind
Is the FairMind MCP server down? No. It answered initialize and tools/list in the probe of 2026-11-09.
Release gate for AI systems from FairMind: evaluations, framework evidence and ledger snapshots.
alive probed 2026-11-14 · unchanged since 2026-11-09
- Run it
- uvx fairmind-mcp@0.3.1a0 (stdio, probed in a container with the network off)
- Host
- pypi.org
- Reports itself as
- fairmind 1.30.0
- Capabilities
- experimental, prompts, resources, tools
- Instructions
- 550 characters
- Of a 1M window
- 0.2 % of a 1M context window
- Count
- 2.4k tokens in Claude Opus 5.5, exact, measured 2026-11-09. With the Claude Code prefix mcp__…__ on each tool name: 2.5k. The o200k_base estimate is 1.3k. Counted again when the tool definitions change. Method.
- Repository
- https://github.com/adhit-r/fairmind
- Registry
- active, updated 2026-11-08 · registry entry
Most expensive tools
The Claude column scales the o200k estimate of each tool by this server's ratio of exact to estimate, 1.79×.
| Tool | ≈ Claude tokens | o200k estimate | Share of this server |
|---|---|---|---|
| run_fairness_test | 480 | 269 | 20 % |
| run_evaluation | 420 | 235 | 18 % |
| record_monitoring_snapshot | 382 | 214 | 16 % |
| attest_check | 309 | 173 | 13 % |
| clause_map | 216 | 121 | 9 % |
Compare this server with others.
More servers
Other registry entries on pypi.org, the ones next to this name; all of them.
- Frigate Auth io.github.adel-s/frigate-auth-mcp · needs env
- io.github.adelaidasofia/instagram-mcp · alive
- Linear MCP (multi-workspace, PAT auth) io.github.adelaidasofia/linear-mcp · alive
- WhatsApp MCP io.github.adelaidasofia/whatsapp-mcp · alive
- RepoRipple io.github.adiarora06/reporipple · alive
- io.github.adityatiwari101104/contribos · alive
- io.github.admin978/canvas-mcp · alive
- Provena Agent Memory io.github.admiralpunk/provena-memory · needs args
Servers that mention fairmind or evaluations or framework.
- FairMind Project Context ai.fairmind/project-context · needs auth
- Daishi Studio ai.daishi/studio · needs auth
- Harmny ai.harmny/harmny · needs auth
- ADHD in Teens ai.teenadhd/library · alive
- au.com.aiframework/australian-ai-governance-framework · alive
- Rulebase co.rulebase/rulebase · needs auth
- Ultra Prompt co.ultraprompt/ultra-prompt · needs auth
- AI Rollout Framework com.airolloutframework/ai-rollout-framework · alive
Badge for the README
The result of the latest probe, the tool count and the token cost. The feed has an entry for every probe that changed them.
A mail when this server changes
Stops answering, comes back, tool set or cost changes. One confirmation mail first, a stop link in every mail.
For the publisher
- The server answers initialize and tools/list. Nothing to fix.