GitHub repository access in containerized environments using REST API and credential detection. Use when git clone fails, or when accessing private repos/writing files via API.
日本語の概要は準備中です。原文の説明を表示しています。
Read Bluesky/ATProto without depending on Bluesky's AppView — interactions on a user's posts, thread replies, any repo's records, network-wide backlinks across every lexicon, an account's handle and PDS history, which collections are active network-wide, and layer-by-layer outage diagnosis. Use when bsky.app or the AppView is down or slow, when a Bluesky read returns timeouts or 5xx, when asked who liked/replied/quoted/reposted something, when pulling live Bluesky context cheaply, when reading records straight from a PDS, when asked who references a record or account anywhere on the network, whether an account has changed handle or migrated servers, or which lexicons and non-Bluesky apps are active on atproto. Complements browsing-bluesky, which routes everything through the AppView and fails when it does.
インストールする前に、エージェントに与えられる指示の中身を確認できます。
Reads the atmosphere from sources that stay up when Bluesky PLC's AppView does not. On 2026-08-16 the AppView timed out and Jetstream returned 503 while PDSes and Constellation served every request — this skill is built around that split.
python3 <skill>/scripts/atproto.py <command> [--json]
Digest output is the default and is what belongs in a transcript. Reach for
--json only when the result will be transformed programmatically; raw records
are large and re-reading them into context defeats the purpose.
| Command | Answers |
|---|---|
feed [actor] [--hours 3] [--html PATH] | The Following timeline, threaded |
status [--actor X] | Which layer is broken right now |
interactions <actor> [--hours 8] [--scan 100] | Who liked/replied/reposted/quoted recent posts |
thread <at-uri> | Replies to a post |
posts <actor> [--limit] | An actor's posts, from their own PDS |
records <actor> <collection> | Any collection in any repo |
resolve <actor> | DID, handle, PDS host |
backlinks <target> [--collection C --path P] | What references a record or account, in ANY lexicon |
identity <actor> | Handle renames and PDS migrations, from the PLC audit log |
lexicons [query] [--hours N] [--others] [--schema NSID] | Which collections are active network-wide |
Each read targets the cheapest source that survives independently. Prefer the PDS for anything a repo owns — it is authoritative and had no outage.
| Need | Source |
|---|---|
| Records of a known repo | That repo's PDS |
| Who interacted with a URI | Constellation (constellation.microcosm.blue) |
| handle ↔ DID ↔ PDS, and its history | plc.directory, entryway resolveHandle |
| Which collections are active network-wide | UFOs (ufos-api.microcosm.blue) |
| Search, feed generators, chat | AppView only — no substitute; say so |
feed is the one composite read: there is no AppView-free getTimeline, so it
rebuilds the Following timeline from follows → PLC → each followee's PDS, then
hydrates what the AppView would have inlined — facet byte-ranges to character
ranges, blob CIDs to cdn.bsky.app URLs, quote and parent URIs to fetched
records — and threads the result by reply root. --html writes a self-contained
Preact reader (same components as austegard.com/bsky/thread-reader.html), so a
feed request is one call, not a fan-out the caller re-derives by hand.
Ranking, mutes, and blocks live in the AppView and are absent by construction:
this is the raw follow graph.
Constellation is the persistent index. Do not rebuild one locally: it already indexes the whole network, is operated independently of Bluesky PLC, and is reachable when the AppView is not.
interactions walks the five Bluesky paths in LINK_PATHS. backlinks walks
whatever Constellation has indexed — tangled issues, vouches, list membership,
lexicons nobody here has heard of — so reach for it when the question is "who
references this, anywhere" rather than "who liked this post". Both are
two-phase for the same reason: links/all reports which sources are non-empty,
and only then does enumeration cost anything.
lexicons answers a different question from sample_firehose in
browsing-bluesky: UFOs consumes Jetstream and rolls it up per NSID, so a
single call reports what is running across the whole network without sampling
anything here. --others drops app.bsky., chat.bsky. and com.atproto.,
which is what turns the leaderboard from "Bluesky is large" into a list of the
other apps. --schema NSID fetches the published lexicon document from the
publisher's own repo, deriving the publisher by the reverse-DNS convention
(com.whtwnd.blog.entry → whtwnd.com); publishing that record is optional and
plenty of busy collections skip it, so a miss is a fact about the publisher, not
a failure.
State is a /tmp SQLite scratch (ATPROTO_CACHE to relocate), session-scoped
by design. Cold start is the only start, and that is fine because wall-clock
and token cost are decoupled — the script absorbs the HTTP fan-out and returns
a digest. Measured: interactions --hours 8 over 100 posts ≈ 18s and ~30 output
lines, against ~15 tool calls doing it by hand.
interactions is two-phase on purpose: one cheap links/all per post reports
which link paths are non-empty, so per-path enumeration only runs where
something exists. Preserve that when extending.
Unavailable is raised for egress blocks, 4xx, and exhausted retries; the CLI
exits 2 with the reason on stderr. Report which layer failed rather than
retrying blindly — "the AppView is down" and "atproto is down" are different
facts and the distinction is usually the answer the user wants.
Two known limits worth stating plainly when they bite:
aturi.to/api/mcp (hosted, keyless, read-only, beta) covers the same three
areas and about 30 more. It was measured on 2026-08-28 at 38 tools / ~8.6k
tokens of schema resident per session, returning pretty-printed JSON rather
than digests, with every read routed through one host. These commands go
straight to plc.directory, Constellation and UFOs, which is the point of this
skill — the 2026-08-16 split is exactly the case a single upstream reintroduces.
Use the MCP for what it alone has: the waypoint catalog and the atproto docs
search. Do not route these three through it.
This skill reads. For posting, use muninn_utils.bsky_card — it already writes
straight to the PDS (facets, blobs, embeds, create_session) and therefore
works during an AppView outage. muninn_utils.bsky_limit enforces the
300-grapheme cap, which len() gets wrong on emoji and combining marks.
まだレビューはありません。使ってみた感想をお寄せください。
概要と使いどころ
GitHub repository access in containerized environments using REST API and credential detection. Use when git clone fails, or when accessing private repos/writing files via API.
日本語の概要は準備中です。原文の説明を表示しています。
Decide which model, effort level, and cascade shape each subagent gets, and how to keep improvement loops safe (evaluator-as-selector, stop on regression). Routes on measured cost-per-completed-task rather than per-token price, because a tier's token count varies more by task shape than price varies across tiers. Covers per-model effort semantics, the concision lever, cascade preconditions, context handoff, and watching a subagent fan-out live. Use when choosing a subagent's model or effort, when choosing how to escalate a failed attempt, or when asked which model or effort a task should get. Grounded in a 2026-07 calibration, a 2026-08 coding-cost study, a 2026-09 seeded-bug repair battery, a 2026-10 Haiku 5.5 ladder priced per spawn, and a 2026-10 retry-versus-escalation ladder on 295 SWE-bench Verified tasks; Managed Agents API specifics are operational, not calibrated.
日本語の概要は準備中です。原文の説明を表示しています。
Securely manages API credentials for multiple providers (Anthropic Claude, Google Gemini, GitHub). Use when skills need to access stored API keys for external service invocations.
日本語の概要は準備中です。原文の説明を表示しています。
Guidance for asking clarifying questions when user requests are ambiguous, have multiple valid approaches, or require critical decisions. Use when implementation choices exist that could significantly affect outcomes.
日本語の概要は準備中です。原文の説明を表示しています。
Pre-change blast-radius report for a symbol or file. Walks tree-sitting references, augments with a plain-text scan over non-parsed files (configs, plain docs), and clusters affected sites by feature (`_FEATURES.md`) or top-level package. Use when about to refactor, rename, or delete something in a repo you don't own — "what breaks if I change `validateUser`", "who calls this", "is this safe to remove", "where is this used", "blast radius", "impact analysis". This is the CONVERGENT pre-change risk skill — for "what is this repo?" use exploring-codebases; for "where is X?" use searching-codebases.
日本語の概要は準備中です。原文の説明を表示しています。
Ranked content search over a text corpus you point it at, using BM25 (via xhluca/bm25s). Corpus-agnostic: cloned repos, project knowledge stores, uploaded files and archives, any local directory. In-memory BM25 index per invocation, with a session-local disk cache for repeat runs against the same corpus. Use for "rank these documents", "search this corpus", "which files are most about X", "find content about Y", or any multi-word concept query against a known body of text where grep would return everything or nothing. Needs a corpus on disk. Not for searching stored memories or prior-session decisions (remembering), not for a named symbol or a file's structure (tree-sitting), and not for a literal string you could grep.
日本語の概要は準備中です。原文の説明を表示しています。