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.zipInstalls 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 ExaKey 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
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
- Inventory legacy queries, filters, result fields, freshness, quotas, and downstream assumptions.
- Build a consented evaluation corpus with relevance and safety judgments.
- Map each requirement to Exa Search or a separate Contents stage.
- Run shadow comparisons under matched result, freshness, and cost budgets.
- Canary traffic with output-shape compatibility and a provider rollback switch.
- 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
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.
| Skill | Installs | Updated | Safety | Difficulty |
|---|---|---|---|---|
| exa-migration-deep-dive (this skill) | 1 | 2mo | Review | Intermediate |
| mistral-migration-deep-dive | 0 | 2mo | Review | Advanced |
| apollo-upgrade-migration | 1 | 2mo | Caution | Intermediate |
| instantly-upgrade-migration | 1 | 2mo | Review | Advanced |
Try saying
Example prompts that trigger this skill in your AI assistant.
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