Debugging Agent History
SkillMonitoring & opsQuerying the operation log. Use when dumping or searching the oplog, or debugging agent behavior from its recorded history.
Available today. Use it from your connected AI after setup.
No other account needed.
Connect ahel once, and every AI you use reads what you have installed.
Then ask your AI: use the Debugging Agent History skill
What this skill tells your AI
The instructions your AI receives, as published by golemcloud/golem in golem-skills/skills/common/golem-debug-agent-history/SKILL.md and read by ahel’s review.
Both golem and golem-cli can be used — all commands below work with either binary.
The <AGENT_ID> format depends on the agent's language — refer to the language-specific invocation skills for the exact syntax.
To check agent metadata and status, load the golem-get-agent-metadata skill. To revert agent state, load the golem-undo-agent-state skill.
agent oplog — Query the Operation Log
Stream or search an agent's operation log (oplog). The oplog records every operation the agent has performed — invocations, side effects, persistence boundaries, etc.
golem agent oplog <AGENT_ID> [OPTIONS]
Flags
| Flag | Description |
|---|---|
--from <INDEX> | Start from a specific oplog entry index. Cannot be combined with --query. |
--query <LUCENE_QUERY> | Search oplog entries using a Lucene query string. Cannot be combined with --from. |
If neither --from nor --query is provided, the entire oplog is streamed.
Output
Each text entry is printed with its index (e.g. #00042:) followed by a labeled header and fields. In structured formats (json, yaml, toon), agent oplog emits one output document per entry with $type: "agent.oplog", index, and entry; parse stdout as a sequence of documents, not as one array or object. The entry types rendered are:
| Entry | Description |
|---|---|
CREATE | Agent creation — shows timestamp, component revision, env vars, parent, initial plugins |
CALL | Host function call — shows function name, input, and result |
INVOKE | Agent method invocation started — shows method name, idempotency key, and input |
INVOKE COMPLETED | Invocation finished — shows consumed fuel and result |
ENQUEUED INVOCATION | Pending method invocation — shows method name and idempotency key |
ENQUEUED AGENT INITIALIZATION | Pending agent initialization |
ENQUEUED SAVE SNAPSHOT / ENQUEUED LOAD SNAPSHOT | Pending snapshot operations |
ENQUEUED MANUAL UPDATE | Pending manual update — shows target revision |
SUSPEND | Agent suspended |
ERROR | Error with retry info — shows retry-from index and error details |
LOG | Log entry — shows level and message |
GROW MEMORY | Memory growth — shows size increase |
CREATE RESOURCE / DROP RESOURCE | Resource lifecycle — shows resource id |
BEGIN ATOMIC REGION / END ATOMIC REGION | Atomic operation boundaries |
BEGIN REMOTE WRITE / END REMOTE WRITE | Remote write boundaries |
ENQUEUED UPDATE / SUCCESSFUL UPDATE / FAILED UPDATE | Component update lifecycle |
ACTIVATE PLUGIN / DEACTIVATE PLUGIN | Plugin lifecycle — shows plugin name, version, priority |
REVERT | Oplog revert — shows target oplog index |
CANCEL INVOCATION | Cancelled pending invocation — shows idempotency key |
START SPAN / FINISH SPAN / SET SPAN ATTRIBUTE | Tracing span operations |
CHANGE PERSISTENCE LEVEL | Persistence level change |
BEGIN REMOTE TRANSACTION / COMMITTED REMOTE TRANSACTION / ROLLED BACK REMOTE TRANSACTION | Remote transaction lifecycle |
SNAPSHOT | Snapshot data — shows mime type and data (JSON or binary size) |
OPLOG PROCESSOR CHECKPOINT | Plugin oplog processor checkpoint — shows plugin, target agent, confirmed/sending indices |
SET RETRY POLICY / REMOVE RETRY POLICY | Retry policy changes |
RESTART | Agent restart |
INTERRUPTED / EXITED | Agent interrupted or exited |
NOP | No-operation marker |
JUMP | Oplog jump — shows from/to indices |
Examples
Stream the full oplog:
golem agent oplog <AGENT_ID>
Dump starting from entry 100:
golem agent oplog <AGENT_ID> --from 100
Search for specific entries:
golem agent oplog <AGENT_ID> --query "error"
Signals
- GitHub stars
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- Last commit
- Sep 2026
Advanced
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golem-debug-agent-history- Source
- github.com/golemcloud/golem