Read-only PostgreSQL surface for an LLM agent over the MCP protocol, with defense-in-depth at parser, executor, DB-role, and transport layers.
Project description
django-mcp-sql
Let an LLM agent — like Claude Code — run read-only SQL against your PostgreSQL database over the Model Context Protocol, without handing it a database login or the ability to write anything.
It already runs in production, mediating an LLM agent's database access inside a larger Django application — this package is an extraction of that code, not a greenfield experiment.
It's safe by construction, not by asking the model nicely. Even a confused or hijacked agent can only ever touch the slice of data you chose to expose — four independent layers enforce it, so a bypass has to beat all four:
- It sees only what you expose. Each access profile's whitelist points at
the specific tables — or, better, curated row- and column-limited
views — you pick. You can hand the
agent a view that drops the sensitive columns and filters the rows, and the
underlying table stays invisible: a login-less Postgres role simply holds no
SELECTon anything off the list, so "invisible" is enforced by the database, not by trust. (Run several profiles to give different agents different slices.) - It only runs
SELECT. Every statement is parsed and checked first; anything that isn't a single read-only query is rejected before it reaches the database. - It runs in a sandbox. Queries execute in a locked-down, time-limited transaction that can't linger or mutate.
- Nothing reaches it unauthenticated. The endpoint sits behind OAuth 2.1 with PKCE (RFC 7591/8414/9728 discovery); an unauthenticated client can't even open the door.
Status: beta (
0.1.0b1). The public API and settings shape are stabilizing, but may still shift before1.0.
Quickstart — try it in 5 minutes
The fastest way to see this work is the bundled example app — a vanilla
Django project (auth.User, stock sessions, no allauth) that wires the package
end to end, including a two-tier curated-view setup. You don't have to touch
your own project to watch Claude Code query a database.
git clone https://github.com/thepapermen/django-mcp-sql
cd django-mcp-sql/example
# Needs `uv` and a reachable PostgreSQL. See example/README.md for the one-time
# login-role snippet and the EXAMPLE_PG_* connection defaults.
make install # venv + editable install of the package
make createdb migrate roles grants bootstrap_demo # db, migrations, PG roles + grants, demo users
make runserver # serves http://127.0.0.1:8001/
# In another terminal, register it with Claude Code — then just ask Claude to use it:
claude mcp add --transport http mcp-sql-example http://127.0.0.1:8001/mcp/sql/
The first tool call kicks off the OAuth dance (log in as demo / demo);
after that, list_tables and run_query work against the demo data. The full
walkthrough — the OAuth flow, the second access tier, the MFA note — is in the
example README.
Ready to wire it into your own project? See Installation below.
What you get
Three MCP tools mounted at /mcp/sql/:
| Tool | Purpose |
|---|---|
list_tables() |
Returns the whitelisted db_tables for the surface (sorted). |
describe_table(name) |
Returns column types / null / pk for a whitelisted table. |
run_query(sql, limit=None) |
Validates + executes a single SELECT. Returns {columns, rows, row_count, truncated, duration_ms, hint, rejection_reason, error, data_handling}. rows (and error, when set) come back wrapped in a per-response random-UUID <untrusted-data-…> fence so DB content carrying a prompt-injection payload can't be read as agent instructions; data_handling explains the boundary. |
Every call writes one append-only MCPQueryLog audit row. Every auth
rejection writes one MCPAuthRejectionLog row (six resolved-user gates;
anonymous / bad-token probing goes through Django-cache counters with a
silent per-IP block, not the audit table — use a shared cache backend
(Redis, Memcached) in production: with a per-process backend like LocMem
the counters, and therefore the block, are per-worker).
Observability — per-user query-volume tripwires (one ERROR per
(user, decision, window) crossing of VOLUME_ALERT_THRESHOLDS; alerts,
never blocks), an ERROR when a user is added to the MCP permission group,
and read-only Django admin browsers for both audit tables plus a per-user
usage-summary view (allowed / rejected / auth-rejection counts per rolling
window). The package emits logger.error only — wire a Sentry
LoggingIntegration(event_level=logging.ERROR) to receive these as events;
the package itself never imports sentry_sdk.
Security model — prompt injection & untrusted data
[!WARNING]
run_queryreturns database content verbatim to the agent — treat every value as a prompt-injection vector. Any column an outside party can write to (free-text fields, names, uploaded filenames — anything your app ingested from an outside source) can carry instructions aimed at the agent, not at you. An agent that can read this data and also act (shell, file write, web fetch, other MCP tools) holds the "lethal trifecta" — private-data access + exposure to untrusted content + the ability to exfiltrate — so an injected row can re-steer its next action.As defense-in-depth,
run_queryrowsanderrorcome back wrapped in a per-response random-UUID<untrusted-data-…>fence with an instruction to treat the contents as data, never commands (the random tag stops an attacker from closing the fence from inside a cell value). This is belt-and-suspenders, not a guarantee — nothing forces the model to obey the fence, so it must never be your primary control. Safer designs:
- Exclude user-supplied data from the surface. Point each profile's whitelist at curated, column-limited PostgreSQL views that drop the attacker-controllable free-text columns, rather than at raw tables.
- Don't expose this surface to a privileged agent. Keep the read-only SQL context separate from any agent that also holds act/exfiltrate tools, so a malicious row has nothing to pivot into.
Further reading (the prior art this fence design follows): Defense in Depth for MCP Servers · "Supabase MCP can leak your entire SQL database" (the disclosure it answers) · Supabase MCP docs · reference wrapper source.
Postgres-only by design
The package depends on Postgres features that don't port: SET LOCAL ROLE
into a NOLOGIN role, statement_timeout / lock_timeout /
idle_in_transaction_session_timeout / default_transaction_read_only
GUCs, PG-only error codes (57014, 42501), CREATE OR REPLACE VIEW
semantics, sqlglot's dialect='postgres'. There is no design path to
MySQL / SQLite without a parallel implementation — hence django-mcp-sql
not django-mcp-mysql etc.
Installation
pip install django-mcp-sql
# Optional extras
pip install "django-mcp-sql[allauth]" # wire MFA gate to allauth.mfa.utils.is_mfa_enabled
Then in your Django settings:
INSTALLED_APPS = [
# ... your apps ...
"rest_framework",
"oauth2_provider",
"mcp_sql",
]
DATABASES = {
"default": { ... },
# Required: dedicated read-only alias. The executor asserts
# connection.alias == MCP_SQL["DB_ALIAS"] before issuing any SELECT.
"mcp_readonly": {
# ... pointed at the same database as default but as a non-superuser ...
"OPTIONS": {"application_name": "mcp-readonly"},
"ATOMIC_REQUESTS": False,
"CONN_MAX_AGE": 0,
},
}
DATABASE_ROUTERS = ["mcp_sql.db_router.McpSqlRouter"]
MCP_SQL = {
"ALLOWED_MODELS": [
"auth.Permission", # your real whitelist goes here
],
"BAN_SELECT_STAR": True,
"LIMITS": {"DEFAULT_LIMIT": 10, "HARD_LIMIT": 100, "BYTES_LIMIT": 256 * 1024},
# Per-user volume tripwires: {decision: {window_seconds: threshold}}.
# Crossing emits one Sentry ERROR per (user, decision, window) bucket;
# it alerts, it never blocks.
"VOLUME_ALERT_THRESHOLDS": {
"allowed": {3600: 50, 86400: 150},
"rejected": {3600: 50, 86400: 150},
},
"BAD_TOKEN_IP_THRESHOLD": 100,
"BAD_TOKEN_IP_WINDOW_SECONDS": 21600,
# Optional overrides — see `mcp_sql/conf.py` DEFAULTS for the full list:
# "RESOURCE_NAME": "My App",
# "MFA_CHECKER": "allauth.mfa.utils.is_mfa_enabled",
# "SESSION_MODEL": "your_app.Session", # opt-in runtime session-existence gate;
# must be a session model with a `user` FK
# (stock `django.contrib.sessions.Session`
# does NOT qualify — its absence of a `user`
# column is why the default is `None`)
}
OAUTH2_PROVIDER = {
"OAUTH2_VALIDATOR_CLASS": "mcp_sql.oauth.MCPOAuth2Validator",
"SCOPES": {"mcp:sql": "Read-only SQL surface for MCP agents"},
"DEFAULT_SCOPES": ["mcp:sql"],
"ACCESS_TOKEN_EXPIRE_SECONDS": 6 * 3600,
"REFRESH_TOKEN_EXPIRE_SECONDS": 0,
"AUTHORIZATION_CODE_EXPIRE_SECONDS": 60,
"PKCE_REQUIRED": True,
"ALLOWED_REDIRECT_URI_SCHEMES": ["http"], # RFC 8252 loopback
}
Wire the URLs in your project's urls.py:
urlpatterns = [
# ... your routes ...
path("", include("mcp_sql.urls")),
]
Then run the DBA setup once per environment (creates the
mcp_readonly_role Postgres role + role-level guard GUCs):
psql -U <superuser> -d <database> \
-v app_role=<your_app_role> \
-f $(python -c "import mcp_sql, os; print(os.path.join(os.path.dirname(mcp_sql.__file__), 'sql/role_setup.sql'))")
Then apply migrations and the SELECT grants:
python manage.py migrate
python manage.py mcp_sql_grants --apply
Documentation
The architecture / design doc and the full operational runbooks ship inside
the package (importable consumers find them under mcp_sql/docs/):
docs/architecture.md— design, file map, settings shape, OAuth surface, curated-view pattern, the complete "Watch out" list.docs/role-setup.md— DBA setup, grants reconciliation, sanity checks.docs/oauth.md— OAuth issuance gate, MCP client registration, incident response.
Compatibility
- Python: 3.11–3.13
- Postgres: 14+ recommended (uses
pg_has_role,information_schema.role_table_grants,SET LOCAL ROLE,CREATE OR REPLACE VIEW— all of which work on earlier versions, but the test matrix runs on 14+).
Supported combinations
The package's own surface is Django-version-agnostic; the version coupling comes entirely from DRF, which gained each Django line in a later release. Support is therefore a staircase — a higher Django needs a higher minimum DRF:
| Django | Python | DRF (supported) | django-oauth-toolkit |
|---|---|---|---|
| 4.2 LTS | 3.11, 3.12 | 3.14 – 3.17 | 3.2 – 3.3 |
| 5.2 LTS | 3.11 – 3.13 | 3.15 – 3.17 | 3.2 – 3.3 |
| 6.0 | 3.12, 3.13 | 3.17 | 3.3 |
- The DRF floor is 3.14 — the lowest we support, i.e. what a legacy
Django 4.2 app is likely already pinning. Each Django line has its own DRF
minimum (5.x from 3.15, 6.0 from 3.17). A fresh
pip installalways resolves the newest in-range DRF (3.17) for whatever Django you run; the older DRF columns matter only when adopting the package into an app that already pins one. - Django 6.0 drops Python 3.11; Django 4.2 has no Python 3.13 — hence the ragged Python columns.
django-oauth-toolkit,mcp,sqlglot,a2wsgi, andpydanticare not Django-version-coupled within their declared ranges.
Dropping into an existing app with an older pinned DRF
When you install the package into an existing project that already pins an
older DRF, that project's pins win — the package's floor does not force an
upgrade. The package's narrow DRF surface (an OAuth2Authentication subclass,
@api_view, IsAuthenticated) is verified to run on DRF 3.14 with Django
4.2 by a dedicated CI leg, even though a greenfield install would never
select that pair. So a Django 4.2 app on DRF 3.14 can adopt the package without
touching its DRF pin. (DRF 3.14 + Django ≥ 5.0 is not supported — DRF 3.14
predates those Django lines.)
MFA / django-allauth
The allauth extra (django-mcp-sql[allauth]) wires the TOTP gate to
django-allauth[mfa] >= 65.14. On a project running an older allauth without
allauth.mfa, skip the extra and point MCP_SQL["MFA_CHECKER"] at your own
2FA predicate — the core package has no hard allauth dependency.
The standalone suite (make test, settings in tests/settings.py) runs in CI
(.github/workflows/ci.yml) across every row above, plus pinned floor legs and
the DRF 3.14 + Django 4.2 legacy leg, against PostgreSQL 14.
Postgres role setup
Once per environment, a DBA with PG superuser rights applies
sql/role_setup.sql to create the mcp_readonly_role role + the
role-level guard GUCs (statement_timeout, lock_timeout,
idle_in_transaction_session_timeout, default_transaction_read_only)
and grant the role membership to the consuming app's PG user. The script
is idempotent and is parameterised by a -v app_role=<role> psql
variable so a single SQL file works across deployments whose app role
differs.
psql -h <pg_host> -U <pg_superuser> -d <database> \
-v app_role=<app_pg_role> \
-f sql/role_setup.sql
# Verify:
psql -h <pg_host> -U <pg_superuser> -d <database> -c "\du mcp_readonly_role"
# Expected: row present, "Cannot login".
After the role exists, apply the package's migrations and reconcile the table-level SELECT grants:
python manage.py migrate
python manage.py mcp_sql_grants --apply
See docs/role-setup.md for the full DBA-facing runbook (drift
detection, CI gates, troubleshooting).
Development
Run the package's own test suite (needs uv and a reachable PostgreSQL —
see tests/settings.py for the MCP_SQL_TEST_PG_* connection env vars.
Bootstrap mcp_readonly_role via sql/role_setup.sql first — several
tests enter it with SET LOCAL ROLE — and connect as a superuser so the
role-isolation tests run instead of skipping):
make test
Build the distribution and verify the wheel installs cleanly into a fresh venv (Django-independent imports + package-data presence):
make build # produces ./dist/django_mcp_sql-<version>-py3-none-any.whl + .tar.gz
make test-install # ephemeral build + venv install + import & package-data smoke
All targets require uv on PATH (install once: curl -LsSf https://astral.sh/uv/install.sh | sh).
Release/extraction mechanics live in RELEASING.md; contribution
expectations in CONTRIBUTING.md.
License
MIT.
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