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Written by AutoGineer from the skill’s own files, not by the author
This skill provides guidance for working with Lakebase Postgres on Neon. It covers connection management, schema migrations, branching workflows, autoscaling, and performance diagnostics. It is designed to assist with database operations including inspecting schemas, optimizing egress, and implementing search features like vector, full-text, and hybrid search. The skill distinguishes between pooled and direct connection usage, provides diagnostic tools for performance analysis, and outlines procedures for managing compute resources and database branches.
What it does
- Provides best practices for pooled versus direct connection usage
- Guides schema migration and branching workflows including schema-only and branch-per-PR
- Offers diagnostic tools for identifying egress anti-patterns and query performance issues
- Supports configuration of autoscaling, scale-to-zero, and read replicas
- Facilitates implementation of semantic, full-text, and hybrid search features
- Assists with compute management tasks like resizing, suspending, and restarting
When to use it
- When working with an existing DATABASE_URL, SQL, or database schema
- When diagnosing high database bills or network egress issues
- When planning isolated environments for migration testing or preview deployments
- When implementing vector, full-text, or hybrid search capabilities
- When needing to inspect database performance or compute behavior
Advantages
- Provides clear distinctions between pooled and direct connection use cases
- Offers structured workflows for database branching and migration testing
- Includes specific diagnostic queries for identifying egress and performance bottlenecks
- Integrates with Neon CLI and MCP for operational tasks
- Supports modern development patterns like branch-per-PR
Usage examples
- “How do I optimize my database egress costs?”
- The agent will guide you through diagnosing top egress contributors using pg_stat_statements, analyzing your codebase for anti-patterns, and applying fixes like column selection and pagination.
- “Create a new branch for testing my schema migration.”
- The agent will verify your CLI or MCP authentication and execute the branch creation, providing you with the connection string for the new isolated environment.
- “Which connection string should I use for my migration script?”
- The agent will explain that migrations require a direct (unpooled) connection and help you identify the correct string without the -pooler suffix.
- “How can I implement vector search in my Neon database?”
- The agent will provide guidance on using Lakebase Search, including setting up the necessary extensions and managing the search implementation via your ORM.
Install
Download the skill as a ZIP:
https://mp-staging.autogineer.com/agent-skills/neondatabase/neon-postgres/downloadUnzip it into the cross-client skills folder of your project:
mkdir -p .agents/skills && unzip neon-postgres.zip -d .agents/skills
Documentation by Neon
FIRST: Use the parent neon skill for a Neon overview, getting started with Neon, Neon development best practices, and more.
If the neon skill is not installed, fetch it from https://neon.com/docs/ai/skills/neon/SKILL.md or install it with:
neon skills -s neon -yLakebase Postgres
Lakebase Postgres is the database at the core of Neon. It runs on the lakebase architecture — OLTP built directly on cloud object storage — which decouples storage from compute to offer autoscaling, branching, instant restore, and scale-to-zero. It's fully compatible with Postgres and works with any language, framework, or ORM that supports Postgres.
It is the same database whether you reach it through Neon or through Databricks; this skill covers the Neon access path.
Login, users, sessions, and @neon/auth belong in neon-auth.
Live queries, reactive UIs, and realtime data belong in neon-realtime.
Setup Flow
1. Select the organization and project
If a DATABASE_URL is already supplied (prompt, environment, or repo) or a .neon file points at a project, use it. Do not list organizations or create a second project for schema work.
Otherwise use the CLI (default) or MCP server to list organizations and projects. Let the user select an existing project or create a new one.
2. Get the connection string
If a DATABASE_URL is already supplied, use it. Do not fetch another through the CLI or MCP.
Otherwise use the CLI (default), neon env pull, or the MCP server to get the connection string. Store it in .env as DATABASE_URL. Read the file first before modifying it, to avoid overwriting existing values.
When to use pooled vs direct connections
| Use case | Connection type |
|---|---|
| Web applications, serverless functions | Pooled (-pooler) |
| Schema migrations | Direct |
| pg_dump / pg_restore | Direct |
| Logical replication | Direct |
| Long-running analytics with temp tables | Direct |
| Admin tasks needing SET or session state | Direct |
| LISTEN / NOTIFY | Direct |
3. Pick the connection method and driver
Preserve the existing ORM and driver. For new TypeScript schema work with no established choice, Drizzle is a suggestion: https://neon.com/docs/guides/drizzle.md. Refer to the connection methods guide to pick the correct driver based on how the runtime treats your code: https://neon.com/docs/connect/choose-connection.md.
Driver notes:
On Vercel, use
node-postgres(npm install pg) with Vercel Fluid compute andimport { attachDatabasePool } from "@vercel/functions";On Cloudflare, use
node-postgreswith Cloudflare HyperdriveOn Neon Functions, use
node-postgres, as the functions are long-running and reuse the pool across requests.Use the
@neondatabase/serverlessdriver for serverless and edge environments (for example, when using Netlify) — HTTP transport for one-shot queries, WebSocket for transaction support. Link: https://neon.com/docs/serverless/serverless-driver.md
4. Set up the schema
Manage schemas and migrations as code. Avoid running ad hoc schema migrations against your database, since they're hard to manage.
If you're using an ORM, follow your ORM's best practices to manage schemas and migrations. For example, if using Drizzle, only use Drizzle for schema and migration management unless instructed otherwise.
Branching
Use this when the user is planning isolated environments, schema migration testing, preview deployments, or branch lifecycle automation.
Key points:
Branches are instant, copy-on-write clones (no full data copy).
Each branch has its own compute endpoint.
Use the neon CLI or MCP server to create, inspect, and compare branches.
Link: https://neon.com/docs/introduction/branching.md
For detailed branch creation workflows (normal vs schema-only branches, reset-from-parent, CLI/MCP selection, and CI/CD patterns), read Branching workflows.
Migrations
Test a migration on a branch of production, against production-like data, before applying it to production.
Use a direct (non-pooled) connection string when you run the migration, not a pooled one. neon connection-string returns the direct string by default; make sure the hostname does not include the -pooler suffix.
Egress Optimization
Use this when a user reports high database bills, unexpected network transfer, egress spikes, query overfetching, or wants a cost-efficiency review of database query patterns.
Before editing code, read Egress optimization. Audit all five patterns: unused columns, missing pagination, repeated static reads, application-side aggregation, and JOIN duplication. Do not stop after fixing SELECT *.
Work in four steps: diagnose which queries transfer the most data, analyze the code behind them, fix the anti-patterns, then verify that behavior is preserved and transfer drops.
Troubleshooting and Neon-Specific Performance
Use Neon's predefined, read-only diagnostics before writing catalog queries by hand. The Neon CLI neon inspect db subcommands and the Neon MCP server's inspect_database tool run the same checks.
This section covers Neon-specific diagnostic tools, compute cache behavior, and platform signals. When the evidence points to generic Postgres work such as rewriting a query, choosing an index, changing a schema, or interpreting plan nodes, load the postgres-best-practices skill and carry the diagnostic evidence into that workflow.
Docs:
Query performance: https://neon.com/docs/postgresql/query-performance.md
pg_stat_statements: https://neon.com/docs/extensions/pg_stat_statements.mdNeon Local File Cache: https://neon.com/docs/extensions/neon.md
Choose CLI or MCP
Prefer the Neon CLI when terminal access and authentication are available:
neon inspect db <check>The CLI resolves the project and branch from the current Neon context. Use --project-id, --branch, and --database-name to override it. Omit --database-name to inspect every database on the branch. Use --db-url only when inspecting a Postgres database directly instead of resolving it through the Neon API.
When using Neon MCP, call inspect_database with projectId and one check. Pass branchId, databaseName, or computeId only when needed. Omit databaseName to inspect all databases on the branch. Increase limit only when the result says it was truncated.
Pick the Diagnostic
| Symptom or question | Checks |
|---|---|
| Which relations consume storage? | table-sizes, index-sizes |
| Is an index unused or a table scanned heavily? | unused-indexes, seq-scans |
| What has run for 5+ minutes or holds locks? | long-running-queries, locks |
| Which queries consume the most total time? | outliers |
| Which queries run most often? | calls |
| Does the active data fit in compute cache? | lfc-hit-rate, working-set |
| Is autovacuum behind or is space wasted? | vacuum-stats, bloat |
| Is logical replication healthy? | replication-slots, subscriptions |
Do not confuse these checks:
long-running-queriesreports statements running right now for more than five minutes.outliersranks the top queries by cumulative execution time since statistics were reset. It does not rank by mean latency.callsranks by execution count over the same statistics history.
outliers and calls require pg_stat_statements. lfc-hit-rate and working-set require the neon extension. If a check reports a missing extension, ask before running the suggested CREATE EXTENSION statement because installing an extension modifies the database.
Interpret Results Safely
Treat
unused-indexesas a candidate list, not permission to drop indexes. Confirm the observation window, constraints, and workload before removal.A sequential scan can be correct for a small table or a query reading much of a table. Check table size, selectivity, and the query plan before adding an index.
bloatis a statistical estimate. Confirm the impact and plan locks or maintenance beforeVACUUM FULL,REINDEX, or similar remediation.Cache and Postgres statistics reset when compute restarts, including scale-to-zero suspension. Run a representative workload before interpreting fresh
lfc-hit-rate,working-set,vacuum-stats, orpg_stat_statementsresults.Compute-wide checks (
lfc-hit-rate,working-set, andreplication-slots) run once even when inspecting every database.One failing database can fail an all-databases inspection; retry the relevant check with an explicit
databaseNameto isolate it.
Inspect Neon Cache Behavior Per Query
Standard EXPLAIN (ANALYZE, BUFFERS) reports Postgres shared-buffer activity, but it does not show Neon's Local File Cache (LFC) or page prefetching. For a safe read-only query, add Neon's FILECACHE and PREFETCH options:
EXPLAIN (ANALYZE, BUFFERS, PREFETCH, FILECACHE)
SELECT ...;File cache: hitscounts pages found in the compute's LFC.File cache: missescounts pages not found in the LFC and fetched from database storage.Prefetch: hits,misses,expired, andduplicatesshow how effectively Neon fetched pages before the executor requested them.
FILECACHE and PREFETCH provide metrics for this query and do not require the neon extension. By contrast, neon inspect db lfc-hit-rate and working-set provide compute-wide statistics and do require the extension.
The MCP explain_sql_statement tool can produce a standard plan but does not expose FILECACHE or PREFETCH options. To collect those Neon-specific metrics through MCP, use run_sql with the explicit, read-only EXPLAIN statement above.
Because ANALYZE executes the statement, use it only when execution is safe; do not run it autonomously for mutating SQL. Compare cold- and warm-cache runs carefully because the first execution can populate the cache and materially change later results.
Performance Workflow
Reproduce the symptom and note its time window.
Run the smallest relevant
inspectchecks from the table above.Identify a specific query before changing schema or compute. Use MCP
explain_sql_statementfor a standard plan, or the Neon-specificEXPLAINabove when LFC or prefetch behavior matters.If the bottleneck is query shape, indexing, schema, locking, or vacuum behavior, load
postgres-best-practicesand carry forward the inspection results and query plan. Keep Neon compute, cache, connection, and platform decisions in this skill.Re-run the same check and workload to verify the change.
Use MCP list_slow_queries instead of inspect_database when the user specifically needs queries ranked by average execution time with a custom threshold and limit. Outside the explicit EXPLAIN case above, use run_sql only for read-only diagnostic SQL when the predefined checks do not answer the question.
Computes
Use this when the user wants to resize a compute, change its scale-to-zero timeout, or start, suspend, restart, or delete it.
Manage computes with neon postgres computes. neon pg and neon lakebase are aliases of neon postgres.
neon postgres computes list # --branch <branch> or the branch .neon pins; --all-branches for the project
neon postgres computes get <compute-id>
neon postgres computes update <compute-id> --cu 0.25-2 --suspend-timeout 300
neon postgres computes restart <compute-id> # also start, suspend, deleteupdate sends only the flags you pass (--cu, --suspend-timeout, --name, --disabled) and fails when you pass none. Each change waits until Neon applies it; update, start, suspend, and restart then print the compute. With --no-wait the command returns once the API accepts the change; find the operation with neon operations list and check it with neon operations get <operation-id>. Add a compute, such as a read replica, with neon branches add-compute <branch>.
Autoscaling
Use this when the user needs compute to scale automatically with workload and wants guidance on CU sizing and runtime behavior.
Set a compute's autoscaling range with neon postgres computes update <compute-id> --cu <min>-<max> (for example --cu 0.25-2), or a fixed size with --cu 2.
Link: https://neon.com/docs/introduction/autoscaling.md
Scale to Zero
Use this when optimizing idle costs and discussing suspend/resume behavior, including cold-start trade-offs.
Key points:
Idle computes suspend automatically after a default of 5 minutes. Change the timeout with
neon postgres computes update <compute-id> --suspend-timeout <seconds>:0uses the plan default and-1disables suspension. Free cannot change it, Launch can only enable or disable suspension, and Scale can set any value from 60 to 604800 (one week).First query after suspend typically has a cold-start penalty (around hundreds of ms)
Storage remains active while compute is suspended.
Link: https://neon.com/docs/introduction/scale-to-zero.md
Keep hot reads off Postgres
Scale to zero only suspends an idle compute. When the same rarely changing rows (config, categories, feature flags) are read on every request, cache them outside Postgres, for example in Upstash Redis with a TTL. Cached reads cut egress and cold-start latency, and let an otherwise idle compute stay suspended.
Instant Restore
Use this when the user needs point-in-time recovery or wants to restore data state without traditional backup restore workflows.
Key points:
History windows for instant restore depend on plan limits.
Users can create branches from historical points-in-time.
Time Travel queries can be used for historical inspection workflows.
Link: https://neon.com/docs/introduction/branch-restore.md
Read Replicas
Use this for read-heavy workloads where the user needs dedicated read-only compute without duplicating storage.
Key points:
Replicas are read-only compute endpoints sharing the same storage.
Creation is fast and scaling is independent from primary compute.
Typical use cases: analytics, reporting, and read-heavy APIs.
Link: https://neon.com/docs/introduction/read-replicas.md
Connection Pooling
Use this when the user is in serverless or high-concurrency environments and needs safe, scalable Postgres connection management.
Key points:
Neon pooling uses PgBouncer.
Add
-poolerto endpoint hostnames to use pooled connections.Pooling is especially important in serverless runtimes with bursty concurrency.
Link: https://neon.com/docs/connect/connection-pooling.md
IP Allow Lists
Use this when the user needs to restrict database access by trusted networks, IPs, or CIDR ranges.
Link: https://neon.com/docs/introduction/ip-allow.md
Logical Replication
Use this when integrating CDC pipelines, external Postgres sync, or replication-based data movement.
Key points:
Neon supports native logical replication workflows.
Useful for replicating to/from external Postgres systems.
Link: https://neon.com/docs/guides/logical-replication-guide.md
Lakebase Search
Use Lakebase Search for semantic, full-text, and hybrid search:
For semantic search, including generating embeddings with the Neon AI Gateway, read Vector search.
For full-text search with BM25 ranking, read Full-text search.
For combining semantic and lexical results with fusion or reranking, read Hybrid search.
For managing any of the above through Drizzle ORM, read Managing Lakebase Search with Drizzle.
Links:
Gotchas
Pooled vs direct connections: use the direct URL for migrations, dumps, and replication
Neon gives you two connection strings for the same database: a pooled one (hostname with the -pooler suffix) and a direct/unpooled one (no -pooler suffix). neon env pull writes them as DATABASE_URL and DATABASE_URL_UNPOOLED. The pooled connection routes through PgBouncer in transaction mode, which doesn't support session-level operations. Choose the right one:
Pooled (
DATABASE_URL) — your application's normal query traffic, especially serverless and connection-per-request workloads.Direct (
DATABASE_URL_UNPOOLED) — schema migrations (Prisma Migrate, Drizzle Kit, Alembic, and others),pg_dump/pg_restore, logical replication,LISTEN/NOTIFY, and anything relying onSETor other session state.
Running migrations, dumps, or replication over the pooled connection can fail, and never in a way that names pooling: prepared statement "s0" already exists from Prisma Migrate, a SET search_path that doesn't persist past its own transaction so the next query reports relation "mytable" does not exist, or a write intermittently hitting a read-only transaction (SQLSTATE 25006) that a pooled backend inherited from an earlier client. Migration tools generally take both strings at once — Prisma's directUrl alongside url — so point that at the direct one rather than swapping DATABASE_URL and losing pooling for the application. See https://neon.com/docs/connect/connection-pooling.md.
Files
- ATTRIBUTION.mdAdded by AutoGineer870 B
- LICENSELicence file added by AutoGineer11.1 KiB
- SKILL.md18.9 KiB
- references/branching.md12.4 KiB
- references/egress-optimization.md9.3 KiB
- references/full-text-search.md4.2 KiB
- references/hybrid-search.md10.4 KiB
- references/lakebase-search-drizzle.md9.9 KiB
- references/vector-search.md12.2 KiB
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