pi-web-kit

Give Pi current web knowledge, authoritative library docs, and real-world code examples without flooding model context.

pi-web-kit combines search, page reading, version-aware documentation, and code research behind five agent-ready tools with bounded, cache-aware output.

Features

• Research the live web — search current information and read single or multiple pages without leaving Pi.
• Use docs that match the task — resolve libraries and retrieve focused, version-aware documentation with code examples.
• Find proven implementation patterns — search practical usage, setup, migrations, and error context across real code.
• Spend context wisely — compact search results, chunked page reads, bounded output, and fetch caching keep research useful without overwhelming the model.
• Choose your providers — mix Exa, TinyFish, Brave, Firecrawl, markdown.new, Context7, and Exa Code based on coverage, cost, and credentials.

Installation

Install from npm:

pi install npm:pi-web-kit

Install project-locally with Pi's -l flag:

pi install -l npm:pi-web-kit

During local development from this monorepo:

pi install /path/to/pi-mono/packages/pi-web-kit

For a one-off test run without installing:

pi -e /path/to/pi-mono/packages/pi-web-kit --web-provider-fetch markdown_new --print "Fetch https://example.com"

This is an npm-compatible TypeScript Pi package. Bun is not required.

Quick usage

Search:

Find recent documentation for the Pi extension API.

Multi-query search:

Search for recent docs on Pi extensions and Pi tool schemas.

Fetch a page:

Read https://example.com and summarize it.

Fetch a long page in chunks:

Fetch https://example.com/long-doc with limit 8000, then continue with offset 8000.

Pi chooses web_search or web_fetch automatically when the request calls for it. You can also mention provider settings explicitly in prompts, but provider changes usually require config or CLI flags.

Providers

Defaults: provider_search = "exa", provider_fetch = "exa".

Provider	Search	Fetch	Key
exa	yes	yes	EXA_API_KEY
tinyfish	yes	yes	TINYFISH_API_KEY
brave	yes	no	BRAVE_SEARCH_API_KEY
firecrawl	yes	yes	FIRECRAWL_API_KEY
markdown_new	no	yes	none

Tool schemas are tailored to the configured providers at startup/reload, so only supported provider-specific fields are exposed. Restart/reload Pi after changing provider config.

Provider-native efficiencies are used as follows:

Service	Efficient path
Exa API	Keep included highlights; request bounded text in the same search only when requested; batch /contents fetches with freshness controls.
TinyFish	Paginate only as needed; use dedicated filters; batch only enough top-result fetches to fill requested context; pass TTL and intent.
Brave	Return pre-extracted LLM Context in one search call with native URL, token, snippet, threshold, and Goggles controls.
Firecrawl	Return search metadata by default; use scrape-on-search only when requested; pass cache/main-content options.
markdown.new	Keep method: auto so native Markdown falls back to AI and browser rendering only as needed; keep images opt-in.
Context7	Support fast mode to skip reranking and reduce latency.
Exa Code	Send the requested/dynamic context token target directly to Exa Code Context.

Configuration

Resolution order: defaults < environment variables < global config < trusted project config < CLI flags. Project config is ignored unless Pi trusts the current project, including in print, JSON, and RPC modes.

Environment variables

PI_OFFLINE=1        # disables install/update telemetry
PI_TELEMETRY=0      # disables install/update telemetry
PI_WEB_KIT_PROVIDER_SEARCH=exa|tinyfish|brave|firecrawl
PI_WEB_KIT_PROVIDER_FETCH=exa|tinyfish|markdown_new|firecrawl
EXA_API_KEY=...          # enables Exa provider and code_search
CONTEXT7_API_KEY=...     # enables library_search and library_docs
TINYFISH_API_KEY=...
BRAVE_SEARCH_API_KEY=...
FIRECRAWL_API_KEY=...

Config files

Config files, in increasing precedence:

Scope	Path
Global	~/.pi/agent/pi-web-kit.json
Project	.pi-web-kit.json

Example:

{
  "provider_search": "firecrawl",
  "provider_fetch": "markdown_new",
  "apiKeys": {
    "firecrawl": "...",
    "context7": "...",
    "exa": "..."
  },
  "markdownNew": {
    "method": "auto",
    "retainImages": false
  }
}

Do not commit config files containing secrets. Project .pi-web-kit.json is ignored by this repo's .gitignore, but other repositories may need their own ignore rule.

CLI overrides

pi -e . --web-provider-search firecrawl --web-provider-fetch markdown_new --print "Search and fetch docs"

Provider CLI flags are temporary for the Pi process. Restart/reload Pi after changing provider config so registered tool schemas match the active provider.

Tools

web_search

Searches with the active search provider and returns compact results grouped by query.

Parameter	Type	Description
query	string	Single search query.
queries	string[]	Multiple related search queries. Max 5 after de-duplication.
numResults	integer	Desired results per query. Default: 10. Values above the active provider's limit are capped rather than rejected.
contextTokens	integer	Desired extracted context across the result set. Omitted native context uses an 8,192-token output budget; an explicit value can enable extraction. Any positive value; capped at 10,000.
purpose	string	Optional task/use-case hint for providers that support separate intent.

numResults controls source breadth. contextTokens controls grounding depth. The tool automatically keeps native/included Exa highlights and Brave LLM Context. Explicit contextTokens enables extra extraction for Exa, TinyFish, and Firecrawl; this can add provider calls or provider cost. Search results keep a compact snippet plus ranked content and contentFormat, with one shared context budget and the existing 50KB tool-output limit.

Provider caps are Exa 100, Brave 50, and Firecrawl 100. TinyFish is paginated internally through its service maximum of page 10 and may make up to 11 search requests for one query. Search output reports requested, effective, returned, and omitted result/context counts. Brave maxUrls remains as a deprecated alias for numResults.

Other provider-specific parameters are exposed only for the configured provider. These include Exa date/domain filters; TinyFish domain, date, geography, language, and publication filters; Brave locale, freshness, spellcheck, Goggles, and LLM Context controls; and Firecrawl scrape/search options.

web_fetch

Fetches page content with the active fetch provider. Results are cached in memory by canonical URL plus provider/config/fetch-affecting options.

Parameter	Type	Description
url	string	Single URL. Must be http: or https:.
urls	string[]	Multiple URLs. Max 10 after de-duplication.
offset	integer	Character offset for cached/ranged reads. Single URL only.
limit	integer	Maximum characters to return. Default: 30,000 for one URL, 8,000 for multiple URLs.
refresh	boolean	Refetch even if cached.
maxAgeMs	integer	Desired maximum local/provider-cached page age in milliseconds. 0 requests live content where supported.

Provider-specific parameters are exposed only for the configured provider. TinyFish supports purpose, format, links/images, selectors, per-URL timeout, and a seconds-based ttl alias. Exa supports the hours-based maxAgeHours alias. markdown.new supports method / retainImages. Firecrawl supports format, waitFor, mobile, structured location, and its existing maxAge alias. refresh: true also requests live content from Exa, TinyFish, and Firecrawl instead of only bypassing the local cache.

library_search

Resolves packages, frameworks, SDKs, APIs, CLIs, and libraries to canonical library IDs.

Parameter	Type	Description
libraryName	string	Library/package/framework name to search for.
query	string	Optional user task/question for relevance ranking.
fast	boolean	Skip LLM reranking for lower latency.
limit	integer	Maximum libraries to return. Range: 1-20. Default: 10.

library_docs

Fetches current docs and code snippets for a library. Provide libraryId, or provide libraryName and the tool resolves the best match first.

Parameter	Type	Description
libraryId	string	Canonical library ID, such as /vercel/next.js.
libraryName	string	Library name to resolve when libraryId is not known.
query	string	Specific docs question or coding task.
version	string	Optional version/tag to pin, appended as @version.
fast	boolean	Skip LLM reranking for lower latency.
limit	integer	Maximum code and info snippets to return. Range: 1-20. Default: 10.

code_search

Finds practical code examples, implementation context, setup snippets, migrations, usage patterns, and error-message research.

Parameter	Type	Description
query	string	Code-context query.
tokensNum	"dynamic" or integer	Output token target. Integer range: 50-100000. Default: "dynamic".

Cache and limits

web_fetch uses an in-memory cache for the current Pi process.

Limit	Value
Cache TTL	30 minutes
Max cached entries	100
Max cached bytes	20 MiB
Max URLs per call	10
Max queries per call	5
Provider numResults caps	Exa 100; Brave 50; Firecrawl 100
Search context budget	10,000 tokens
Max URL length	2048 characters

Cache keys include the provider, canonical URL, fetch-affecting parameters, relevant provider defaults, and an opaque SHA-256 API-key/account scope. Internal cache keys are never returned in tool output. refresh: true bypasses and replaces the cached entry.

Privacy and security

pi-web-kit sends search queries and fetched URLs to the configured provider. Developer-search tools send library/doc queries to Context7 and code-context queries to Exa when those tools are enabled. Fetch providers may also receive provider-specific options. API keys are read from environment variables or local config files and are used only for provider requests.

The extension rejects non-HTTP(S) URLs and URLs with embedded username/password credentials. Provider responses are not sandboxed; they are returned to Pi as tool output.

Report security issues privately. See SECURITY.md.

Troubleshooting

Symptom	Cause	Fix
provider requires ... API_KEY	Selected provider needs an API key.	Set the provider's env var or apiKeys config entry.
Provider mismatch / schema error after config change	Pi registered tools for the previous startup provider.	Restart/reload Pi after provider changes.
Invalid URL / scheme / credentials error	URL validation rejected the input.	Use an absolute http: or https: URL without username/password credentials.
Timeout error	Provider request exceeded its timeout.	Retry, reduce URL count, or switch provider.
No content returned	Provider returned no matching content or a redirected/canonicalized response could not be mapped.	Retry with refresh: true, fetch a single URL, or switch provider.
Large page is truncated	Tool output is bounded to valid JSON under 50KB.	Continue with the returned range.nextOffset.

Development

Requirements:

• Node.js >= 20.6.0
• npm

Common commands:

npm install
npm run check
npm test
npm audit --omit=dev
npm run pack:dry-run

This package is source-distributed. Pi loads the TypeScript extension files directly via its extension loader.

Contributing

Contributions are welcome. See CONTRIBUTING.md for development workflow and pull request guidelines.

License

MIT. See LICENSE.