The real catalog of tools for AI agents

Listing Observer preview: a shop product page as clean data, with source checks and price history.

No longer listed separately (still callable): public provenance evidence for art collections.

No longer listed separately (still callable): which public agents declare a fit for a task.

Now part of GAIP Witness: verifies GAIP receipts; evidence packs and incident bundles.

Now part of GAIP developer checks: diagnoses failed agent or API calls (gaip_diagnose).

Now part of GAIP Witness: records a task outcome and caller-supplied costs.

Now part of GAIP developer checks: compares supplier snapshots and watches for change.

Witness: agreed terms, delivery checks, signed receipts, dispute bundles and evidence packs.

Now part of GAIP Witness: tests supplier claims and compares them with published metadata.

Now part of GAIP Witness: records a buyer's request and checks what was delivered.

Developer checks and Agent Observatory: A2A, MCP and OpenAPI checks with a dated change log.

Four tools to check, watch, diagnose and verify AI agents and MCP servers. Free, read-only.

SQL data health analyzer and pipeline observability evaluator.

Database health auditor monitoring query latencies.

Premium agentic endpoint for data-observability-mcp.

Premium agentic endpoint for datahealth-observer-mcp.

Free MCP window into a live autonomous machine-economy experiment: telemetry, hypothesis scoreboard.

Read-only tax event observation for agent-to-agent transaction streams

Read-only agent radar, weekly editions, sourced guides, scenario choices and revision sync.

Query and analyse your data from Bitmovin Observability