posthog/ai-plugin-exploring-endpoint-execution-logs
> Explore and diagnose a PostHog endpoint's execution logs — error messages, failed runs, cache misses, slow runs, or unexpected row counts during endpoint invocations. Use when the user says "my endpoint is failing", "show me the logs for endpoint X", "what error did endpoint Y produce", "why did endpoint Z return no rows", "is this endpoint hitting cache", or "check the last N runs". Focused on a single named endpoint's runtime log entries, not project-wide auditing or query performance profiling.
npx skills add https://github.com/PostHog/ai-plugin --skill exploring-endpoint-execution-logs
Every endpoint run emits one execution log entry to PostHog's log_entries store. This skill
reads those entries for a specific endpoint to answer "what happened when it ran?". It is the
log-level counterpart to diagnosing-endpoint-performance (which reasons about cache/materialisation
strategy from config and query_log).
If the question is "this endpoint is slow, what should I change?", use
diagnosing-endpoint-performance. If it's project-wide ("what can I clean up?"), use
auditing-endpoints.
Each run produces exactly one entry. The level is INFO on success and ERROR on failure, and the
message carries the extra data as searchable key=value tokens:
Endpoint executed · path=materialized cache=hit duration_ms=142 rows=1024 version=3
Endpoint execution failed · path=inline error=ResolutionError version=3
Token meanings:
| Token | Values | Meaning |
| ------------- | ------------------------------------------------------------ | -------------------------------------------------------------- |
| path | materialized / inline / ducklake / ducklake_fallback | Which execution path ran |
| cache | hit / miss | Whether the query result cache was used (omitted for ducklake) |
| duration_ms | integer | Wall-clock execution time |
| rows | integer | Number of result rows returned |
| version | integer | Which endpoint version ran |
| error | e.g. ResolutionError, HogVMException | Error class / HogQL code name (failures only) |
Each run gets a distinct instance_id, so logs group one-per-execution in the viewer.
| Tool | Purpose |
| --------------- | ----------------------------------------------------------------------------------------------------------------------------- |
| endpoint-logs | Primary. Execution log entries for one endpoint by name. Filter by level, search, time range, instance_id; limit up to 500. |
| endpoint-get | Endpoint config for context (current version, materialisation, query kind) |
| execute-sql | Fallback / aggregation directly against log_entries (log_source='endpoints') |
endpoint-logs exposes the standard log filters:
ERROR to see only failed runs, or INFO,ERROR for all.key=value tokens, you can search cache=miss, path=inline, error=ResolutionError, or a
specific version=3.
/api/projects/{team_id}/endpoints/{name}/run.
endpoint-logs for the endpoint with a recent time range. Skim levels and tokens.level=ERROR; read the error= token and path= to see where it broke.search=cache=miss to see how often runs miss cache.rows= across runs, and version= to spot a regression after aversion bump.
execute-sql againstlog_entries:
SELECT toDate(timestamp) AS day, upper(level) AS level, count() AS runs
FROM log_entries
WHERE log_source = 'endpoints' AND log_source_id = '<endpoint_uuid>'
GROUP BY day, level ORDER BY day DESC
Get the endpoint UUID from endpoint-get (the log_source_id is the endpoint id, not its name).
(hand off to diagnosing-endpoint-performance) or a query bug.
User: "weekly_signups started erroring this morning"
Agent steps:
- endpoint-logs weekly_signups, level=ERROR, after=<this morning>
→ several "Endpoint execution failed · path=inline error=ResolutionError version=5"
- endpoint-get weekly_signups → current version is v5 (bumped today)
- endpoint-logs weekly_signups, level=INFO, before=<this morning>
→ prior runs: "path=inline cache=hit ... version=4" succeeded
- "v5 (created this morning) is failing with a ResolutionError on the inline path — it can't
resolve a table or field reference. v4 ran fine. This looks like a bad query in the new
version. Want me to pull the v5 query (endpoint-versions) so we can fix it, or roll back to v4?"
The detail lives in the tokens, not in multiple lines.
log_source_id is the endpoint UUID, not the name. For execute-sql, fetch it viaendpoint-get first.
log_entries TTL). Older runs won't appear.endpoint-logs tells you what happened and why a runfailed; for "should I materialise / bump cache TTL?" use diagnosing-endpoint-performance, which
reasons over config and query_log cost metrics.
succeeded for the caller but no log shows, the emit was dropped, not the query.
Take posthog/ai-plugin-exploring-endpoint-execution-logs from the repository into ~/.claude/skills for personal
use, or into .claude/skills inside a project.
The agent identifies a skill by the name field in its header. Two skills with the
same name cannot sit side by side — one of them will be ignored.