Skip to main content

Single-process SQL + SSH CLI for LLM agents. PostgreSQL/MySQL/SSH via SQLAlchemy + paramiko. Plaintext credentials in one TOML file. Helpers auto-injected into the heredoc namespace.

Project description

sql-harness

A thin, single-process SQL CLI for LLM agents. Mirrors browser-harness's structure but targets relational databases (Postgres, MySQL, Redis-soon).

Connection file format, env vars, and driver list: see install.md.

Quickstart

# 1. Install deps (one-time)
uv sync

# 2. Scaffold a starter connections.toml
uv run sql-harness init

# 3. Add a connection
uv run sql-harness add local_pg --driver postgres --url 'postgresql://postgres:postgres@localhost:5432/postgres'

# 4. Test it
uv run sql-harness test local_pg

# 5. Use it
uv run sql-harness <<'PY'
use_workspace("local_pg")
print(query("SELECT version()"))
print(list_tables())
print(describe("pg_class"))
PY

Architecture (~1k lines across 8 core files)

  • install.md — first-time install + first connection
  • SKILL.md — day-to-day usage
  • lab/sql_harness/src/sql_harness/ — protected core package
  • ${XDG_CONFIG_HOME:-~/.config}/sql-harness/connections.toml — plaintext credentials in ONE place
  • ${XDG_CONFIG_HOME:-~/.config}/sql-harness/agent-workspace/agent_helpers.py — task-specific helpers
  • ${XDG_CONFIG_HOME:-~/.config}/sql-harness/agent-workspace/zones/<conn>/skills/ — per-DSN skills (one zone per connection)
  • ${XDG_CONFIG_HOME:-~/.config}/sql-harness/agent-workspace/zones/meta/skills/ — cross-DSN strategy skills (passive fallback for apply_skill)

Why mirror browser-harness?

  • Same operational ergonomics for agents: heredoc CLI with auto-imported helpers.
  • Same agent-workspace pattern (helpers + skills stay editable per-project).
  • Same path/state layout (XDG-style state directory).
  • Same doc layering: SKILL.md body + interaction-skills/*.md for stuck points.

What this is NOT

  • Not a database migration framework.
  • Not an ORM.
  • Not a connection-string parser (pgcli/mycli already exist for interactive REPL use; this is for agents).
  • Not a long-running daemon. SQL connections don't need one.

Contributing

PRs and improvements welcome. See AGENTS.md for code priorities.

  • Skills are written by the harness, not by you. When you figure out a non-obvious SQL flow (a weird schema, a slow query, a JSON column trick), file a skill in agent-workspace/zones/<conn>/skills/<name>.md for that DSN, or agent-workspace/zones/meta/skills/<name>.md if it generalizes. Future sessions will read it before re-discovering it.
  • Bug fixes, new drivers, helper additions all welcome.

License

MIT.

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

sql_harness-0.2.4.tar.gz (129.8 kB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

sql_harness-0.2.4-py3-none-any.whl (95.3 kB view details)

Uploaded Python 3

File details

Details for the file sql_harness-0.2.4.tar.gz.

File metadata

  • Download URL: sql_harness-0.2.4.tar.gz
  • Upload date:
  • Size: 129.8 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: uv/0.12.1 {"installer":{"name":"uv","version":"0.12.1","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}

File hashes

Hashes for sql_harness-0.2.4.tar.gz
Algorithm Hash digest
SHA256 0e494bcca9a5074c899501f9ba5a5405e6e6f2bc8318cdd797db2544ccc574ad
MD5 609444a7176f003f911f0ac440b9194c
BLAKE2b-256 9fe3a52ce53ee41131cc1219929adeefc83c10c1d730ec18e41d578c262b47f8

See more details on using hashes here.

File details

Details for the file sql_harness-0.2.4-py3-none-any.whl.

File metadata

  • Download URL: sql_harness-0.2.4-py3-none-any.whl
  • Upload date:
  • Size: 95.3 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? No
  • Uploaded via: uv/0.12.1 {"installer":{"name":"uv","version":"0.12.1","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}

File hashes

Hashes for sql_harness-0.2.4-py3-none-any.whl
Algorithm Hash digest
SHA256 b119f1ade2fdc2dca47e71bb3c1d293d8f3ad30ba3aebd19d664693a75cbab98
MD5 c7fc142d5ddac95b969287fe9d49ba9e
BLAKE2b-256 2b5211bc146dd52daff2b78322641d57af87d81801773b0d5f3ceb5d363427a4

See more details on using hashes here.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page