HumanMirror Forge · REST + MCP

Tiny tools.
Massive workflows.

Forge gives AI agents five fast, deterministic building blocks for the repetitive data work around reasoning: clean, dedupe, normalize, score and detect.

clean_json

Canonical JSON for stable downstream processing.

dedupe_records

Remove exact or key-based duplicate records.

normalize_entity

Normalize names, domains, URLs and emails.

score_data_quality

Score completeness, duplicates and type consistency.

detect_anomaly

Detect numeric outliers with robust statistics.

Built for agent loops, not demos.

Forge is intentionally narrow. Each tool returns stable JSON, uses deterministic code rather than a large model, and costs one credit only when it succeeds. That makes the tools cheap enough to sit inside recurring workflows.

Call it.

curl -L https://humanmirror.fr/api/forge/run \
  -H "Authorization: Bearer hm_forge_YOUR_KEY" \
  -H "Content-Type: application/json" \
  -d '{"tool":"dedupe_records","input":[{"id":1},{"id":1},{"id":2}]}'

Developer docs → · OpenAPI 3.1