npm package discovery and stats viewer.

Discover Tips

  • General search

    [free text search, go nuts!]

  • Package details

    pkg:[package-name]

  • User packages

    @[username]

Sponsor

Optimize Toolset

I’ve always been into building performant and accessible sites, but lately I’ve been taking it extremely seriously. So much so that I’ve been building a tool to help me optimize and monitor the sites that I build to make sure that I’m making an attempt to offer the best experience to those who visit them. If you’re into performant, accessible and SEO friendly sites, you might like it too! You can check it out at Optimize Toolset.

About

Hi, 👋, I’m Ryan Hefner  and I built this site for me, and you! The goal of this site was to provide an easy way for me to check the stats on my npm packages, both for prioritizing issues and updates, and to give me a little kick in the pants to keep up on stuff.

As I was building it, I realized that I was actually using the tool to build the tool, and figured I might as well put this out there and hopefully others will find it to be a fast and useful way to search and browse npm packages as I have.

If you’re interested in other things I’m working on, follow me on Twitter or check out the open source projects I’ve been publishing on GitHub.

I am also working on a Twitter bot for this site to tweet the most popular, newest, random packages from npm. Please follow that account now and it will start sending out packages soon–ish.

Open Software & Tools

This site wouldn’t be possible without the immense generosity and tireless efforts from the people who make contributions to the world and share their work via open source initiatives. Thank you 🙏

© 2026 – Pkg Stats / Ryan Hefner

@schift-io/knowledge-scope

v0.2.0

Published

Portable Knowledge Scope authoring and local control plane.

Readme

Schift Knowledge Scope CE

Public source, contribution instructions, and releases: schift-io/knowledge-scope.

Retrieve cited passages from your own Markdown or text files, then pass admitted evidence to your AI application. Your application chooses the model and generates the answer.

The local-file quickstart requires 0.2.0 or later. If you use 0.1.0, upgrade first or use the hosted Search path.

Start with the first retrieval, then use the SDK in your application. For a customer trial, follow the pilot guide, which separates local verification from live-customer acceptance.

Quickstart

Start with a synthetic support handbook; no Schift account, API token, cloud service, or model is needed. You need Node.js 20 or later. Run these commands in your application directory:

npm install @schift-io/[email protected]
npx --no-install schift-ks quickstart ./support-project \
  --source ./node_modules/@schift-io/knowledge-scope/examples/local-documents/support-handbook.md \
  --query '환불 규정'

The destination must be new. Expect result.status: "ready" with a passage about the synthetic 14-day refund window and a citation identifying its source and line range. Local citations use schift://local-documents/...#Lx-Ly; they identify snapshot evidence, not a public web page or file-opening link. The result also includes the original sourcePath, whose current contents may have changed since import. This is retrieved evidence, not an AI-generated answer. Keep the returned installationId to ask again:

npx --no-install schift-ks query '<installation-id>' --query '배송 기간'

Next, substitute your own UTF-8 .md or .txt file, or a folder containing those files:

npx --no-install schift-ks quickstart ./my-project \
  --source ./my-documents --query '환불 규정'
Your text files -> private local snapshot -> cited evidence -> your application's chosen model

This path uses lexical search, not embeddings, semantic retrieval, or reranking. Use words present in the source. A matching passage is not proof that it answers the question. insufficient_evidence means your application should withhold an answer, not bypass admission.

The source text is copied into a private local snapshot outside the portable Pack. Keep local state private; do not publish it with the Pack. Editing the original files does not update an existing snapshot. To refresh, run quickstart with a new project directory and use its new installation. This is not continuous sync or live document-ACL enforcement. Local filesystem access is the security boundary; a tenant label is not user authentication.

The generated policy accepts snapshots for 24 hours after import. After that, import again into a new workspace; editing a timestamp is not a refresh. Unmounting revokes the installation but does not delete its retained local snapshot. Only ingest trusted, stable local files: symlinks, hardlinks, special files, and files changed during capture are rejected.

Limits are 100 files, 1 MiB per file, 8 MiB total text, and 4,000 chunks. A single line may contain at most 2,000 characters. Folder scans stop at 2,000 entries or 16 levels; hidden entries and node_modules are ignored, and other file extensions inside a folder are skipped. An explicitly selected unsupported file or a folder with no usable text fails with a recovery message.

PDF, Office files, URLs, crawling, and an MCP adapter are not bundled. Convert supported material to approved text outside this package, or use an already populated Search index below. For the sample's expected passages and a no-model application command, see the local document example.

Hosted Search (advanced)

You need Node.js 20 or later and an already indexed Schift Search corpus. Obtain the Search endpoint, authorized token, organization ID, and index name from its owner. This hosted path does not upload, parse, or index your documents. A new empty index will not produce usable evidence.

Install the published package in your application directory:

npm install @schift-io/[email protected]
npx --no-install schift-ks --help

Keep credentials in your local runtime environment. The values below are placeholders, not demo credentials:

export SCHIFT_KS_SEARCH_URL=https://api.schift.io
export SCHIFT_KS_SEARCH_TOKEN='<authorized Search token>'
export SCHIFT_KS_SEARCH_ORGANIZATION_ID='<your organization ID>'
export SCHIFT_KS_SEARCH_SCOPES=search:read

Create a new workspace and retrieve evidence. Replace support-handbook and tenant.acme with the authorized index and project tenant. The destination must not already exist:

npx --no-install schift-ks quickstart ./support-project \
  --index support-handbook --tenant tenant.acme \
  --query 'How do I reset a subscription?'

The command creates portable files in support-project/pack/, with local bindings.json, input.json, and installation.json beside that directory. It locks, mounts, and runs the search operation. Save the returned installationId. result.status: "ready" means admitted evidence is available; "insufficient_evidence" means the application must not answer from these results. The outer status: "completed" reports completion of the command, not evidence sufficiency.

Check the installation without a provider request, or explicitly probe it with another question:

npx --no-install schift-ks doctor '<installation-id>'
npx --no-install schift-ks doctor '<installation-id>' --probe --query 'How do I reset a subscription?'

The default doctor report has evidenceVerified: false; configured does not certify live retrieval. A probe executes the normal read path and may consume provider usage. On a run failure, quickstart preserves the workspace and reports a recovery command rather than overwriting it. If filesystem setup failed, artifactsComplete: false means the workspace needs inspection and validation before mounting; the recovery command does not claim that incomplete files are ready.

Use the evidence in your application

For the local-file path, run the included consumer from your application directory. The default local tenant is local-tenant; use the returned tenant if you supplied --tenant:

node node_modules/@schift-io/knowledge-scope/examples/consumer.mjs \
  '<installation-id>' local-tenant '환불 규정' search

createCliDependencies().embedded loads the same local state used by the CLI, including local document snapshots. Keep the same SCHIFT_KS_HOME if you override the state directory. No model credentials are needed to inspect the evidence; your application controls whether to send private passages to an external model.

For a hosted Search installation, use its authorized tenant and provider environment instead:

node node_modules/@schift-io/knowledge-scope/examples/consumer.mjs \
  '<installation-id>' tenant.acme 'How do I reset a subscription?' search

It prints the typed result, exits with code 3 for insufficient evidence, and never calls a model. In your application, createKnowledgeScopeClient({ application }) exposes inspect(installationId), run(request), runBatch(request), and admit(request). Inject createCliDependencies().embedded for the local application or a createRemoteKnowledgeScopeApplication instance for the authenticated HTTP API. The client validates response contracts and identity; the application remains responsible for authorization and HMAC verification.

Only pass result.candidates to downstream processing when result.status === "ready". Preserve each candidate's citation when assembling context. Your model, prompt, and answer UI remain yours.

For offline retrieval measurements, see the evaluation example and the pilot metric definitions. The included dataset is synthetic and makes no accuracy claim about a live provider.

What is implemented

scope.json + schemas -> validate + lock -> portable definition
  -> mount with private bindings -> declared operation
  -> local documents / Open Connector / Schift Search / injected records
  -> normalize + authorize + admit -> cited evidence for your application
  • [x] Portable Definition and server-owned Mount are separate contracts.
  • [x] The lock covers canonical scope.json plus every referenced input/result schema.
  • [x] Local mount state uses owner-only, atomic file persistence and optimistic revisions.
  • [x] Authorization decisions HMAC-bind the complete immutable Candidate evidence projection and survive process restarts.
  • [x] Open Connector executes declared actions through its public runtime API.
  • [x] Schift Search uses the authenticated v2 status + retrieve APIs.
  • [x] Direct named-record execution is available through an injected application port.
  • [x] Candidate admission checks source, operation, provider, permission mode, Scope, citation, freshness, connector audit correlation, and required provider scopes.
  • [x] Aggregate admission enforces every declared minEvidence coverage assertion.
  • [x] run-batch combines up to eight declared operations under one mount and admits their evidence together.
  • [x] CLI and loopback HTTP API use the same application and persistent state.
  • [x] Local Markdown/text quickstart and repeated queries with cited snapshot evidence.
  • [ ] Schift Cloud multi-tenant persistence, production deployment, and live provider-account certification. Those are separate operational actions.

OBS, Context Runtime/A2A, APM, Agent execution, Workflow execution, and final LLM generation are deliberately outside this package.

Manual authoring

For a complete editable definition, copy the shipped support example into a new directory from your application root. This example declares search-handbook, fetch-support, and list-orders; the matching bindings name those exact operations:

mkdir ./manual-support
cp -R node_modules/@schift-io/knowledge-scope/examples/support-scope ./manual-support/pack
cp node_modules/@schift-io/knowledge-scope/examples/mount-bindings.json ./manual-support/bindings.json

In manual-support/bindings.json, replace replace-with-organization with the same organization as SCHIFT_KS_SEARCH_ORGANIZATION_ID, and replace replace-with-tenant with your tenant. The sample Search index is support-handbook; if yours differs, change both the capability's indexRef in pack/scope.json and its Search binding's providerRef in bindings.json to your index name. These files contain references, never credentials.

npx --no-install schift-ks validate ./manual-support/pack
npx --no-install schift-ks lock ./manual-support/pack
npx --no-install schift-ks mount ./manual-support/pack --bindings ./manual-support/bindings.json
npx --no-install schift-ks inspect '<installation-id>'

Use the returned installation ID in subsequent commands. Mounting records and connector bindings does not configure their executors; running those two operations requires the separate provider configuration described below. The Search operation can run independently.

When a definition declares capabilities, every supplied binding must name at least one coherent operation and at least one declared capability must be bound. Other provider-specific capabilities may remain unbound and fail with operation_not_bound if called. A zero-capability, document-only definition may still mount with an empty operation list.

Save this strict JSON document as manual-support/run.json. Replace replace-with-tenant with the same value used in bindings.json; this is not an additional access boundary:

{
  "effectiveScope": {"tenant": "replace-with-tenant"},
  "input": {"query": "How do I reset a subscription?"},
  "filters": {},
  "expectedRevision": 1
}
npx --no-install schift-ks run '<installation-id>' search-handbook --input ./manual-support/run.json

To stop using the mount, inspect its current revision and pass that revision to schift-ks unmount '<installation-id>' --expected-revision <revision>.

schift-ks init <new-directory> is a separate authoring tool: it creates an empty skeleton with no capabilities. Before attaching an operation binding, declare that operation and its referenced schemas yourself. Do not attach the shipped example's operation bindings to the empty skeleton.

admit accepts either one Candidate object or a nonempty JSON array. Use an array to evaluate already available Candidates as one aggregate coverage set:

npx --no-install schift-ks admit '<installation-id>' --candidate ./candidates.json

Each run executes one operation against the full Scope policy and withholds all Candidates when coverage is insufficient. To retrieve documents and records together, declare separate required coverage rules for document and records, then call run-batch with both operations:

{
  "effectiveScope": {"tenant": "replace-with-tenant"},
  "expectedRevision": 1,
  "operations": [
    {"operationId": "search-handbook", "input": {"query": "What is the shipping policy?"}},
    {"operationId": "fetch-support", "input": {"query": "Order 123 status"}}
  ]
}

Save this as batch.json, with inputs matching your declared schemas and a current mount revision:

npx --no-install schift-ks run-batch '<installation-id>' --input ./batch.json
node node_modules/@schift-io/knowledge-scope/examples/batch-consumer.mjs '<installation-id>' ./batch.json

The shipped support Pack is a schema example; it does not already require both classes. For a combined policy, add two mustConsider rules and list both IDs in evidence.coverageAssertions. Bind the actual record operation as sourceClass: "records"; the sample helpdesk binding is activity_stream and must not be relabeled unless its source really supplies records.

Batch requests contain 1–8 unique operation IDs. All inputs and bindings are validated before provider dispatch; execution is sequential, with a combined ceiling of 100 Candidates and 8 MiB. Admission rechecks the current mount before releasing the combined evidence. A failed operation or unsatisfied policy releases no partial Candidate payload. Separate insufficient runs cannot be accumulated through admit, because those runs withhold their Candidates. Every requested operation must contribute evidence. Even if the remaining operations satisfy coverage, an empty operation fails with batch_incomplete; rejected Candidates fail with candidate_invalid. Neither error includes partial evidence.

This is atomic admission and output, not a shared transaction or synchronized snapshot across external providers. Each source retains its own revision and freshness. Python provides matching request contracts and pure admission checks; this package's execution runtime and CLI are Node.js. See the combined pilot path.

All successful output is JSON on stdout. Errors are redacted JSON on stderr with a stable code and a non-zero exit status.

Provider configuration

Provider URLs and credentials are runtime configuration. They are never written to scope.json, the lock, mount state, Candidate output, or errors.

Open Connector is a separately operated service that owns account connections, credentials, and its public action runtime. Its implementation is not included in this repository. Configure its endpoint:

export SCHIFT_KS_OPEN_CONNECTOR_URL=http://127.0.0.1:3000
export SCHIFT_KS_OPEN_CONNECTOR_TOKEN=...
export SCHIFT_KS_OPEN_CONNECTOR_SCOPES=tickets:read
export SCHIFT_KS_OPEN_CONNECTOR_ALIAS=work
export SCHIFT_KS_OPEN_CONNECTOR_READ_ACTIONS='[{"connectorRef":"zendesk","connectorAlias":"work","actionId":"zendesk.search_tickets"}]'

SCHIFT_KS_OPEN_CONNECTOR_READ_ACTIONS is a strict server-owned JSON allowlist of connector, account alias, and action triples. A Pack cannot authorize its own action or select a different account with the same action ID; any triple not explicitly attested as retrieval-only is rejected before HTTP. The generic Open Connector adapter never drops an allowed filter or narrower Scope silently. Nonempty filters and namespace / subject / session Scope require an injected trusted input mapper in the SDK; without one, execution fails before HTTP. The mapper receives trusted Scope and must bind it into the provider-native, schema-validated action input. Tenant-only calls may use the mounted connector/account boundary directly.

Schift Search:

export SCHIFT_KS_SEARCH_URL=https://api.schift.io
export SCHIFT_KS_SEARCH_TOKEN=...
export SCHIFT_KS_SEARCH_ORGANIZATION_ID=org.acme
export SCHIFT_KS_SEARCH_SCOPES=search:read

The Schift Search adapter first reads /v2/buckets/{index}/search/status, then retrieves passages from /v2/buckets/{index}/retrieve. Missing source identity, revision, citation, or freshness fails closed. The credential-bound organization ID must match the mounted organization and is sent as X-Org-Id, so the Search API's normal organization/bucket ACL remains authoritative. The local tenant/effective Scope is an additional Schift KS constraint; it is not presented as a provider tenant attestation. The adapter never falls back to another index or to Web search. The current v2 Search API does not enforce namespace, subject, or session narrowing, so this adapter rejects those requests before HTTP. Use an appropriately scoped bucket and installation for separate access boundaries; adding an arbitrary Scope field does not filter provider data.

For records_operation, library consumers inject the named-operation executor through the public provider port. The default CLI does not invent SQL, accept raw predicates, or hold database credentials; an unconfigured records operation returns invalid_configuration. Open Connector may also be used as the managed database gateway.

web_search remains a portable provider declaration for compatible runtimes, but the local CE control plane does not silently choose or bill a Web provider in v0.1. It fails closed with invalid_configuration; applications can use Schift Search, Open Connector, or an injected records port until a separately governed Web-search adapter is installed.

Local HTTP API

Start the same application as a loopback service:

export SCHIFT_KS_ORGANIZATION_ID=org.acme
export SCHIFT_KS_TENANT=tenant.acme
export SCHIFT_KS_API_TOKEN='<random owner-only token>'
npx --no-install schift-ks serve --host 127.0.0.1 --port 8787

Routes:

  • POST /v1/knowledge-scopes/mounts
  • GET /v1/knowledge-scopes/mounts/{installationId}
  • POST /v1/knowledge-scopes/mounts/{installationId}/unmount
  • POST /v1/knowledge-scopes/mounts/{installationId}/capabilities/{operationId}:run
  • POST /v1/knowledge-scopes/mounts/{installationId}:run-batch
  • POST /v1/knowledge-scopes/mounts/{installationId}:admit

The HTTP mount body cannot choose organization or tenant; the server injects them from trusted configuration. Mutating requests require application/json, and cross-origin browser requests are rejected.

The local HTTP server always requires SCHIFT_KS_API_TOKEN, including on loopback, and validates the literal loopback Host to prevent DNS rebinding. Direct non-loopback binding is not supported in v0.1 because the built-in server is plain HTTP. The same token is sent by schift-ks ... --api-url <url>; non-loopback remote URLs must use HTTPS. The token is never persisted or printed. Production exposure should terminate TLS and apply network policy at an authenticated reverse proxy that forwards only to the loopback listener, or use a Schift Cloud adapter.

Portable files and schema subset

The portable directory contains exactly:

  • scope.json
  • every relative inputSchemaRef and resultSchemaRef
  • generated scope.lock.json

Symlinks, absolute paths, backslashes, .., duplicate JSON keys, missing files, and every undeclared regular file are rejected. .schift/ is local state and is never locked or packed; README, license, credential, PDF, and raw-data files belong outside the portable Scope directory.

The dependency-free schema validator supports:

type, properties, required, additionalProperties (boolean), items, enum, const, minLength, maxLength, minimum, maximum, minItems, and maxItems.

$ref, composition keywords, conditionals, formats, unknown keywords, and schema/value nesting beyond 16 levels fail with unsupported_schema_keyword or schema_depth_exceeded. Portable schema numbers are restricted to the cross-runtime safe-integer range. Integral spellings such as 1, 1.0, and 1e0 normalize to one lock value; fractional and unsafe integers are rejected instead of producing different TypeScript/Python digests.

State and trust guarantees

  • SCHIFT_KS_HOME defaults to ~/.schift/knowledge-scope.
  • Directories are mode 0700; state and the separate 32-byte authorization key are mode 0600.
  • State uses same-directory temp files, fsync, atomic rename, and an exclusive process lock.
  • State is capped at 16 MiB and is parsed with the same byte/depth/node ceilings before and after every atomic write, so a successful mount cannot make the next read invalid.
  • Lock recovery is intentionally fail-closed. If a process crashes while holding state.lock, the owner must verify the recorded PID is gone before manually removing that lock file; the product never auto-deletes a possibly live writer's lock.
  • Unmount preserves a tombstone, removes active bindings, and increments mount revision.
  • Replacing the authorization key intentionally invalidates outstanding Candidates.
  • Provider output cannot set installation, authority, Scope, Pack digest, permission mode, or the authorization decision. The HMAC covers SRN, revision, freshness, payload, citation, provider scopes/evidence, mounted permission, and every Scope/binding identity used by admission.
  • A denied or incomplete run returns no Candidate payloads.

Verification

From a clean repository checkout, use the canonical verification command. It installs dependencies inside a temporary copy before building and testing:

cd packages/knowledge-scope-cli
bun run release:verify

For an already provisioned development workspace, these individual checks are also available. They require its dependencies, including TypeScript, to have been installed:

bun run build
bun run typecheck
bun test
node dist/main.js --help

The repository E2E suite executes Open Connector and Schift Search against local fake HTTP providers. Release verification additionally dry-packs the artifact, audits its file inventory, installs it in an empty temporary project, and repeats the portable lifecycle from that installed artifact. release:verify performs these checks in an isolated temporary copy with its own dependencies and writes a tarball, SHA-256 checksum, and release-report.json to the reported temporary directory. It does not publish a package or deploy a service.

Local fake-provider tests verify software contracts. They do not certify a customer's Search index, connector account, access policy, or retrieval quality. Use the pilot gates for those checks.