EX

exa-migration-deep-dive

Guides the migration from legacy search APIs to Exa, comparing features and code patterns.

Install

mkdir -p .claude/skills/exa-migration-deep-dive && curl -L -o skill.zip "https://agentskills.codes/api/skills/download/5469" && unzip -o skill.zip -d .claude/skills/exa-migration-deep-dive && rm skill.zip

Installs to .claude/skills/exa-migration-deep-dive

Activation

This is the description your AI agent reads to decide when to run this skill — the better it matches your request, the more reliably it fires.

Migrate from other search APIs (Google, Bing, Tavily, Serper) to Exa
68 charsno explicit “when” trigger
Intermediate

Key capabilities

  • →Install exa-js SDK for migration
  • →Create provider-agnostic search adapter layers
  • →Implement feature flags for traffic shifting
  • →Translate legacy keyword queries to natural language
  • →Compare search results between legacy and Exa providers

How it works

The skill maps legacy search features to Exa's neural search API and provides an adapter pattern to gradually shift traffic from traditional providers.

Inputs & outputs

You give it
Legacy search API implementation
You get back
Exa-integrated search adapter

When to use exa-migration-deep-dive

  • →Replace Google/Bing search with Exa
  • →Migrate from Tavily to Exa
  • →Map search API features to Exa
  • →Execute architectural refactoring

About this skill

Legacy Search to Exa Migration

Overview

Migrate a legacy web-search integration to Exa through semantic, filter, freshness, relevance, cost, and rollback comparisons. Treat credentials, queries, retrieved content, generated output, spend, and destructive state as separately governed boundaries.

Prerequisites

  • The target repository, environment, Exa team, product surface, and accountable owner.
  • The workload's data classification, latency and freshness promise, cost ceiling, and retention policy.
  • Current first-party documentation plus credentials only for a narrowly approved live check.

Current Contract

Exa publishes a Bing migration guide, but provider fields and ranking semantics are not one-to-one. Exa Search supports domain, date, category, location, moderation, content, and deep-synthesis controls. Migration acceptance must evaluate the application outcome rather than translate parameters mechanically.

Authentication

For normal REST work, inject EXA_API_KEY from an approved server-side secret manager and send it only as Authorization: Bearer to the configured first-party Exa API host. Team Management service keys, hosted MCP OAuth or enterprise managed authorization, and payment-protocol calls are separate trust models. Never print, commit, place in a URL, or expose a credential to an untrusted client.

Instructions

  1. Inventory legacy queries, filters, result fields, freshness, quotas, and downstream assumptions.
  2. Build a consented evaluation corpus with relevance and safety judgments.
  3. Map each requirement to Exa Search or a separate Contents stage.
  4. Run shadow comparisons under matched result, freshness, and cost budgets.
  5. Canary traffic with output-shape compatibility and a provider rollback switch.
  6. Remove legacy credentials only after parity, observation, and stakeholder acceptance.

Tool Discipline

Use Read, Glob, and Grep to inspect repository code, configuration, fixtures, and evidence. Use Write and Edit only for approved implementation or documentation changes. Do not call Exa, run paid research, create or alter a Monitor, Webset, Agent run, Batch, team, member, API key, budget, webhook, or deployment merely because this skill was invoked.

Approval Boundaries

Require an accountable owner before live queries involving sensitive intent, production credentials, spend or rate-limit changes, forced live crawling, generated summaries, external delivery, deployment, member or key changes, schedule creation, or destructive cancellation, stopping, deletion, or revocation. Read-only repository inspection and synthetic offline validation do not authorize live vendor actions.

Failure Modes

  • Do not equate rank positions across providers.
  • A field-name translation can hide different freshness or content semantics.
  • Dual-running providers doubles data-handling and cost scope during migration.

Output

Return the operation scope, environment, team and product surface, authorization class, contract and policy decisions, deterministic validation results, content-free identifiers, status and cost counts, risks, cleanup or rollback state, and a concise pass or fail receipt. Exclude credentials, raw queries, prompts, presigned URLs, retrieved content, generated output, and customer-derived data unless separately approved.

Example

  • Shadow ten percent of approved queries, compare relevance at five plus latency and cost, and cut over only after the safety floor holds.
  • Finish with request or resource IDs, assertion counts, cost and terminal state, rollback or deletion status, and the decision owner; never reproduce secrets or retrieved content.

Validation

Rerun the smallest relevant deterministic test, compare actual behavior with the requested outcome and current first-party contract, verify sensitive fields are absent from evidence, and confirm deadlines, terminal state, downstream retention, and rollback before reporting success.

References

Review the dated first-party evidence map before relying on any endpoint, parameter, search type, price, limit, beta, compliance, identity, retry, or lifecycle claim.

When not to use it

  • →When the project requires exact keyword matching
  • →When the application cannot support asynchronous search calls

Prerequisites

Existing search API integrationNode.js environment

Limitations

  • →Exa does not support boolean operators like AND/OR
  • →Exa uses semantic matching instead of exact keyword matching

How it compares

It focuses on the architectural transition from keyword-based search to neural embeddings, unlike simple API replacement.

Compared to similar skills

exa-migration-deep-dive side by side with the closest alternatives in the catalog.

SkillInstallsUpdatedSafetyDifficulty
exa-migration-deep-dive (this skill)12moReviewIntermediate
mistral-migration-deep-dive02moReviewAdvanced
apollo-upgrade-migration12moCautionIntermediate
instantly-upgrade-migration12moReviewAdvanced

Try saying

Example prompts that trigger this skill in your AI assistant.

More by jeremylongshore

View all by jeremylongshore →

analyzing-logs

jeremylongshore

Analyze application logs to detect performance issues, identify error patterns, and improve stability by extracting key insights.

14123

ollama-setup

jeremylongshore

Configure auto-configure Ollama when user needs local LLM deployment, free AI alternatives, or wants to eliminate hosted API costs. Trigger phrases: "install ollama", "local AI", "free LLM", "self-hosted AI", "replace OpenAI", "no API costs". Use when appropriate context detected. Trigger with relevant phrases based on skill purpose.

1167

backtesting-trading-strategies

jeremylongshore

Backtest crypto and traditional trading strategies against historical data. Calculates performance metrics (Sharpe, Sortino, max drawdown), generates equity curves, and optimizes strategy parameters. Use when user wants to test a trading strategy, validate signals, or compare approaches. Trigger with phrases like "backtest strategy", "test trading strategy", "historical performance", "simulate trades", "optimize parameters", or "validate signals".

1071

generating-database-seed-data

jeremylongshore

Process this skill enables AI assistant to generate realistic test data and database seed scripts for development and testing environments. it uses faker libraries to create realistic data, maintains relational integrity, and allows configurable data volumes. u... Use when working with databases or data models. Trigger with phrases like 'database', 'query', or 'schema'.

1033

cursor-codebase-indexing

jeremylongshore

Execute set up and optimize Cursor codebase indexing. Triggers on "cursor index setup", "codebase indexing", "index codebase", "cursor semantic search". Use when working with cursor codebase indexing functionality. Trigger with phrases like "cursor codebase indexing", "cursor indexing", "cursor".

885

testing-mobile-apps

jeremylongshore

Execute mobile app testing on iOS and Android devices/simulators. Use when performing specialized testing. Trigger with phrases like "test mobile app", "run iOS tests", or "validate Android functionality".

810

You might also like

mistral-migration-deep-dive

jeremylongshore

Execute Mistral AI major migrations and re-architecture strategies. Use when migrating to Mistral AI from another provider, performing major refactoring, or re-platforming existing AI integrations to Mistral AI. Trigger with phrases like "migrate to mistral", "mistral migration", "switch to mistral", "mistral replatform", "openai to mistral".

03

apollo-upgrade-migration

jeremylongshore

Plan and execute Apollo.io SDK upgrades. Use when upgrading Apollo API versions, migrating to new endpoints, or updating deprecated API usage. Trigger with phrases like "apollo upgrade", "apollo migration", "update apollo api", "apollo breaking changes", "apollo deprecation".

11

instantly-upgrade-migration

jeremylongshore

Analyze, plan, and execute Instantly SDK upgrades with breaking change detection. Use when upgrading Instantly SDK versions, detecting deprecations, or migrating to new API versions. Trigger with phrases like "upgrade instantly", "instantly migration", "instantly breaking changes", "update instantly SDK", "analyze instantly version".

10

openrouter-upgrade-migration

jeremylongshore

Execute migrate and upgrade OpenRouter SDK versions safely. Use when updating dependencies or migrating configurations. Trigger with phrases like 'openrouter upgrade', 'openrouter migration', 'update openrouter', 'openrouter breaking changes'.

01

perplexity-upgrade-migration

jeremylongshore

Analyze, plan, and execute Perplexity SDK upgrades with breaking change detection. Use when upgrading Perplexity SDK versions, detecting deprecations, or migrating to new API versions. Trigger with phrases like "upgrade perplexity", "perplexity migration", "perplexity breaking changes", "update perplexity SDK", "analyze perplexity version".

10

aid-update-api

AndreVianna

>

00

Search skills

Search the agent skills registry