llm-application-dev 2.0.6 Immutable snapshotLatest
Pinned to commit 156b7a5e7a8b93642628a339ee4039c925b34c7f, captured .
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Current package description (not historical)
LLM application development with LangGraph, RAG systems, vector search, and AI agent architectures for Claude 4.6 and GPT-5.4
Install
This version is listed in the verified marketplace claude-code-workflows (repository wshobson/agents). Run these in Claude Code, in order:
- Add the marketplace
/plugin marketplace add wshobson/agents - Install the plugin
/plugin install llm-application-dev@claude-code-workflows
These commands install the marketplace's current upstream state, not the pinned commit snapshot on this page; the two can differ.
Contents 14
Skill8
-
embedding-strategies
plugins/llm-application-dev/skills/embedding-strategies/SKILL.mdPermalink -
hybrid-search-implementation
plugins/llm-application-dev/skills/hybrid-search-implementation/SKILL.mdPermalink -
langchain-architecture
plugins/llm-application-dev/skills/langchain-architecture/SKILL.mdPermalink -
llm-evaluation
plugins/llm-application-dev/skills/llm-evaluation/SKILL.mdPermalink -
prompt-engineering-patterns
plugins/llm-application-dev/skills/prompt-engineering-patterns/SKILL.mdPermalink -
rag-implementation
plugins/llm-application-dev/skills/rag-implementation/SKILL.mdPermalink -
similarity-search-patterns
plugins/llm-application-dev/skills/similarity-search-patterns/SKILL.mdPermalink -
vector-index-tuning
plugins/llm-application-dev/skills/vector-index-tuning/SKILL.mdPermalink
Agent3
-
ai-engineer
plugins/llm-application-dev/agents/ai-engineer.mdPermalink -
prompt-engineer
plugins/llm-application-dev/agents/prompt-engineer.mdPermalink -
vector-database-engineer
plugins/llm-application-dev/agents/vector-database-engineer.mdPermalink
Command3
-
ai-assistant
plugins/llm-application-dev/commands/ai-assistant.mdPermalink -
langchain-agent
plugins/llm-application-dev/commands/langchain-agent.mdLinked component Permalink -
prompt-optimize
plugins/llm-application-dev/commands/prompt-optimize.mdPermalink
Nothing matches.
Dependencies, compatibility and skill declarations
Recorded dependencies 0
No dependency requirements were recorded from plugin.json or marketplace entries. Only manifest fields saved with the snapshot are shown here; dependency declarations in other files are outside the current collection scope.
Recorded compatibility
No compatibility requirement was recorded for this snapshot from plugin.json or a marketplace entry. Only manifest fields saved with the snapshot are shown here. Declarations in a skill's SKILL.md header are collected separately and, when present, shown on their own under “Skill file declarations”; they never overwrite or fill in this value.
Skill file declarations 8
The content below was read separately from the header of each skill file (SKILL.md) at its pinned commit. It is text the file declares about itself, shown as an annotation only. It is stored apart from the snapshot's dependencies and compatibility (manifest fields) above and does not overwrite them. It is not the package license, version, install count or a release record, and none of it is verified.
Evidence scope and limits
- Each entry is one file at one pinned commit, and field states hold for that file only. Components that point to the same file are merged into one entry; files with identical content share one extraction.
- “Declared in file” means the file's header has the field. “Not declared in this file” appears only when the header parsed successfully and lacks the field. “Invalid declaration” means the field is present but its type, length or characters do not meet the requirements; it is never rewritten or truncated. “Not read” means no usable header was obtained (not yet read, read failed, no header, or an unparseable header), which says neither that the field was declared nor that it was not.
- Compatibility and license text are the file's own wording. They do not show that anything runs, are not legal advice, and are not a license verification. metadata.version is only an annotation inside the file; it is not the package version and is not used to judge which is newer.
- This list groups the version's skill components by their recorded source. A listed source may still be unpinned, unread or unavailable; each entry shows its state. Collection runs in bounded batches and does not promise complete coverage.
- A file whose read failed shows a “retry eligible” time. It is only when the collector may try again, not a schedule, and it does not promise a read or completion.
1–8 of 8 skill file sources · As of
-
Not readplugins/llm-application-dev/skills/embedding-strategies/SKILL.mdComponents using this file 1
- embedding-strategies
plugins/llm-application-dev/skills/embedding-strategies/SKILL.md
Fields declared in the file
- Compatibility (declared in file)
- Not readNo usable header, which says neither that it was declared nor that it was not.
- License text (declared in file, unverified)
- Not readNo usable header, which says neither that it was declared nor that it was not.
- metadata.version (file annotation)
- Not readNo usable header, which says neither that it was declared nor that it was not.
This file has no usable extraction record yet, so all three fields show as “Not read”.
- Source
- Open pinned source file
- Repository
wshobson/agents- Pinned commit
156b7a5e7a8b93642628a339ee4039c925b34c7f- File identity
- Regular-file identity recorded
- Blob SHA
8dbaa7f8399b8088ef2faad7f9d85d8520ddb20e- Mode
100644- Identity recorded
- Header parse
- Not read
- Why not read
- The file identity is recorded, but its content has not been read yet.
declaration_unread
No extraction record yet.
- embedding-strategies
-
Not readplugins/llm-application-dev/skills/hybrid-search-implementation/SKILL.mdComponents using this file 1
- hybrid-search-implementation
plugins/llm-application-dev/skills/hybrid-search-implementation/SKILL.md
Fields declared in the file
- Compatibility (declared in file)
- Not readNo usable header, which says neither that it was declared nor that it was not.
- License text (declared in file, unverified)
- Not readNo usable header, which says neither that it was declared nor that it was not.
- metadata.version (file annotation)
- Not readNo usable header, which says neither that it was declared nor that it was not.
This file has no usable extraction record yet, so all three fields show as “Not read”.
- Source
- Open pinned source file
- Repository
wshobson/agents- Pinned commit
156b7a5e7a8b93642628a339ee4039c925b34c7f- File identity
- Regular-file identity recorded
- Blob SHA
bce13452d4528fad92f5ff9273b6310e8228eba4- Mode
100644- Identity recorded
- Header parse
- Not read
- Why not read
- The file identity is recorded, but its content has not been read yet.
declaration_unread
No extraction record yet.
- hybrid-search-implementation
-
Not readplugins/llm-application-dev/skills/langchain-architecture/SKILL.mdComponents using this file 1
- langchain-architecture
plugins/llm-application-dev/skills/langchain-architecture/SKILL.md
Fields declared in the file
- Compatibility (declared in file)
- Not readNo usable header, which says neither that it was declared nor that it was not.
- License text (declared in file, unverified)
- Not readNo usable header, which says neither that it was declared nor that it was not.
- metadata.version (file annotation)
- Not readNo usable header, which says neither that it was declared nor that it was not.
This file has no usable extraction record yet, so all three fields show as “Not read”.
- Source
- Open pinned source file
- Repository
wshobson/agents- Pinned commit
156b7a5e7a8b93642628a339ee4039c925b34c7f- File identity
- Regular-file identity recorded
- Blob SHA
3e2ba09dcd1329d2035042c21f94bc0c829f2e10- Mode
100644- Identity recorded
- Header parse
- Not read
- Why not read
- The file identity is recorded, but its content has not been read yet.
declaration_unread
No extraction record yet.
- langchain-architecture
-
Not readplugins/llm-application-dev/skills/llm-evaluation/SKILL.mdComponents using this file 1
- llm-evaluation
plugins/llm-application-dev/skills/llm-evaluation/SKILL.md
Fields declared in the file
- Compatibility (declared in file)
- Not readNo usable header, which says neither that it was declared nor that it was not.
- License text (declared in file, unverified)
- Not readNo usable header, which says neither that it was declared nor that it was not.
- metadata.version (file annotation)
- Not readNo usable header, which says neither that it was declared nor that it was not.
This file has no usable extraction record yet, so all three fields show as “Not read”.
- Source
- Open pinned source file
- Repository
wshobson/agents- Pinned commit
156b7a5e7a8b93642628a339ee4039c925b34c7f- File identity
- Regular-file identity recorded
- Blob SHA
cecc8609fae6fe0ba2d4f1b31e8f59d2cb15e725- Mode
100644- Identity recorded
- Header parse
- Not read
- Why not read
- The file identity is recorded, but its content has not been read yet.
declaration_unread
No extraction record yet.
- llm-evaluation
-
Not readplugins/llm-application-dev/skills/prompt-engineering-patterns/SKILL.mdComponents using this file 1
- prompt-engineering-patterns
plugins/llm-application-dev/skills/prompt-engineering-patterns/SKILL.md
Fields declared in the file
- Compatibility (declared in file)
- Not readNo usable header, which says neither that it was declared nor that it was not.
- License text (declared in file, unverified)
- Not readNo usable header, which says neither that it was declared nor that it was not.
- metadata.version (file annotation)
- Not readNo usable header, which says neither that it was declared nor that it was not.
This file has no usable extraction record yet, so all three fields show as “Not read”.
- Source
- Open pinned source file
- Repository
wshobson/agents- Pinned commit
156b7a5e7a8b93642628a339ee4039c925b34c7f- File identity
- Regular-file identity recorded
- Blob SHA
869548fa7b265c81dd54b3407fd06e61c1fc8ea6- Mode
100644- Identity recorded
- Header parse
- Not read
- Why not read
- The file identity is recorded, but its content has not been read yet.
declaration_unread
No extraction record yet.
- prompt-engineering-patterns
-
Not readplugins/llm-application-dev/skills/rag-implementation/SKILL.mdComponents using this file 1
- rag-implementation
plugins/llm-application-dev/skills/rag-implementation/SKILL.md
Fields declared in the file
- Compatibility (declared in file)
- Not readNo usable header, which says neither that it was declared nor that it was not.
- License text (declared in file, unverified)
- Not readNo usable header, which says neither that it was declared nor that it was not.
- metadata.version (file annotation)
- Not readNo usable header, which says neither that it was declared nor that it was not.
This file has no usable extraction record yet, so all three fields show as “Not read”.
- Source
- Open pinned source file
- Repository
wshobson/agents- Pinned commit
156b7a5e7a8b93642628a339ee4039c925b34c7f- File identity
- Regular-file identity recorded
- Blob SHA
04178236ed55aff2a0ea8d90bf6bc83fb4d12da8- Mode
100644- Identity recorded
- Header parse
- Not read
- Why not read
- The file identity is recorded, but its content has not been read yet.
declaration_unread
No extraction record yet.
- rag-implementation
-
Not readplugins/llm-application-dev/skills/similarity-search-patterns/SKILL.mdComponents using this file 1
- similarity-search-patterns
plugins/llm-application-dev/skills/similarity-search-patterns/SKILL.md
Fields declared in the file
- Compatibility (declared in file)
- Not readNo usable header, which says neither that it was declared nor that it was not.
- License text (declared in file, unverified)
- Not readNo usable header, which says neither that it was declared nor that it was not.
- metadata.version (file annotation)
- Not readNo usable header, which says neither that it was declared nor that it was not.
This file has no usable extraction record yet, so all three fields show as “Not read”.
- Source
- Open pinned source file
- Repository
wshobson/agents- Pinned commit
156b7a5e7a8b93642628a339ee4039c925b34c7f- File identity
- Regular-file identity recorded
- Blob SHA
bb4b4a25b1831832f3cbb9994b525e51a39f3f56- Mode
100644- Identity recorded
- Header parse
- Not read
- Why not read
- The file identity is recorded, but its content has not been read yet.
declaration_unread
No extraction record yet.
- similarity-search-patterns
-
Not readplugins/llm-application-dev/skills/vector-index-tuning/SKILL.mdComponents using this file 1
- vector-index-tuning
plugins/llm-application-dev/skills/vector-index-tuning/SKILL.md
Fields declared in the file
- Compatibility (declared in file)
- Not readNo usable header, which says neither that it was declared nor that it was not.
- License text (declared in file, unverified)
- Not readNo usable header, which says neither that it was declared nor that it was not.
- metadata.version (file annotation)
- Not readNo usable header, which says neither that it was declared nor that it was not.
This file has no usable extraction record yet, so all three fields show as “Not read”.
- Source
- Open pinned source file
- Repository
wshobson/agents- Pinned commit
156b7a5e7a8b93642628a339ee4039c925b34c7f- File identity
- Regular-file identity recorded
- Blob SHA
b3d432b66a0e84ec18b22049d0f7dbe9314fcf4e- Mode
100644- Identity recorded
- Header parse
- Not read
- Why not read
- The file identity is recorded, but its content has not been read yet.
declaration_unread
No extraction record yet.
- vector-index-tuning