The best databases mods

9,487 mods in the catalogue carry this category. These 100 are the ones that pass every gate. Every gate: original work, not a copy · security scan A or B · a licence that permits reading the source · an actively maintained repository people actually use. Order is the composite score — reputation, freshness, safety, originality, content and traction — not anyone's opinion.

#ModTypeStarsScanTokensRating
1 explorersupabase/supabaseBuild and modify Studio Explorer surfaces, including notebooks, chats, SQL snippets, query cells, and their shared toolbar patterns. Skill 115k A 27 —
2 create-prprisma/ormCreates a GitHub PR with a Linear-ticket-prefixed title and a decision-led, narrative description for Prisma 8. Use when the user wants to create a pull request, open a PR, or submit changes for review. Skill 48k A 48 —
3 bigquery-graphgoogle/adk-pythonSkill for Graph Query Language (GQL) or SQL/PGQ queries against a property graph. Includes path finding, multi-hop traversal, topological connection, shortest path, node reachability, edge connectivity, and semantic graph queries. Skill 22k A 52 —
4 payloadpayloadcms/payloadUse when working with Payload projects (payload.config.ts, collections, fields, hooks, access control, Payload API). Use when debugging validation errors, security issues, relationship queries, transactions, or hook behavior. Skill 46k A 43 —
5 review-prsgoogleapis/mcp-toolboxReview a GitHub pull request in the googleapis/mcp-toolbox repo against the team's reviewer checklist: PR title/description conventions, linked issue, logic errors and unhandled edge cases, breaking changes, test coverage, docs updates, security (input handling), and new dependencies. Use whenever a maintainer asks… Skill 17k A 162 —
6 schema-reviewspree/spreeReview a change's database impact and publish it as a visual artifact. Command 16k A 0 —
7 dbxt8y2/dbxUse the DBX CLI to inspect DBX-managed database connections, explore schemas, run bounded read-only queries, generate DBML or schema documentation, and open tables in DBX Desktop. Use when the user asks to work with a database configured in DBX from a shell-capable AI agent. Never enable writes unless the user… Skill 29k A 74 —
8 mirrord-db-branchingmetalbear-co/mirrordHelps users configure mirrord.json for database branching, enabling isolated database copies for safe development and testing. Use when the user wants to set up MySQL, MariaDB, PostgreSQL, MSSQL, MongoDB, Redis, DynamoDB, ClickHouse, Google Spanner, Amazon S3, turbopuffer, or generic branches, configure copy modes… Skill 5.4k A 95 —
9 supabasesupabase/agent-skillsUse when doing ANY task involving Supabase. Triggers: Supabase products (Database, Auth, Edge Functions, Realtime, Storage, Vectors, Cron, Queues); client libraries and SSR integrations (supabase-js, @supabase/ssr) in Next.js, React, SvelteKit, Astro, Remix; auth issues (login, logout, sessions, JWT, cookies… Skill 3.0k A 185 —
10 saas-builderixartz/SaaS-BoilerplateClone, verify, map, and build on top of ixartz/SaaS-Boilerplate for a user's SaaS idea. Use when a user wants to reuse SaaS Boilerplate, evaluate how their product fits it, or build product-specific pages, database schema, roles, permissions, MVP features, and launch scope on top of the boilerplate. Skill 7.5k A 75 —
11 aurora-dsqlaws/agent-toolkit-for-awsProvisions and manages Aurora DSQL clusters, connects via psql or DSQL Connectors, manages schemas, runs queries, migrates from MySQL, diagnoses query plans, and develops apps on serverless distributed SQL. Covers IAM auth, multi-tenant patterns, MySQL-to-DSQL migration, DDL, query plans, and SAFE SQL CONSTRUCTION … Skill 3.4k A 192 —
12 agentic-loopprest/prestFollow this loop on every development task in this repository. For full conventions, architecture, and examples, see @.github/copilot-instructions.md (source of truth). This rule distills the workflow; do not duplicate that document. Cursor rule 4.6k A 2,115 —
13 dbhubbytebase/dbhubGuide for querying databases through DBHub MCP server. Use this skill whenever you need to explore database schemas, inspect tables, or run SQL queries via DBHub's MCP tools (searchobjects, executesql, and the opt-in explainsql and healthcheck). Activates on any database query task, schema exploration, data retrieval… Skill 3.8k A 108 —
14 graph-db-writessamugit83/redamonWriting to the Neo4j attack-surface graph in RedAmon: the tenant-isolation MERGE key every entity node must carry, where graph methods live (mixins, not the client), and the schema places that must be updated together. A MERGE missing the tenant key silently merges one project's data into another's. Trigger: editing… Skill 3.3k A 119 —
15 graphjin-evaldosco/graphjinCreate, extend, run, baseline, and diagnose GraphJin agent evaluations through the graphjin eval CLI. Skill 3.2k A 27 —
16 butterbasebutterbase-ai/butterbaseAI-native, open-source backend-as-a-service with a built-in Model Context Protocol server. Postgres, auth, storage, functions, AI gateway. Skill 3.0k A 34 —
17 slidesgridaco/gridaBuild a Grida slides deck — a .canvas bundle in slides mode whose pages are SVG documents (16:9, one SVG per slide). Use when creating a presentation, pitch deck, slideshow, or talk. Skill 2.7k A 46 —
18 omnigraphModernRelay/omnigraphOperate Omnigraph graphs and deployments. Use for .pg schemas, .gq queries, Omnigraph CLI commands, file:///s3:///az:// graph URIs, cluster.yaml, operator config, bearer-authenticated servers, graph-backed knowledge or memory, Blob values, embeddings, branches, commits, and change feeds. Apply especially before schema… Skill 1.9k A 96 —
19 chdb-datastorechdb-io/chdbUse when the user has tabular data (pandas DataFrame, parquet, csv, Arrow, json) and wants to filter, group, aggregate, join, or speed up slow pandas. Provides chDB DataStore — same pandas API, ClickHouse engine underneath. Also handles reading from S3, MySQL, PostgreSQL, MongoDB, ClickHouse Cloud, Iceberg, Delta Lake… Skill 2.9k A 168 —
20 gonavi-cliSyngnat/GoNaviOperate databases through the GoNavi headless CLI — the gonavi executable shipped in verified GitHub Release archives. Covers listing/adding/importing saved connections, running SQL queries against saved connections or ad-hoc connection files, exporting result sets to csv/json/md/html/xlsx, batch-executing SQL files… Skill 2.1k A 144 —
21 atlasariga/atlasAtlas skills for coding agents: database schema management with the Atlas CLI, guided onboarding of a project onto Atlas, the CI/CD steps of the Atlas actions, the Atlas Kubernetes Operator, and the specifics of each database: PostgreSQL, MySQL and MariaDB, SQL Server and Azure SQL, ClickHouse, Snowflake, Databricks… Plugin 8.8k A — —
22 Addaxwgzhao/AddaxA reference guide to Addax, an open-source tool for copying data between different databases, files, and other data systems. It explains Addax's jobs, readers, writers, transformations, channels, and task groups. Skill 1.4k A 0 —
23 postgresql-table-designBidingCC/BuildingAIDesign a PostgreSQL-specific schema. Covers best-practices, data types, indexing, constraints, performance patterns, and advanced features. Skill 1.9k A 31 —
24 prisma-driver-adapter-implementationnitrocloudofficial/nitrostackRequired reference for Prisma v7 driver adapter work. Use when implementing or modifying adapters, adding database drivers, or touching SqlDriverAdapter/Transaction interfaces. Contains critical contract details not inferable from code examples — including the transaction lifecycle protocol, error mapping… Skill 2.6k A 71 —
25 knowledge_graph_skillNPC-Worldwide/npcpySkill for searching and evolving the SQLite-backed Knowledge Graph. Use this when you need structured fact/concept/link search across one or more teams, NPCs, or directory scopes. The Knowledge Graph (KG) is stored in the application's database (not YAML). It is scoped by (teamname, npcname, directorypath). Facts and… Skill 1.5k A 474 —
26 mcpsupabase/mcpLets the agent manage Supabase projects: inspect tables, run SQL, handle migrations and read logs. Runs locally from the @supabase/mcp-server-supabase npm package. Needs 1 environment variable to run. MCP server 3.0k A — —
27 implementing-warehouse-sourcesPostHog/posthog-fossImplement and extend PostHog Data warehouse import sources. Use when adding a new source under products/warehousesources/sources/ (or changing one there or under products/warehousesources/backend/temporal/dataimports/sources), adding datasets/endpoints to an existing source, or adding incremental sync, resumable… Skill 728 A 83 —
28 nornicdb-knowledge-policiesorneryd/NornicDBAuthor and use NornicDB knowledge-layer policies (decay profiles, parameter bundles, promotion profiles, promotion policies) from Cypher. Use when writing CREATE/ALTER/DROP/SHOW DECAY PROFILE / PROMOTION PROFILE / PROMOTION POLICY, calling kp. procedures, or reading entity scores via decayScore() / decay() / policy()… Skill 924 A 87 —
29 horse-database-poolingHashLoad/horseGuide for setting up thread-safe database connection pooling (FireDAC / UniDAC) in multithreaded Horse applications. Skill 1.4k A 30 —
30 redis-jsupstash/redis-jsWork with the Upstash Redis JavaScript/TypeScript SDK for serverless Redis operations. Use for caching, session storage, rate limiting, leaderboards, full-text search (querying, filtering, aggregating with @upstash/redis search extension), and all Redis data structures. Supports automatic serialization/deserialization… Skill 984 A 93 —
31 miragestrukto-ai/mirageUse Mirage-mounted cloud, database, and local data as a virtual filesystem. Plugin 3.8k A — —
32 fastcrudbenavlabs/fastcrudUse when building or modifying CRUD endpoints with FastCRUD (the fastcrud PyPI package) in a FastAPI project — covers FastCRUD, crudrouter, EndpointCreator, FilterConfig, JoinConfig, auto-relationship detection, the filter operator syntax (gte, in, ilike, etc.), cursor pagination, soft delete, and how to avoid N+1… Skill 1.6k A 147 —
33 tigerfstimescale/tigerfsHow to discover, read, write, and search data in a TigerFS-mounted PostgreSQL database using file tools. Skill 722 A 27 —
34 memorymatrixorigin/memoriaUSE WHEN working with Memoria memory tools - storing, retrieving, correcting, purging memories. Cursor rule 623 A 2,700 —
35 sqneilotoole/sqAgent skill for the sq CLI: SLQ and native SQL, sources and handles, output formats, inspect/diff/tbl, and per-driver notes for databases and file formats. Plugin 2.6k A — —
36 obsidian-basesallenhutchison/obsidian-geminiCreate and configure Obsidian Bases — database-like views of notes. Activate this skill when users want to create bases, write filters, formulas, or set up table/cards/list/map views. Skill 534 A 43 —
37 laravel-boostDavid-Crty/databasementMCP server "laravel-boost" as configured in David-Crty/databasement. Runs in Docker (boost:mcp). MCP server 2.6k A — —
38 postgres-best-practicestimescale/pg-aiguideUse the pg-aiguide tools and skills when working with PostgreSQL, TimescaleDB, or Tiger Cloud databases. Cursor rule 1.9k A 0 —
39 mcp-clickhouseClickHouse/mcp-clickhouseAn MCP server for ClickHouse. Runs locally from the mcp-clickhouse Python package. Needs 16 environment variables to run. MCP server 903 A — —
40 dbding113/claude-code-hubToken-efficient database MCP server for PostgreSQL, MySQL, MariaDB, SQL Server, Oracle, SQLite. Runs locally from the @bytebase/dbhub npm package. MCP server 3.4k A — —
41 better-drizzlealmeidazs/better-drizzleWrite, review, and debug code that uses better-drizzle, the typed repository layer over Drizzle ORM 1.x (better(db), db.users.findMany, paginate, cursor, upsertMany, relation include/connect, transactions, and the rules/zod/soft-delete/timestamps/uuid/cache/tenant plugins). Use when a project imports better-drizzle… Skill 385 A 106 —
42 arcadedbArcadeData/arcadedbConnect to your own ArcadeDB server through its built-in MCP endpoint: explore the schema, run Cypher/SQL/Gremlin queries, search vectors and full text, and update records within the permissions the server grants. Plugin 1.2k A — —
43 Drizzle ORM TestingPramodDutta/qaskillsTesting patterns for Drizzle ORM covering migration testing, query builder testing, transaction testing, and database integration testing with PostgreSQL, SQLite, and MySQL. Skill 245 A 36 —
44 fetch-dataagentscope-ai/QwenPaw-DataA workflow that turns a plain-language request for business data into a database query, runs it in a data warehouse or lake, and returns the results for analysis. Skill 191 A 276 —
45 redisredis/mcp-redisManage and search data in Redis efficiently within Gemini CLI. Plugin 641 A — —
46 boutiquemergesort/BoutiqueSkills for building with Boutique, a Swift persistence library for Store, @StoredValue, @SecurelyStoredValue, and SwiftUI integration. Plugin 1.1k A — —
47 squixeduardofuncao/squixRun SQL queries across databases (Postgres, MySQL, SQLite, etc.) via the squix CLI. Use for running named queries, exploring schema, or parameterized queries. Always use -f for non-interactive output. Skill 275 A 50 —
48 clickhouse-best-practicesClickHouse/agent-skills28 best practice rules for ClickHouse schema design, query optimization, and data ingestion — prioritized by impact. Plugin 563 A — —
49 planetscale-safe-orchestratorplanetscale/skillsMaster skill that runs the full PlanetScale safe best-practices assessment — inventory, engine review, Insights, Traffic Control, webhooks, schema recommendations, codebase instrumentation, and agent operating model — then produces a unified recommendations report. Never applies changes without explicit approval. Use… Skill 136 A 85 —
50 swiftdata-protwostraws/SwiftData-Agent-SkillWrites, reviews, and improves SwiftData code using modern APIs and best practices. Use when reading, writing, or reviewing projects that use SwiftData. Skill 464 A 34 —
51 mcpneondatabase/mcp-server-neonNeon's hosted MCP server: lets the agent create and manage Neon Postgres projects, branches and databases and run SQL. Remote server at mcp.neon.tech. MCP server 663 A — —
52 use-gfs-mcpGuepard-Corp/gfsGFS MCP Server for AI agent integration. Provides Model Context Protocol tools for database version control with automatic schema versioning. Skill 163 A 30 —
53 hugegraph-regression-testerapache/hugegraph-aiRoute HugeGraph MCP regression testing tasks to the current public tool surface, including inspection, read-only queries, Gremlin generation, extraction, controlled import, schema validate/dry-run, safety guards, and admin-gated tool checks. Skill 146 A 54 —
54 dkg-importerOriginTrail/dkgBulk-import a large RDF graph (code graph, corpus, GitHub history, etc.) into a DKG node's working memory. Use this skill when you need to push more than a few thousand triples in a single import — it codifies the chunking budgets, the assertion-loop shape, the resumability manifest, and the canonical URI rules so… Skill 137 A 87 —
55 ssh-managerbvisible/mcp-ssh-managerHow to use the MCP SSH Manager core tools (sshlistservers, sshexecute, sshupload, sshdownload, sshsync) without breaking a server: server names, the remote shell, time limits and long commands, file transfer pitfalls, security modes, host keys. Use it whenever a task runs a command or moves a file on a remote machine… Skill 534 A 79 —
56 banyandb-bydbqlapache/skywalking-banyandbGenerate, validate, and execute read-only BanyanDB BydbQL for SkyWalking data. Plugin 355 A — —
57 nekiplanetscale/database-skillsGuidance for Neki, PlanetScale's distributed (sharded) Postgres. Load when working with a Neki database — connecting, data topology and shard keys, query routing and fanout, cross-shard transactions, schema changes, resharding and migration, NK013 errors — or when scaling and sharding Postgres. Skill 739 A 70 —
58 supabasePentesterFlow/agentSupabase / PostgREST Row-Level-Security playbook — pull the anon (or leaked servicerole) key out of the frontend JS, map tables from the auto-generated OpenAPI spec, test anonymous RLS READ disclosures (PII/secret leaks), and anonymous RLS WRITE abuse (insert/update/delete — e.g. forging… Skill 1.4k A 120 —
59 spacetimedb-workflowSeloSlav/2d-multiplayer-survival-mmorpgSpacetimeDB command workflow for server changes, publish, and binding generation. Cursor rule 184 A 15 —
60 pydantic-resolve-3stepKLR-Pattern/pydantic-resolveA three-stage development method for Python projects built with pydantic-resolve, starting with agreed data models and ending with application interfaces. It uses an ER diagram, which shows database entities and their relationships, plus ORM models that represent database records in code. Skill 326 A 56 —
61 monte-carlo-onboardingmonte-carlo-data/mc-agent-toolkitConnect warehouses, BI tools (Tableau, Looker, Power BI) and custom connectors to Monte Carlo with API v2 tools: show what exists, reference credentials, create, validate and fix connections. Use to onboard platforms or generate Terraform or scripts. Skill 93 A 0 —
62 diesel-guardayarotsky/diesel-guardLints Diesel and SQLx Postgres migrations for unsafe schema changes that lock tables or cause downtime, and authors custom Rhai checks. Use when reviewing, writing, or fixing SQL migrations, when diesel-guard reports a violation, when configuring diesel-guard.toml, or when the user mentions migration safety, table… Skill 122 A 77 —
63 mssql-serverRichardHan/mssql_mcp_serverExplore and query Microsoft SQL Server, Azure SQL Database, or LocalDB through the microsoftsqlservermcp MCP server. Use when the user asks about data, tables, or schema in a SQL Server / Azure SQL / LocalDB database, wants to run T-SQL, or needs to set up or troubleshoot that MCP server. Skill 402 A 70 —
64 optimizing-databricks-sqlAltimateAI/data-engineering-skillsAnalyze DBSQL queries, including SQL embedded in notebooks (spark.sql(...), %sql cells), for anti-patterns, lint issues, and performance problems, using Databricks-specific dialect and platform knowledge (Delta, Photon, Unity Catalog) layered on top of altimate-code's generic SQL engine. Use when a user asks to… Skill 134 A 98 —
65 enzyme-sqlite-sourcebyenzyme/enzymeConnect an unfamiliar SQLite database to Enzyme without changing the source data. Inspect the database, decide which query columns represent identity, people, time, content, and folders, show real examples for approval, save a workspace program in the Enzyme language, and verify init and refresh. Use for email… Skill 154 A 83 —
66 butterbase-skillsbutterbase-ai/butterbase-skillsBuild full-stack apps with Butterbase — AI-Native Backend-as-a-Service. Skills for app creation, schema design, frontend deployment, RLS debugging, serverless functions, and contributing. Plugin 535 A — —
67 dorydorylab/doryUse Dory as the official AI-native SQL workspace for agents. Use when the user asks to inspect or analyze databases, explore unknown schemas, debug data issues, run read-only SQL through Dory MCP, manage Dory Agent Runs, create or update SQL workspace tabs, work with saved queries, preserve query results, or hand SQL… Skill 309 A 80 —
68 prisma-driver-adapter-implementationprisma/skillsRequired reference for Prisma ORM 7 SQL driver adapter work. Use when implementing or modifying adapters, adding database drivers, or touching SqlDriverAdapter, Transaction, savepoint, result mapping, or DriverAdapterError behavior. Covers current transaction lifecycle, optional savepoint hooks, original… Skill 79 A 69 —
69 designing-data-intensive-applicationsciembor/agent-rules-booksApply Martin Kleppmann-inspired data-system rules when designing reliability, scalability, consistency, replication, transactions, streams, or schema evolution. Skill 3.2k A 34 —
70 truss-schemaalbertoarena/laravel-trussGround a database schema change in this application's real structure using Laravel Truss. Use when adding or altering tables, columns, indexes, or foreign keys, when a migration needs to match what is already there, or when you need to know what a migration actually changed. Structure only, never data. Skill 292 A 63 —
71 dataversemicrosoft/Dataverse-skillsMicrosoft Dataverse plugin for coding agents, covering record CRUD, bulk data operations, advanced queries, schema and metadata, administration, security, environment management, and solution lifecycle through MCP, CLI, and SDK workflows. Plugin 255 A — —
72 mail-timeveliovgroup/mail-timeUse when building, wiring, reviewing, or debugging MailTime and ostrio:mailer email queues for horizontally scaled Node.js, Bun, or Meteor apps. Trigger on MailTime, MongoQueue, RedisQueue, PostgresQueue, mailTimePreset, JoSk email scheduling, Redis Cluster / KeyDB Cluster / Valkey useHashTags, KeyDB… Skill 143 A 195 —
73 siyuan-mcp-import-migrationyangtaihong59/siyuan-plugins-mcp-sisyphusMCP staged playbook for Markdown and external database migration with explicit targets, mappings, bounded writes, and layered readback. Skill 123 A 34 —
74 mcp-server-motherduckmotherduckdb/mcp-server-motherduckA MCP server for MotherDuck and local DuckDB. Runs locally from the mcp-server-motherduck Python package. Needs 8 environment variables to run. MCP server 540 A — —
75 rep1-failedadrianco/retortThis skill implements a complete REST API service for managing a book collection in Python with Flask and SQLite database. Skill 211 A 0 —
76 django-orm-lensFROWNINGdev/django-orm-lensStatic analysis for Django codebases: real answers about models, relations, N+1 queries, migration safety, schema drift and "what breaks if I remove this field", computed from the AST — no database, no settings module, no django.setup(). Use this skill whenever the user works in a Django project and asks about models… Skill 96 A 150 —
77 mongodb-atlasmongodb/agent-skillsConnect to MongoDB Atlas clusters only through the Atlas Managed MCP Server. Sign in with your Atlas account to explore data, manage collections, optimize queries, generate reliable code with MongoDB best practices, and manage Atlas resources such as clusters, projects, database users, and network access. If you are r. Plugin 195 A — —
78 elasticsearch-mcp-servercr7258/elasticsearch-mcp-serverMCP Server for interacting with Elasticsearch and OpenSearch. Runs locally from the elasticsearch-mcp-server Python package. Needs 5 environment variables to run. MCP server 316 A — —
79 documentation-writerob-labs/agentseekDiátaxis Documentation Expert. An expert technical writer specializing in creating high-quality software documentation, guided by the principles and structure of the Diátaxis technical documentation authoring framework. Templates for tutorial / how-to / reference / explanation live under templates/. Skill 205 A 53 —
80 redis-developmentredis/agent-skillsRedis development best practices — data structures, query engine, vector search, caching, and performance optimization, plus live lookup of the official redis.io documentation. Plugin 174 A — —
81 memory-layerGeneGulanesJr/LaPisStandalone persistent memory for Pi — smart search, symbol clustering, dedup, auto-recovery, trust scoring. Zero Python dependency. Skill 57 A 29 —
82 brainctlTSchonleber/brainctlUnified agent memory CLI — read, write, search, and maintain the shared memory spine (brain.db). Use for persistent cross-session memory, knowledge graph, event logging, decisions, affect tracking, and consolidation. Skill 78 A 45 —
83 dakgemini-cli-extensions/data-agent-kit-starter-packThis plugin provides a specialized suite of skills for data engineers and database practitioners working on Google Cloud. It acts as an expert assistant, allowing you to use natural language prompts in your preferred coding agent to architect complex data pipelines, transform data with dbt, write Spark and BigQuery… Plugin 240 A — —
84 airtable-mcp-serverdomdomegg/airtable-mcp-serverRead and write access to Airtable database schemas, tables, and records. Runs locally from the airtable-mcp-server npm package. Needs 1 environment variable to run. MCP server 456 A — —
85 qdrantqdrant/skillsAgent skills for Qdrant vector search: scaling, performance optimization, search quality, monitoring, deployment, edge, model migration, multitenancy, version upgrades, and SDK usage. Plugin 267 A — —
86 misatarasinmuhammed/misataGenerate relational test, demo or evaluation data from a declared schema with Misata, where every declaration (foreign keys, unique and CHECK rules, monthly revenue curves, rates, group shares, ledger identities) holds exactly or is refused before generation, then attest the files. Use when a task needs a seeded… Skill 76 A 101 —
87 lerdliberusoftware/real-estate-laravelLerd local PHP development environment — use the lerd MCP tools to manage sites, services, workers, and PHP/Node runtimes, and to diagnose slow sites (N+1 and slow queries, request timing, slow routes, profiling) from real traffic. Cursor rule 115 A 8,014 —
88 geosqldekart-xyz/geosqlGeospatial SQL skill for BigQuery and Snowflake. Discovers Overture Maps and warehouse schemas, writes cost-safe SQL with mandatory dry-run, validates results, and optionally renders an interactive map. Plugin 684 A — —
89 thingburugo/one-mcpCursor rule "thing" from burugo/one-mcp, covering rule name: thing orm usage guide, description, core concept, configuration and basic usage. Cursor rule 421 A 2,541 —
90 pseo-scalelisbeth718/pseo-skillsArchitect programmatic SEO systems for 10K-100K+ pages with database-backed data layers, data sufficiency gating, incremental validation, crawl budget management, content enrichment pipelines, and edge delivery. Use when scaling beyond 10K pages, when builds are OOMing, when Google is not indexing all pages, or when… Skill 55 A 80 —
91 mimic-apsiii-24h-rawhannesill/m4The following block is the public reference SQL used to construct the ground truth for this task. It is provided verbatim, without procedural prose, to test whether matched task-relevant content alone explains the WITH-SKILL gain. Skill 50 A 0 —
92 neonneondatabase/agent-skillsManage your Neon backend with the Neon agent skills and the Neon MCP Server: Lakebase Postgres, Managed Better Auth, Realtime, Object Storage, Functions, the Data API, and AI Gateway. Plugin 111 A — —
93 cursorrulesSAP-samples/hana-developer-cli-tool-exampleCursor rule "cursorrules" from SAP-samples/hana-developer-cli-tool-example, covering hana-cli — ai coding assistant context, about hana-cli, when to use hana-cli, key patterns and connection setup. Cursor rule 115 A 656 —
94 aiup-angular-jpaAI-Unified-Process/marketplaceDeprecated — use the layer plugins. AI Unified Process for the Angular/JPA stack - migrations, implementation, tests. Plugin 160 A — —
95 mcp-neo4jneo4j-contrib/mcp-neo4jMCP configuration declaring 4 servers: mcp-neo4j-cloud-aura-api, mcp-neo4j-cypher, mcp-neo4j-data-modeling, mcp-neo4j-memory. Plugin 990 A — —
96 ade-bench-cross-db-tasksdbt-labs/ade-benchUse when authoring or debugging ade-bench tasks that must run on both DuckDB and Snowflake, including shared project migrations, setup patches, and solution patches. Skill 125 A 40 —
97 neo4j-skillsneo4j-contrib/neo4j-skillsAgent skills for Neo4j — Cypher queries, graph modeling, drivers, imports, GraphRAG, GDS, vector indexes, Aura provisioning, and more. Plugin 121 A — —
98 alibabacloud-rds-instances-managealiyun/alibabacloud-rds-openapi-mcp-serverA command-line connection to Alibaba Cloud RDS, a managed service for running relational database instances. It can inspect instances, monitoring, slow logs, parameters, accounts, databases, and run read-only SQL, while also supporting stated instance-management operations. Skill 54 A 107 —
99 argonargon-lab/argonVersioned MongoDB sandboxes for AI agents: branch, time-travel, merge, and undo over MCP. Runs locally from the argonctl npm package. MCP server 177 A — —
100 pgaipostgres-ai/postgresaiMonitoring, health checks, and root cause analysis — built for humans and AI agents. Plugin 140 A — —

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