Data & Analytics
Data agent skills make AI agents useful for data work: writing SQL, cleaning datasets, building pipelines, working with spreadsheets, and producing analyses. Each skill is a reviewed SKILL.md file that teaches the agent one workflow well, ready to install in seconds.
-
amplitude Bundle Create Custom AgentGuide an Amplitude user through building a custom agent by suggesting use cases grounded in their role and data, shaping the idea into a well-formed spec, and generating a ready-to-run Global Agent deeplink that creates it. Use to create, build, or set up a custom agent, automate a recurring analysis, or put a repeated report on a schedule.
-
amplitude Skill Product DiagnosisDiagnoses product health by cross-referencing Amplitude analytics (dashboards, charts, funnels, feedback, AI agent analytics), optionally Datadog (errors, latency, stack traces), and optionally Slack (qualitative feedback, bug reports, feature requests). Identifies what's broken, what's working, and what to do about it — with root causes, not just symptoms. Use when asked to "diagnose my product", "what's going on", "product health check", "what's broken", "where are users struggling", "give me a product diagnosis", or "what should I focus on".
-
amplitude Skill Instrument MCP ServerInstrument a Node/TypeScript MCP server with Amplitude's @amplitude/mcp-analytics SDK so tool calls, sessions, and rationale are tracked as Amplitude events. Use this skill whenever the user wants to add Amplitude analytics to their MCP server, mentions "MCP Analytics", "@amplitude/mcp-analytics", "instrument my MCP server", "track MCP tool calls", "add rationale to my MCP tools", or wants agent traffic (Claude, Cursor, ChatGPT) attributed back to Amplitude. Also use for adding UTM tagging to MCP-returned links, or for troubleshooting identity/user_id mismatches between MCP events and web/mobile Amplitude data.
-
amplitude Skill Support Feedback PrioritizationPull Intercom tickets and Slack support messages from the past 7 days, classify each signal, enrich with CRM data (ARR, plan, renewal), score by customer value and churn risk, and output a tiered priority report saved to Drive. Use when you need a fast, data-driven view of what support signals matter most.
-
cgyudistira Skill Pandas MasteryAdvanced pandas operations, performance optimization, and data wrangling.
-
hoanganhduc Bundle Venue Ranking EvidenceUse when identifying a journal, conference, or proceedings series from a partial name, acronym, alias, ISSN, or source ID; preserving source-specific rank, quartile, metric, classification, membership, or coverage observations; or proving that the public ICORE detail page displayed one ICORE claim. Live bulk paths are ICORE (edition-verified) and DOAJ (public CSV, currentness-unconfirmed). Other built-ins accept authorized normalized imports only; Conference Ranks is legacy. Return every plausible match and never conflate index membership with ranking.
-
krakenfx Skill Recipe Portfolio Snapshot CSVExport a portfolio snapshot with balances and valuations to CSV.
-
dokhacgiakhoa Bundle Database Migration🗄️ Database Migration Master Skill
505 -
k-dense-ai Bundle Albert HofmanApplies the epidemiological reasoning and population-health frameworks of Albert Hofman (Harvard epidemiologist, Rotterdam Study). Trigger this skill whenever you are analyzing public health strategies, preventive medicine, cohort study design, cardiovascular or neurodegenerative disease risks, or healthy aging. Use it when evaluating whether to use population-wide interventions versus individual screening, assessing risk factors in elderly populations, or tracing adult chronic diseases back to early-life or fetal origins.
30.2k -
k-dense-ai Bundle Julie E BuringUse this skill to apply the rigorous epidemiological reasoning of Julie E. Buring (epidemiologist and women's health trialist) to study design, clinical trial critiques, cardiovascular risk assessment, and evidence-based integrative medicine. Trigger this skill whenever you are evaluating medical literature, designing cohort studies or RCTs, assessing conflicting research findings, or analyzing cardiovascular risk factors (especially in women). Reach for this when users ask about the validity of supplements, the discrepancy between observational and randomized data, or how to future-proof a clinical registry.
30.2k -
stephenrogan Skill Usage Pattern InterpreterTakes raw usage data -- even a spreadsheet export or pasted metrics -- and identifies patterns, risks, and opportunities. Translates product analytics into account intelligence a CSM can act on. Use when asked to interpret usage data, analyse product metrics, make sense of a usage report, identify trends in customer behaviour, flag usage-based risks, or when a CSM has data but does not know what it means for the account. Also triggers for questions about usage analysis, product analytics interpretation, behavioural pattern detection, usage-based risk identification, or turning raw metrics into actionable insight.
-
rweisssieker-xp Skill Audit QueryGenerate audit-grade records for sensitive SQL operations including approvals, risk outcomes, and execution traces.
-
rweisssieker-xp Skill Slo Impact GuardTranslates SQL latency regressions into SLO status, error-budget burn, impacted traffic, and executive summary.
-
rweisssieker-xp Skill AI Query Rewrite LabGenerate safe query rewrite candidates with deterministic explainability without executing SQL.
-
rweisssieker-xp Skill Query Contract TesterValidates SQL against query contracts such as required columns, max rows, and read-only expectations.
-
rweisssieker-xp Skill Recommendation RankerRank SQL performance recommendations by expected impact, operational risk, and implementation effort.
-
rweisssieker-xp Skill Evidence Pack GeneratorBuild a DBA-ready performance case file with SQL, plan, waits, recommendation, rollback, and evidence grade.
-
rweisssieker-xp Skill SQL Performance AdvisorUse when investigating SQL Server or PostgreSQL performance and guiding a case from scoped diagnosis to measured, business-correct verification.
-
rweisssieker-xp Skill AI Guarded SQL GeneratorGenerates bounded read SQL with tenant, policy, audit, and performance guardrails.
-
rweisssieker-xp Skill Migration Twin SimulatorBuilds a SQL Server to PostgreSQL migration twin and rates query-family performance risk.
-
rweisssieker-xp Skill SQL Code Review AssistantReviews SQL like a senior DBA and returns PR-ready comments and decision.
-
luissambrano Bundle XLSX OpsRequirements for Outputs
-
uxcel-lab Skill UX DashboardDesign or critique an analytics or data dashboard — which metrics earn a place, how to organize and prioritize them, and which chart fits each one. Trigger when designing a dashboard, building an analytics or reporting screen, choosing chart types, or reviewing a dashboard for clarity and information overload.
-
uxcel-lab Skill Pm AnalyticsRun a product-analytics analysis that produces a decision, not a dashboard — start from the question, pick actionable over vanity metrics, separate signal from noise, segment (averages lie), pair quant with qual, and end in an insight→impact→action story. Catches the defaults Claude misses: vanity metrics, correlation-as-causation, reacting to small samples/short windows, survivorship/selection bias, unsegmented averages. Trigger when asked to analyze product data/metrics, plan what to measure, build a funnel/cohort/segment/retention analysis, read analytics, or turn data into a recommendation.
-
bestdeejay-design Bundle SQL HelperГенерация SQL по текстовому вопросу и DDL-схеме. Скрипт sql_helper.py читает DDL-файл, строит in-memory схему в sqlite3, распознаёт слова вопроса по таблицам/колонкам и собирает SQL по шаблонам интентов (select, join, where, group, order, count, limit). Каждый кандидат проверяется через EXPLAIN, при --explain выводится читаемый план запроса. Триггеры: 'sql helper', 'sql генерация', 'сгенерируй sql', 'explain запроса', 'sql запрос', 'напиши sql', 'formatted sql', 'sql formatting'.
-
erikpr1994 Skill AnalyticsUse when implementing analytics, event tracking, or setting up dashboards. Covers privacy-first tracking, event patterns, and common analytics tools.
-
holon-run Bundle Defillama Openapi SkillOperate DefiLlama public analytics APIs through UXC with a curated OpenAPI schema and read-first guardrails.
-
holon-run Bundle Defillama Pro Openapi SkillOperate DefiLlama Pro analytics APIs through UXC with a curated OpenAPI schema, path-templated API-key auth, and read-first guardrails.
-
matejformanek Skill TestingPick the right PostgreSQL test flavor for a core / contrib patch — covers pg_regress .sql / .out pairs, isolationtester specs and permutations for concurrency / deadlock races, TAP (PostgreSQL::Test::Cluster) for multi-node and pg_basebackup / replication / recovery scenarios, and src/test/modules for in-tree C test modules. Spans where test files live, how to wire them into the right schedule / meson.build, and how to run a single test fast (REGRESS_OPTS, --temp-instance, PROVE_FLAGS). Use whenever adding tests to a PG patch, reviewing a patch's test coverage, picking between regress / isolation / TAP for a new feature, debugging a regression diff, or asked "where should the test for X live". Skip for pytest / unittest / Jest / Vitest / Mocha / RSpec / JUnit / Go testing / Rust cargo-test app testing, pgbench / sysbench / HammerDB performance benchmarking, end-to-end / Selenium / Playwright web testing, and load / stress testing of production PG.
-
matejformanek Skill DebuggingDebug a running PostgreSQL backend with lldb / gdb — covers attaching to the right forked backend via pg_backend_pid, single-user mode for postmaster / InitPostgres startup paths, breakpoints in ExecInitNode / heap_update / LWLockAcquire, elog(LOG, ...) printf-debugging, macOS / Linux core-dump configuration, and SQL-level inspection via pg_buffercache / pageinspect / pg_visibility. Use whenever the user wants to step through backend C code, attach lldb / gdb to a specific dev-cluster backend, chase a SIGSEGV / hang / loop / assertion-failure in PG, instrument with elog, inspect shmem / buffer / lock state at runtime, or read a PG core dump. Skip for app-level debugging in Node.js / Python / Ruby / Go / Rust (use language-specific debuggers), JVM hprof / jstack, browser DevTools, Chrome Tracing, application performance profiling, and production PG tuning (autovacuum / shared_buffers — that's DBA work).
-
matejformanek Skill Fmgr And SpiWrite a SQL-callable C function or call PostgreSQL fmgr / SPI from C — covers PG_FUNCTION_INFO_V1, PG_GETARG_* / PG_RETURN_*, PG_ARGISNULL, SRF_* set-returning function ValuePerCall and Materialize modes, composite / polymorphic returns, DirectFunctionCall* / OidFunctionCall* / FunctionCallInvoke fmgr entry points, plus SPI_connect / SPI_execute / SPI_prepare / SPI_finish, plan caching, SPI cursors, subxact rollback, and SPI return codes. Use whenever a PG patch or extension adds a `Datum foo(PG_FUNCTION_ARGS)` entry point, exposes a set-returning function, calls fmgr from backend C, or embeds SQL via SPI in a backend / trigger / PL handler. Skip for plpgsql / PL/Python / PL/Perl user-side function authoring, libpq / psycopg / JDBC / node-postgres client-side query execution, generic executor questions (use executor-and-planner), and non-PG embedded SQL (Oracle OCI, SQLite C API).
-
matejformanek Skill Free Space MapPostgreSQL's Free Space Map (FSM) — the tree-of-pages that tracks per-heap-page free space so `INSERT` / `COPY` / `heap_multi_insert` can find a page with room without scanning the whole relation. Covers `src/backend/storage/freespace/` (`freespace.c` + `fsmpage.c` + `indexfsm.c`), the tree layout (leaf-page nodes + 2 upper levels), category encoding (bucketed free-byte counts), the FSM lock discipline, VACUUM's post-scan `FreeSpaceMapVacuum`, and index FSM's simpler use case. Skip when the ask is about visibility map (VM — sibling but different subsystem) or about `pg_freespacemap` contrib module (that's the SQL introspection wrapper).
-
matejformanek Skill Parallel QueryAdd parallel-aware C code in a PostgreSQL backend patch or extension — covers ParallelContext lifecycle (EnterParallelMode / CreateParallelContext / InitializeParallelDSM / LaunchParallelWorkers / WaitForParallelWorkersToFinish / DestroyParallelContext / ExitParallelMode), shm_toc DSM allocation + key lookup, ExecXXXInitializeDSM / ExecXXXInitializeWorker / ExecXXXReInitializeDSM hooks on plan nodes, and parallel-safety markings (pg_proc.proparallel s/r/u; PARALLEL SAFE / RESTRICTED / UNSAFE). Use whenever a PG patch or extension adds parallel-aware code, picks PARALLEL SAFE/RESTRICTED/UNSAFE for a SQL-callable function, extends execParallel.c, plumbs a worker shmem state via shm_toc, or debugs a parallel worker DSM/TOC issue. Skip for DBA tuning of max_parallel_workers GUC, OpenMP / CUDA / pthread / Tokio / Go-goroutine parallelism, JavaScript Promise.all and async-iter parallel fetches, generic worker-pool questions, and ML data-parallel training.
-
droodotfoo Bundle CoingeckoCoinGecko and GeckoTerminal API reference for crypto market data, token prices, DEX pools, and on-chain analytics. TRIGGER when: user asks about token/coin prices, market caps, trading volume, DEX pools, trending tokens, price history, crypto market data, or CoinGecko API usage. DO NOT TRIGGER when: user asks about on-chain contract state or transactions (use blockscout skill), or Solidity/smart contract code (use solidity-auditor skill).
-
irahardianto Skill Postgres IdiomsPostgreSQL best practices — schema design, query performance, indexing, connection management, RLS, concurrency, monitoring, and migrations. Load when writing SQL, designing schemas, or optimizing PostgreSQL queries.
-
oceanfsdfsvfdsvs Bundle CSV Import PreflightInspect CSV/TSV files before upload into CRMs, accounting tools, ecommerce catalogs, databases, or other SaaS importers. Use when a user wants to validate a spreadsheet export, diagnose import errors, reduce duplicate/overwrite risk, map columns to a target schema, or create a go/no-go import plan before loading records.
Frequently asked questions
What are Data & Analytics agent skills?
Data agent skills make AI agents useful for data work: writing SQL, cleaning datasets, building pipelines, working with spreadsheets, and producing analyses. Each skill is a reviewed SKILL.md file that teaches the agent one workflow well, ready to install in seconds.
Which Data & Analytics skills are most installed?
Popular Data & Analytics skills on SkillMD right now include create-custom-agent, product-diagnosis, instrument-mcp-server. Rankings shift as installs change; sort this page by "Most installs" for the live list.
Do Data & Analytics skills work with Claude Code and Cursor?
Yes. Every skill here ships as a SKILL.md file, an open format that works in Claude Code, Claude.ai, Cursor, Codex, Windsurf, and 60+ other agents. Install one with npx skillmds@latest add <owner>/<name>, or copy the file into your agent's skills directory.