fr.humanmirror/forge
HumanMirror Forge
Five deterministic micro-tools for AI-agent data pipelines: clean, dedupe, normalize, score, detect.
alive probed 2026-10-10 · HTTP 200
5tools
903tokens in Claude Opus 5.5
938tokens in Claude Code
0.5 %of a 200k context window
452o200k_base estimate
936 msto initialize
86 msto list tools
- Endpoint
- https://humanmirror.fr/api/forge/mcp/ (streamable-http)
- Host
- humanmirror.fr
- Protocol
- 2025-06-18
- Reports itself as
- humanmirror-forge 1.0.0
- Capabilities
- tools
- Instructions
- 166 characters
- Claude count
- Claude Opus 5.5, measured 2026-10-05. Counted again when the tool definitions change. Method.
- Repository
- https://github.com/VibeMirror-coder/humanmirror
- Website
- https://humanmirror.fr/forge/
- Registry
- active, updated 2026-10-09 · registry entry
- Reachable
- 7 of the last 7 probes
Most expensive tools
| Tool | Tokens (o200k) | Share of this server |
|---|---|---|
| clean_json | 120 | 27 % |
| dedupe_records | 100 | 22 % |
| score_data_quality | 78 | 17 % |
| normalize_entity | 77 | 17 % |
| detect_anomaly | 77 | 17 % |
History
We add a row when the result changes. A server with no change keeps its last row.
| Probed | Result | Init | Tools | Claude | o200k |
|---|---|---|---|---|---|
| 2026-10-10 10:11 | alive | 2.8 s | 5 | 903 | 452 |
| 2026-10-05 14:05 | alive | 936 ms | 5 | 903 | 452 |
| 2026-10-05 00:26 | alive | 571 ms | 5 | 452 | |
| 2026-10-04 10:00 | alive | 1.8 s | 5 | 452 | |
| 2026-10-04 07:54 | alive | 1.9 s | 5 | 452 | |
| 2026-10-03 20:34 | alive | 1.8 s | 5 | 452 | |
| 2026-10-03 17:50 | alive | 299 ms | 5 | 452 |
Badge and feed
[](https://mcpcost.ulehla.dev/s/fr.humanmirror/forge)
An entry for every probe that changed the result, the tool count or the token cost: Atom feed. Add it to a feed reader or a Slack RSS app to hear when the server stops answering or its tool set grows.