Postgres AIops (preview)

Disclaimer: Community-maintained open-source project. Not affiliated with, endorsed by, or sponsored by the PostgreSQL Global Development Group or any vendor. "PostgreSQL" and the elephant logo are trademarks of the PostgreSQL Community Association; all product/trademark names belong to their respective owners. MIT licensed.

Governed AI-ops for PostgreSQL DBA operations — connecting to a server with psycopg 3 and reading the system catalogs and pg_stat_* views — with a built-in governance harness: unified audit log, policy engine, token/runaway budget guard, undo-token recording, and graduated-autonomy risk tiers. Preview — mock-validated only, not run against a live cluster.

What it does

Three flagship signature analyses, plus the guarded reads and writes around them:

• Slow-query RCA — take the worst pg_stat_statements entry (plus an optional EXPLAIN plan) and map its numbers — mean time, cache-hit ratio, temp spill, call count, plan node types — to a cited cause and a concrete action. Every finding carries its measured number, not a black-box verdict.
• Bloat & vacuum analysis — combine per-table dead-tuple ratio and autovacuum recency into a ranked, cited recommendation (VACUUM / tune autovacuum).
• Blocking lock-chain RCA — build the wait-for tree from pg_blocking_pids, name the root blocker (blocks others, waits on none), and give the action; a cycle is flagged as a likely deadlock.

What works

• CLI (postgres-aiops ...): init, overview, server, activity, query, index, table, repl, analyze, remediate, secret, doctor, mcp.
• MCP server (postgres-aiops mcp or postgres-aiops-mcp): 33 tools (24 read, 9 write), every one wrapped with the bundled @governed_tool harness.
• Encrypted credentials: the role password lives in an encrypted store ~/.postgres-aiops/secrets.enc (Fernet + scrypt) — never plaintext on disk. Unlock with a master password from POSTGRES_AIOPS_MASTER_PASSWORD (MCP/CI) or an interactive prompt (CLI).
• Reversibility: mutating writes fetch the real before-state first and record a faithful inverse — create_index↔drop_index; drop_index captures pg_get_indexdef so undo recreates it exactly; update_setting captures the prior value so undo sets it back. Irreversible ops (terminate_backend, cancel_query, run_vacuum, run_analyze, reindex, reset_query_stats) record prior stats for audit but declare no undo.
• Safety: every state-changing CLI op supports --dry-run and requires double confirmation; every write MCP tool takes a dry_run preview. All identifiers that cannot be parameterised (table/index/GUC names) are validated and quoted; all values are bound query parameters.

Capability matrix (33 MCP tools)

Domain	Tools	Count	R/W
Overview	overview	1	read
Server	server_version, show_settings, list_extensions, list_databases, list_roles	5	read
Activity	list_activity, long_running_queries, list_locks	3	read
Queries	top_queries, explain_query	2	read
Indexes	unused_indexes, missing_index_hints, index_bloat, invalid_indexes	4	read
Tables	table_sizes, table_bloat, autovacuum_status	3	read
Replication	replication_status, replication_slots, wal_status	3	read
Analysis (flagship)	slow_query_rca, bloat_and_vacuum_analysis, blocking_lock_chain_rca	3	read
Writes	terminate_backend, cancel_query, drop_index	3	write (high)
	run_vacuum, run_analyze, create_index, reindex, update_setting, reset_query_stats	6	write (medium)

The flagship analyses accept injected records for pure/offline analysis, or pull live from a configured target. top_queries/slow_query_rca require the pg_stat_statements extension; the read role should have pg_monitor.

Quick start

uv tool install postgres-aiops             # or: pipx install postgres-aiops
postgres-aiops init                        # wizard: add a target + store the password (encrypted)
postgres-aiops doctor                      # verify config, secrets, connectivity
postgres-aiops overview                    # one-shot cluster health snapshot
postgres-aiops analyze slow-query          # RCA the worst pg_stat_statements entry
postgres-aiops table bloat                 # dead-tuple bloat proxy per table

Run as an MCP server (stdio):

export POSTGRES_AIOPS_MASTER_PASSWORD=...  # unlock secrets non-interactively
postgres-aiops-mcp

Governance

Every MCP tool passes through the bundled @governed_tool harness:

• Audit — every call (params, result, status, duration, risk tier, approver, rationale) is logged to ~/.postgres-aiops/audit.db (relocatable via POSTGRES_AIOPS_HOME).
• Budget / runaway guard — token and call budgets trip a circuit breaker.
• Risk tiers — graduated autonomy; high-risk ops can require a named approver (POSTGRES_AUDIT_APPROVED_BY / POSTGRES_AUDIT_RATIONALE — the env-var names the bundled harness reads).
• Undo recording — reversible writes record an inverse descriptor built from the fetched before-state.

Scope

This is the PostgreSQL DBA-ops member of the AIops-tools family (governed AI-ops with audit + budget + undo + risk tiers). Do NOT use it for OT / industrial edge (Modbus, OPC-UA, PROFINET) — see the separate industrial-aiops line — nor for application-schema migrations or ORM management.

Missing a capability?

Coverage is intentionally a curated subset of PostgreSQL's catalogs and maintenance surface. Missing a view, a metric, or a maintenance command? Open an issue or PR — contributions welcome.

Status

Preview — mock-validated only, not run against a live cluster. The catalog queries are modelled from the documented pg_catalog / pg_stat_* shapes and need live verification. postgres-aiops doctor is the fastest live check.