sqlite-log-query SKILL.md skillA

sqlite-log-query from lingtai-ai/lingtai-kernel is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add lingtai-ai/lingtai-kernel/sqlite-log-query@v1.4.0

Pins v1.4.0 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
lingtai-ai/lingtai-kernel
Path
src/lingtai/intrinsic_skills/system-manual/reference/sqlite-log-query/SKILL.md
Versions recorded
6
Latest version
v1.4.0, committed Sep 15, 2026
First version recorded
Jul 14, 2026
Size
22,826 bytes
Repository stars
11
License
Apache-2.0

Nested system-manual reference for the additive SQLite/`log.sqlite` sidecar over LingTai's JSONL runtime traces. Read it when you need `lingtai-agent log doctor|query|rebuild`, read-only SQL safety and WAL/rebuild caveats, the events/chat_entries/token_entries schema, quick-start snippets, SQL recipes (`tool_call_id` lifecycle, tool result stats and percentiles, spilled/large tool results), gotchas, or the redaction rules. Runtime trace forensics start here; trajectory mining is the sibling…

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# SQLite Log Query

LingTai keeps durable runtime traces and token ledgers in JSONL files. The SQLite file at
`logs/log.sqlite` is an **additive, rebuildable query index** over those JSONL
sources of truth. Use it to answer questions that are painful with `grep`: which
event types are hottest, what happened inside daemon runs, what chat-history
turn surrounded a failure, whether notification/daemon/context events are
storming, or how token usage is distributed across main/daemon sources.

## Start here for log.sqlite (quick start)

First-use, copy-pasteable snippets. `log.sqlite` lives at `logs/log.sqlite`
under the agent directory (`AGENT_DIR=/path/to/project/.lingtai/agent-name`).
Open it read-only and run the three first checks:

```bash
sqlite3 -readonly logs/log.sqlite '.tables'
sqlite3 -readonly logs/log.sqlite 'pragma table_info(events);'
sqlite3 -readonly logs/log.sqlite \
  "select type, count(*) as n from events group by type order by n desc limit 20;"
```

Plain `sqlite3 logs/log.sqlite` opens the file read-write; for inspection
prefer `-readonly` (or the Python URI form below) so you never accidentally
write the sidecar. Equivalent read-only Python:

```python
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add lingtai-ai/lingtai-kernel/sqlite-log-query@sha256:37b088255d5d443c

The line at the top of this page pins the label v1.4.0, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_vwg67553wcyb5pwj.svg)](https://markdownregistry.com/a/art_vwg67553wcyb5pwj)

3 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 6 versions of this file, between Jul 14, 2026 and Sep 15, 2026, about one every 13 days.

versioncommittedcommitsizeaudit
v1.4.0 latest2026-09-15 69a0984 22,826 BA view · diff
v1.4.02026-08-09 bec9573 22,805 BA view · diff
v1.3.02026-08-07 51139ee 18,033 BA view · diff
v1.2.12026-07-30 592fc39 34,093 BA view · diff
v1.2.12026-07-19 88e075a 33,846 BA view · diff
v1.2.02026-07-14 b410ffc 34,083 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (22826 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

lingtai-ai/lingtai-kernel · 11 stars · license Apache-2.0 · pushed 2026-10-21 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_vwg67553wcyb5pwj
GET https://markdownregistry.com/api/v1/resolve?ref=lingtai-ai/lingtai-kernel/sqlite-log-query
GET https://markdownregistry.com/api/v1/blob/37b088255d5d443c30c23c58deee972f71daee4e916a5c9187b63dc9eba5d987

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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