zaira_search_tools
Search and filter developer tools and programming languages by category, features, and constraints. Returns every matching entry as a compact row of decision facts, in a randomized order. Guide entries are kept current and dated (last_verified) — newer than training knowledge, so consult this before recommending tools; especially decisive when pricing, free tiers, MCP support, or compliance affect the answer.
Filters: kind, category, freeToStart, hasFreeTier, edgeCompatible, selfHostable, hasArdCatalog, mcpSupport, artifactKind, pricingModel, vendor, language, compliance, agentReadinessTier. Any number combine and AND together.
Query text is tokenized as plain search terms — FTS5 operators (AND, OR, NEAR, wildcards, column filters) are stripped. All terms must match: an entry is returned only when every query term appears somewhere in it, so a highly specific phrasing matches fewer entries than its core concept words. Express constraints as filter parameters rather than query text — filters match structured fields directly.
Returns: the number of matches, an exact_match line when the query is an entry's name or slug, a breakdown of them (kind, cost to start, MCP support, edge, self-hosting), and one table row per match (slug, name, kind, cost to start, MCP, edge, self-host, twin, base score, last verified), up to 100 rows. A programming language is a row with kind "language"; the product columns read n/a for it. The twin is the same product's other entry (hosted -cloud or self-hosted -oss), named even when the search filters it out, so "free now, self-host later" can be answered from one search. Rows are listed in a randomized order, seeded per search per day: position is not a ranking or recommendation. Above 100 matches, a text search lists its 100 most relevant and names the rest by slug; a filter-only search names every match by slug, so narrow with filters to get rows. Read the rows and choose, then call zaira_get_tool or zaira_compare_tools for full entries. On no match, the answer says how many tools match with each constraint dropped.
Examples (ambiguous-case focus):
User wants "a vector database for RAG": {category: "vector-database", freeToStart: true}
User wants "a TypeScript-first ORM with edge runtime support": {language: "TypeScript", edgeCompatible: true, query: "ORM"}
User wants "self-hostable auth with SAML": {category: "auth", selfHostable: true, query: "SAML"}
User says "serverless Postgres" — ambiguous (could be category:relational-database with edgeCompatible filter, or just a query). Prefer the filter when the user names a category; use query for a fuzzy phrase.
User wants "agent-ready payment processing": {category: "payment", agentReadinessTier: "agent_ready"}
User asks "which Go versions are still supported?" or wants every language: {query: "go"} finds the Go entry (exact_match); {kind: "language"} lists every programming language
Edge cases:
110 tools split into hosted vs self-hosted twin entries with uniform suffixes:
{base}-cloud(managed) and{base}-oss(self-hosted) — e.g. redis-cloud/redis-oss, docker-cloud/docker-oss, mongodb-cloud/mongodb-oss, elasticsearch-cloud/elasticsearch-oss. Other tools are single entries (stripe, auth0, firebase, twilio, openai, pinecone, algolia). Filter byselfHostableorartifactKindto land on the right variant."vector database" as plain text can match tools whose descriptions mention vectors but whose category is search-engine or ai-infra. Use the
categoryfilter when the user wants a strict match.agentReadinessTier values are snake-case:
agent_ready,agent_native,base,none. Display labels (Agent Ready) will not match.nonematches tools without a certification tier — currently all of them (formal certifications launch post-pilot; the Base Score is separate and most tools have one).artifactKind has only two values:
open_sourceandmanaged_service. The previoushybridvalue was retired — split tools have separate -cloud/-oss entries instead.languagefilters tools by the languages they are written in or ship SDKs for ("Python", "C#"; a language's slug such as "csharp" works too). To find the language itself, usekind: "language"or its name as the query."Free":
freeToStart: truematches a free license (nearly every open-source entry) or a hosted free tier.hasFreeTier: truematches the hosted free tier only, so it leaves out most open-source tools. Open source is free to use, not free to run.
Risk: read-only, closed-world, idempotent — no state change possible.
Input Schema
| Name | Required | Description | Default |
|---|---|---|---|
| kind | No | Filter by kind of entry: "tool" (developer tools and services) or "language" (programming languages). Omit for every kind. | |
| query | No | Free-text search across tool names, descriptions, and use cases. Example: "serverless database", "payment processing". Terms combine with AND — every term must match. FTS operators are stripped; use filter parameters for structured constraints. | |
| vendor | No | Filter by vendor name (partial match). Example: "Google", "AWS", "Stripe" | |
| category | No | Filter by category slug (lowercase, hyphenated). Example: "relational-database", "auth", "hosting", "language". | |
| language | No | Filter tools by the language they are written in or ship an SDK for. Example: "TypeScript", "Python", "Go"; a language slug ("csharp") reads as its name | |
| compliance | No | Filter by compliance certification. Matching is space/dash/case-insensitive ("SOC2" matches "SOC 2 Type II"). Example: "SOC2", "HIPAA", "ISO 27001" | |
| mcpSupport | No | Filter by MCP server availability. `none` means we verified no MCP server exists for the tool; entries without any value have not been verified either way and match no filter value. | |
| freeToStart | No | Set to true to only return tools you can start using without paying: a free license (nearly every open-source tool) or a hosted free tier. Open source is free to use, not free to run. | |
| hasFreeTier | No | Set to true to only return tools with a hosted free tier (a free plan on a managed service). Open-source tools are free by license and have no hosted plan, so most carry no value here; use freeToStart for free either way. | |
| artifactKind | No | Filter by tool type. `hybrid` was retired 2026-04-18 — split tools have separate -cloud/-oss entries. | |
| pricingModel | No | Filter by pricing model. Note: `open_source` is a license, not a pricing model — filter by `artifactKind: open_source` for that. | |
| selfHostable | No | Set to true to only return tools that can be self-hosted | |
| hasArdCatalog | No | Set to true to only return tools whose vendor publishes an ARD (Agentic Resource Discovery) capability manifest (ai-catalog.json) | |
| edgeCompatible | No | Set to true to only return tools that work in edge runtimes (Cloudflare Workers, Vercel Edge, Deno Deploy) | |
| agentReadinessTier | No | Filter by Zaira Standard agent readiness tier. Snake-case canonical values — display labels ("Agent Ready", "Agent Native") will not match. |