self-awareness
GitHub指导Agent在JS REPL中通过host.capabilities()安全探测可用API,定位文件、会话或帧数据,实现环境感知与功能发现。
Trigger Scenarios
Install
npx skills add aipoch/open-science --skill self-awareness -g -y
SKILL.md
Frontmatter
{
"name": "self-awareness",
"description": "Inspect Open Science's JavaScript control REPL, discover managed Project files, Sessions, and Agent Frames, and safely feature-gate host.* calls with host.capabilities(). Use when an Agent needs to discover available host APIs, locate an Artifact or Upload Version, diagnose a Session, or read a Frame transcript in the current Project."
}
Self-awareness
Use repl_execute for every host.* call. The host object exists only in the persistent
JavaScript control REPL; Python and R data kernels do not receive it.
Inspect available capabilities
const caps = await host.capabilities()
The current project-native result contains 20 known boolean keys:
mcpgates connector calls throughhost.mcp(server, method, args?).computegates thehost.computenamespace.agentsgates thehost.agentsnamespace.skillsgates thehost.skillsnamespace.artifactsgates managed-file discovery throughhost.artifacts(options?)and exact path resolution throughhost.artifactPath(versionId).lineagegates the read-onlyhost.lineagenamespace.framesgates the read-onlyhost.framesnamespace.sessionsgates Main-only, read-only Session diagnostics throughhost.sessions.list(options?)and exact lookup throughhost.sessions.inspect(sessionId)in the current Project.llmgates one-shot, tool-less inference throughhost.llm(request, options?).currentModelgates exact current-model lookup throughhost.currentModel(). It returns the calling Session's exact current model id and fails when the live backend cannot establish one.listModelsgates configured Host LLM model discovery throughhost.listModels(). It returns the frozen, stable-sorted configured model ids for the current Host LLM Provider and framework. It never refreshes over the network or merges ids across Providers.viewImagegates transient image attachment throughhost.viewImage(source, options?). Sources may be an Artifact or Upload Version in the current Project, or a path relative to the current execution workspace. For a generated file, pass the same relative path used to save it.delegate,children,collect,stopChild, andresolveMessageare Main/root-only delegated work operations.sendFrameMessageandmessageReceiptare available to Main/root and Delegate agents when their trusted route is provisioned.submitOutputis available only to an authenticated Delegate Attempt with an admitted output schema.
Newer runtimes may return additive boolean keys. Do not assume their meaning until their matching Skill documents them. Older runtimes can omit known keys.
Interpret every key narrowly:
truemeans the current session capability authorizes the namespace and the application has its handler configured. It does not mean a resource exists, approval is unnecessary, or a call will succeed.falsemeans the capability name is known but unavailable to this caller.- A missing key means this runtime does not know that capability. Test with
=== true.
const caps = await host.capabilities()
if (caps.compute === true) {
const availableHosts = await host.compute.listHosts()
}
if (caps.llm === true) {
const result = await host.llm('Summarize the current findings.')
}
if (caps.currentModel === true) {
const sessionModel = await host.currentModel()
}
if (caps.listModels === true) {
const hostLlmModels = await host.listModels()
}
if (caps.sessions === true) {
const recentSessions = await host.sessions.list({ limit: 20 })
}
if (caps.viewImage === true) {
await host.viewImage({ path: 'results/plot.png' }, { maxSize: 1200 })
}
if (caps.sendFrameMessage === true) {
await host.sendFrameMessage('parent', 'The analysis is ready.')
}
Do not infer capabilities by reflecting over host, and do not treat this result as a resource,
credential, permission, or readiness inventory. Call it again when current availability matters; each
call returns a fresh frozen projection.
host.help() documents registered topics only. A not_found result identifies missing Help
documentation: not_found does not override host.capabilities() or prove that a method is absent.
Discover managed Project files
When caps.artifacts === true, use await host.artifacts(options) to list generated Artifacts and
user Uploads across the current Project. Optional camelCase fields are versionId, frameId,
filename, exact, search, contentType, after, before, cursor, and limit (default 20,
maximum 100). versionId is exclusive; exact requires filename; search and filename cannot
be combined. contentType accepts an exact MIME type or a top-level prefix such as text/. Bare
dates are UTC midnight, after is inclusive, and before is exclusive.
const page = await host.artifacts({ search: 'report', limit: 20 })
const localPath = page.artifacts[0]
? await host.artifactPath(page.artifacts[0].latestVersionId)
: undefined
frameId matches only the exact producer Frame of a generated Artifact's latest Version. It does
not expand to a root's descendants or the whole Session, and Uploads without trusted Frame
provenance are excluded while this filter is present. There is no Session or Project override and
no all-Projects scope. count is the total number of matches before cursor pagination; the current
page size is artifacts.length. nextCursor is absent on the last page.
{
count, projectId, truncated, nextCursor,
artifacts: [{
id, filename, contentType, sizeBytes, latestVersionId, checksum,
projectId, sessionId, rootFrameId, agentFrameId, isUserUpload,
createdAt, latestVersionCreatedAt
}]
}
Result and Artifact fields use camelCase. contentType, checksum, rootFrameId, and
agentFrameId are always present and may be null. Results contain metadata and immutable Version
identity, never content; use
host.artifactPath(versionId) to resolve a checksum-validated, Session-scoped read-only local copy
of an exact generated Artifact Version or Upload Version, then use the existing file workflow.
Version ID
collisions, missing Versions, cross-Project ownership, and checksum mismatches fail closed.
The public result is a fresh frozen projection. It does not expose fuzzy scores, storage keys, markers, or a content-read API.
Read immutable Version lineage
When caps.lineage === true, start with
await host.lineage.graph(versionId, options) to inspect the dependency graph without reading
Artifact content. options accepts only direction ('up' by default or 'down'), maxDepth
(default 5, maximum 20), and maxNodes (default 100, maximum 500). Graphs use stable BFS order;
an Upload is an upstream leaf and may be a downstream root. A truncated result includes a reason
and frontierVersionIds for a narrower follow-up query.
const caps = await host.capabilities()
if (caps.lineage === true) {
const graph = await host.lineage.graph(versionId)
const generated = graph.nodes.find((node) => !node.isUserUpload)
const provenance = generated ? await host.lineage.get(generated.versionId) : undefined
}
Use await host.lineage.get(versionId) only for a generated Artifact Version after graph discovery.
It returns the existing immutable core provenance projection: reproduction code when available,
producer and environment status/evidence, and typed input Version evidence. Upload Versions are
rejected by get; obtain their metadata with host.artifacts({ versionId }).
Both calls are fresh, frozen reads scoped only by the session-bound control token to the current
Project, including Versions created in another Session of that Project. They never accept Project or
Session scope fields, create extraction work, or return content, messages, full execution outputs,
reviews, paths, storage keys, Bearer tokens, or internal routes. Missing or ambiguous identities,
cross-Project edges, and corrupt evidence fail closed. There is no indexed property, clear(),
client cache, Python/R host, or lineage API outside the JavaScript control REPL.
Discover Agent Frames
When caps.frames === true, use await host.frames.list(options) for a metadata-only catalog across
Sessions in the token-owned current Project. It never searches message bodies. Optional camelCase
fields are search, sessionId, rootsOnly (default true), kind, archived
(exclude/include/only, default exclude), after, before, cursor, and limit (default 20,
maximum 100). Metadata search fuzzily matches Session title, agentName, and delegateName.
Use await host.frames.get(frameId, options) with an exact full Frame ID to read one visible
conversation path. sessionId may narrow or disambiguate within the current Project. branchId
selects a specific Branch; without it, the Frame's active Branch is used. The latest 40 messages are
returned chronologically by default, with a maximum of 100. Pass before with the returned
previousCursor to page backward through older messages.
The result contains frozen Project, Session, Frame, Branch, visible transcript, and sanitized runtime segment projections. Messages follow the selected Branch graph rather than stored array order. The response never returns private reasoning, tool activities and raw inputs/outputs, terminal output, image bytes, local paths, storage and provider identifiers, internal event/stream identifiers, cost, or synthesized summaries. Missing, ambiguous, wrong-Session, invalid-Branch, and stale-cursor reads fail explicitly without enabling cross-Project discovery.
Diagnose Project Sessions
When caps.sessions === true, use await host.sessions.list(options) to inspect durable Session
metadata and bounded live runtime evidence across the token-owned current Project. This capability
is available only to Main through its session-bound control route. Optional camelCase fields are
archived (exclude/include/only, default exclude), search, cursor, and limit (default
20, maximum 100). Search fuzzily matches Session title and exact Session identity. Results are
ordered by most recent update and return totalCount, frozen Session projections, and nextCursor
when another page exists.
Use await host.sessions.inspect(sessionId) for one exact Session in the current Project. Both
operations report durable identity, title, status, timestamps, archive/run metadata, current runtime
attachment and pending-work flags, and the latest bounded runtime observation when available. Live
runtime fields are current evidence only: a detached Session or an omitted observation does not
rewrite or infer historical state. Missing or unreadable Sessions fail explicitly, and an incomplete
Project catalog fails closed rather than returning a partial list.
activeConversation contains only frameId, branchId, and messageCount navigation metadata.
It never returns messages, transcripts, private reasoning, tool payloads, terminal output, or
synthesized diagnosis. Use host.frames.get(frameId, { sessionId, branchId }) when transcript detail
is required. There is no Project override, mutation, recovery, cancellation, or message-send API in
host.sessions; all returned projections are fresh and frozen.
Continue with the owning Skill
- Load the matching
mcp-*Skill before using a connector throughhost.mcp. - Load
remote-compute-sshfor thehost.computeAPI and workflow. - Load
customizefor Specialist and Skill authoring workflows.
Maintain this contract
When a new host introspection surface ships, add its public capability key and update this Skill in
the same feature change. Document only behavior that has shipped; do not predeclare future APIs as
false.
Version History
- 44394f0 Current 2026-09-11 11:15


