Metadata-Version: 2.4
Name: koshas
Version: 0.0.18
Summary: kosha (कोश) — a treasury of your repo and environment context for coding agents. FTS5 + vector search + call graph, no LLMs required.
Project-URL: Repository, https://github.com/vedicreader/kosha
Project-URL: Documentation, https://vedicreader.github.io/kosha/
Author-email: Karthik <karthik.rajgopal@hotmail.com>
License: Apache-2.0
License-File: LICENSE
Keywords: code graph,code search,devtool,nbdev,repo-context
Classifier: Programming Language :: Python :: 3
Classifier: Programming Language :: Python :: 3 :: Only
Requires-Python: >=3.10
Requires-Dist: fastprogress>=1.1.6
Requires-Dist: litesearch>=0.0.22
Requires-Dist: pyan3>=2.4.3
Requires-Dist: pyskills>=0.0.4
Requires-Dist: watchfiles>=1.1.1
Description-Content-Type: text/markdown

# kosha


<!-- WARNING: THIS FILE WAS AUTOGENERATED! DO NOT EDIT! -->

kosha (कोश) — persistent knowledge of your codebase and installed
packages for humans and AI coding assistants.

> FTS5 + vector search + call graph, merged with RRF. Each result
> includes the snippet, callers, callees, and PageRank. No LLMs
> required.

## Install

kosha is a **dev dependency** — it indexes at development time so AI
coding assistants can search it.

``` sh
uv add --dev kosha
```

One-time project setup — installs `SKILL.md` so every agent picks up the
skill automatically:

``` python
Kosha(install_skill=True)   # writes .agents/skills/kosha/ and .claude/skills/kosha/
```

## Sync

Once per session; subsequent calls are incremental (only changed files
and new versions re-indexed).

``` python
k = Kosha()
k.sync(pkgs=['fastcore', 'litesearch'])
```

    syncing files [Path('/Users/71293/code/personal/orgs/kosha/kosha/cli.py'), Path('/Users/71293/code/personal/orgs/kosha/kosha/core.py'), Path('/Users/71293/code/personal/orgs/kosha/kosha/graph.py'), Path('/Users/71293/code/personal/orgs/kosha/kosha/skill.py')] .....

    parse files from /Users/71293/code/personal/orgs/kosha: 100%|██████████| 4/4 [00:00<00:00, 60.67it/s]

    removed 55 outdated chunks from code store.
    adding 8 new/updated chunks to code store...

    {'changed': 8, 'same': 205, 'removed': 94}
    synced repo
    loading pkgs ['fastcore', 'litesearch'] ...

    Updating packages:   0%|          | 0/2 [00:00<?, ?pkg/s]

    updating pkg: fastcore ...

    Updating packages: 100%|██████████| 2/2 [00:00<00:00,  3.86pkg/s]

    package {'name': 'fastcore', 'version': '1.12.47'} already loaded.
    updating pkg: litesearch ...
    package {'name': 'litesearch', 'version': '0.0.29'} already loaded.


    loading code graph for packages: 100%|██████████| 2/2 [00:02<00:00,  1.42s/pkg]

    [None, None, <kosha.graph.CodeGraph object>]

``` python
k.status()
```

    {'files': 3,
     'packages': 182,
     'graph_nodes': 85874,
     'stale_files': 0,
     'stale_pkgs': {}}

Re-run `k.sync()` after `uv add`, version bumps, or significant code
changes. If `stale_files > 0` or `stale_pkgs` is non-empty, sync before
querying.

Use `k.sync(force_graph=True)` to rebuild the call graph on an existing
DB without re-embedding — useful after a kosha update that changes graph
logic.

## 1 — Check before implementing

*Before writing any new function, verify it doesn’t already exist in a
dependency.*

``` python
results = k.env_context('atomic write temp file permissions', limit=5)
for r in results:
    print(r['metadata']['mod_name'])
    print(' ', r['content'].splitlines()[0])
    print()
```

    setuptools._core_metadata.write_pkg_info
      def write_pkg_info(self, base_dir):

    requests.utils.atomic_open
      def atomic_open(filename):

    jupyter_server.services.contents.fileio.FileManagerMixin
      class FileManagerMixin(LoggingConfigurable, Configurable):

    anyio._core._tempfile.SpooledTemporaryFile.write
      async def write(self: SpooledTemporaryFile[bytes], b: ReadableBuffer) -> int: ...

    jupyter_server.services.contents.fileio.FileManagerMixin
      class FileManagerMixin(LoggingConfigurable, Configurable):

Package names in the query are auto-detected as filters. `package:`,
`path:`, `type:` tokens narrow further:

``` python
k.env_context('package:fastcore path:xtras atomic save', limit=8)
```

**Need more info on a package?** Call `pkg_url` to get its repo/docs
URL, then use websearch for changelogs, API docs, or migration guides:

``` python
from kosha.core import pkg_url
pkg_url('litesearch')
```

    'https://github.com/Karthik777/litesearch'

## 2 — Find existing patterns

*Any task that adds or modifies behaviour. Run before touching files.*

``` python
results = k.context('search code embeddings', limit=6, graph=True)
for r in results:
    m = r['metadata']
    print(f"{m['mod_name']}  L{m.get('lineno','?')}  "
          f"pr={r.get('pagerank',0):.4f}  callers={list(r.get('callers',[]))[:2]}")
```

    kosha.core.repo_context  L364  pr=0.0002  callers=['kosha.graph.context', 'kosha.core.Kosha']
    litesearch.core.vec_search  L42  pr=0.0004  callers=['litesearch.core.Table']
    kosha.core.env_context  L333  pr=0.0002  callers=['kosha.graph.context', 'kosha.core.Kosha']
    litesearch.core.vec_search  L42  pr=0.0004  callers=['litesearch.core.Table']
    kosha.core.pkg_context  L397  pr=0.0001  callers=['kosha.graph.task_context', 'kosha.core.Kosha']
    chonkie.handshakes.pinecone.PineconeHandshake.search  L201  pr=0.0000  callers=['chonkie.chunker.slumber.SlumberChunker._extract_index_from_text', 'chonkie.handshakes.elastic.ElasticHandshake.search']

`pagerank` = blast radius — higher means more things depend on it, touch
carefully.

## 3 — Understand a node

*Who calls this? What does it call? What are its peers?*

``` python
info = k.ni('fastcore.basics.merge')
print('pagerank:', info.get('pagerank', 0))
print('callers: ', list(info.get('callers', []))[:5])
print('callees: ', list(info.get('callees', []))[:5])
print('co_dispatched:', list(info.get('co_dispatched', []))[:5])
```

    pagerank: 3e-05
    callers:  ['fastcore.script.call_parse._f', 'fastcore.script.call_parse._f', 'fastcore.script.call_parse._f', 'fastcore.script.call_parse._f', 'fastcore.script.call_parse._f']
    callees:  ['fastcore.basics.NS.__iter__', 'fastcore.nbio.Notebook.__iter__', 'fastcore.xtras.SaveReturn.__iter__', 'fastcore.xml.FT.__iter__', 'fastcore.docscrape.NumpyDocString.__iter__']
    co_dispatched: []

`co_dispatched` lists sibling functions registered together (route
groups, handler tables, plugin lists) — the pattern to follow when
adding a new one.

## 4 — Find where to add new code

``` python
pts = k.where_to_add('add dynamic ast parsing for patched functions', limit=3)
for p in pts:
    co = ', '.join(p['co_dispatched'][:3])
    print(f"{p['path']}:{p['insert_after']}  ({p['node']})")
    if co: print(f'  peers: {co}')
```

    /Users/71293/code/personal/orgs/kosha/kosha/graph.py:130  (kosha.graph._patch_edges)

## Triage — scan many results quickly

`compact=True` strips full code bodies and returns slim dicts for fast
scanning.

``` python
hits = k.context('database search filter package:litesearch', limit=10,repo=False, compact=True)
for r in hits:
    sig = r.get('sig', '')
    doc = (r.get('docstring') or '')[:60]
    print(f"{r['mod_name']}  L{r.get('lineno','?')}")  
    if sig: print(f'  {sig}')
    if doc: print(f'  # {doc}')
```

    litesearch.core.search  L94
      def search(self: Database,  # database connection
      # Search the litesearch store with fts and vector search combi
    litesearch.core.vec_search  L42
      def vec_search(self: Table,
    litesearch.core.vec_search  L42
      def vec_search(self: Table,
      # Vector similarity search on any table with an embedding colu
    litesearch.core.database  L75
      def database(pth_or_uri:str=':memory:',     # the database name or URL
    litesearch.core.database  L75
      def database(pth_or_uri:str=':memory:',     # the database name or URL
      # Set up a database connection and load usearch extensions.
    litesearch.cli.main  L21
      def main():
    litesearch.data.pre  L250
      def pre(q:str,          # query to be passed for fts search
      # Preprocess the query for fts search.
    litesearch.core.search  L94
      def search(self: Database,  # database connection
    litesearch.data.pre  L240
      def pre(q:str,          # query to be passed for fts search
    litesearch.data.clean  L218
      def clean(q:str  # query to be passed for fts search

## Public API surface

``` python
api = k.public_api('fastcore', limit=12)
for e in api:
    name = e.get('mod_name', '')
    doc = (e.get('docstring') or '')[:55]
    print(f"{name}" + (f'  # {doc}' if doc else ''))
```

    fastcore.foundation.cycle
    fastcore.foundation.product
    fastcore.foundation.flatmap
    fastcore.foundation.unique
    fastcore.foundation.val2idx
    fastcore.foundation.range
    fastcore.foundation.enumerate
    fastcore.foundation.renumerate
    fastcore.foundation.split
    fastcore.foundation.splitlines
    fastcore.foundation.map
    fastcore.foundation.groupby

## Graph navigation — paths and dependency layers

*Trace how nodes connect, find shortest call paths, and walk dependency
layers.*

``` python
from fastcore.all import L
```

``` python
k.graphdb.t.graph_edges(where='callee like "%litesearch%"')
```

    [{'id': 153331,
      'caller': 'litesearch.core.Database',
      'callee': 'litesearch.core.query',
      'kind': 'patch',
      'confidence': 0.9},
     {'id': 153332,
      'caller': 'litesearch.core.Database',
      'callee': 'litesearch.core.get_store',
      'kind': 'patch',
      'confidence': 0.9},
     {'id': 153333,
      'caller': 'litesearch.core.Table',
      'callee': 'litesearch.core.vec_search',
      'kind': 'patch',
      'confidence': 0.9},
     {'id': 153334,
      'caller': 'litesearch.core.Database',
      'callee': 'litesearch.core.search',
      'kind': 'patch',
      'confidence': 0.9},
     {'id': 153335,
      'caller': 'litesearch.data.PdfDocument',
      'callee': 'litesearch.data.pdf_texts',
      'kind': 'patch',
      'confidence': 0.9},
     {'id': 153336,
      'caller': 'litesearch.data.PdfDocument',
      'callee': 'litesearch.data.pdf_links',
      'kind': 'patch',
      'confidence': 0.9},
     {'id': 153337,
      'caller': 'litesearch.data.PdfDocument',
      'callee': 'litesearch.data.pdf_images',
      'kind': 'patch',
      'confidence': 0.9},
     {'id': 153338,
      'caller': 'litesearch.data.PdfDocument',
      'callee': 'litesearch.data.pdf_markdown',
      'kind': 'patch',
      'confidence': 0.9},
     {'id': 153339,
      'caller': 'litesearch.data.PdfDocument',
      'callee': 'litesearch.data.pdf_tables',
      'kind': 'patch',
      'confidence': 0.9},
     {'id': 153340,
      'caller': 'litesearch.data.PdfDocument',
      'callee': 'litesearch.data.pdf_spans',
      'kind': 'patch',
      'confidence': 0.9},
     {'id': 153341,
      'caller': 'litesearch.data.PdfDocument',
      'callee': 'litesearch.data.pdf_chunks',
      'kind': 'patch',
      'confidence': 0.9},
     {'id': 153342,
      'caller': 'litesearch.data.pdf_chunks',
      'callee': 'litesearch.data.chunk_markdown',
      'kind': 'delegates',
      'confidence': 0.85},
     {'id': 153343,
      'caller': 'litesearch.data.file_parse',
      'callee': 'litesearch.data.pyparse',
      'kind': 'delegates',
      'confidence': 0.85},
     {'id': 153344,
      'caller': 'litesearch.data.pkg2files',
      'callee': 'litesearch.data.globtastic',
      'kind': 'delegates',
      'confidence': 0.85},
     {'id': 153345,
      'caller': 'litesearch.data.dir2files',
      'callee': 'litesearch.data.globtastic',
      'kind': 'delegates',
      'confidence': 0.85},
     {'id': 153346,
      'caller': 'litesearch.data.dir2chunks',
      'callee': 'litesearch.data.dir2files',
      'kind': 'delegates',
      'confidence': 0.85},
     {'id': 187455,
      'caller': 'litesearch.cli.install',
      'callee': 'litesearch.data.mv_skill_md',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 187457,
      'caller': 'litesearch.cli.main',
      'callee': 'litesearch.cli.CMDS',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 187458,
      'caller': 'litesearch.core._dtype_suffix',
      'callee': 'litesearch.core._dtype_suffixes',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 187466,
      'caller': 'litesearch.core.get_store',
      'callee': 'litesearch.data.kw',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 187471,
      'caller': 'litesearch.core.vec_search',
      'callee': 'litesearch.core._dtype_suffix',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 187474,
      'caller': 'litesearch.core.database',
      'callee': 'litesearch.data.kw',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 187481,
      'caller': 'litesearch.core.search',
      'callee': 'litesearch.core.rrf_merge',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 187512,
      'caller': 'litesearch.data.pdf_chunks',
      'callee': 'litesearch.data.pdf_markdown',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 187513,
      'caller': 'litesearch.data.pdf_chunks',
      'callee': 'litesearch.data.chunk_markdown',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 187517,
      'caller': 'litesearch.data.pdf_chunks.genexpr.0',
      'callee': 'litesearch.data.chunk_markdown',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 187523,
      'caller': 'litesearch.data.pyparse',
      'callee': 'litesearch.data.pyparse.is_allowed',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 187524,
      'caller': 'litesearch.data.pyparse',
      'callee': 'litesearch.data.pyparse.n2c',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 187529,
      'caller': 'litesearch.data.pyparse.n2c',
      'callee': 'litesearch.data.pyparse.meta',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 187531,
      'caller': 'litesearch.data.pyparse.is_allowed',
      'callee': 'litesearch.data.pyparse.is_p_mod',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 187532,
      'caller': 'litesearch.data.pyparse.is_allowed',
      'callee': 'litesearch.data.pyparse.is_assign',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 187533,
      'caller': 'litesearch.data.pyparse.is_allowed',
      'callee': 'litesearch.data.pyparse.is_mod',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 187535,
      'caller': 'litesearch.data.ipynb_parse.lambda.0',
      'callee': 'litesearch.data.ipynb_parse.meta_',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 187536,
      'caller': 'litesearch.data.ipynb_parse',
      'callee': 'litesearch.data.ipynb_parse.meta_',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 187540,
      'caller': 'litesearch.data.non_py_sigs.lambda.0',
      'callee': 'litesearch.data.non_py_sigs.meta_',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 187541,
      'caller': 'litesearch.data.non_py_sigs',
      'callee': 'litesearch.data.non_py_sigs.meta_',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 187547,
      'caller': 'litesearch.data.file_parse',
      'callee': 'litesearch.data.chunk_markdown',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 187548,
      'caller': 'litesearch.data.file_parse',
      'callee': 'litesearch.data.ipynb_parse',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 187551,
      'caller': 'litesearch.data.file_parse',
      'callee': 'litesearch.data.chunk_texts',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 187552,
      'caller': 'litesearch.data.file_parse',
      'callee': 'litesearch.data.pyparse',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 187553,
      'caller': 'litesearch.data.file_parse',
      'callee': 'litesearch.data.non_py_sigs',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 187555,
      'caller': 'litesearch.data.file_parse',
      'callee': 'litesearch.data.file_parse.meta_',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 187557,
      'caller': 'litesearch.data.file_parse.lambda.0',
      'callee': 'litesearch.data.file_parse.meta_',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 187558,
      'caller': 'litesearch.data.file_parse.lambda.1',
      'callee': 'litesearch.data.file_parse.meta_',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 187562,
      'caller': 'litesearch.data.pkg2files',
      'callee': 'litesearch.data.spec',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 187571,
      'caller': 'litesearch.data.pkg2chunks',
      'callee': 'litesearch.data.kw',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 187572,
      'caller': 'litesearch.data.pkg2chunks',
      'callee': 'litesearch.data.pkg2files',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 187574,
      'caller': 'litesearch.data.pkg2chunks',
      'callee': 'litesearch.data.file_parse',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 187579,
      'caller': 'litesearch.data.dir2chunks',
      'callee': 'litesearch.data.dir2files',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 187581,
      'caller': 'litesearch.data.dir2chunks',
      'callee': 'litesearch.data.file_parse',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 187586,
      'caller': 'litesearch.data.installed_packages',
      'callee': 'litesearch.data.repo_root',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 187588,
      'caller': 'litesearch.data.installed_packages',
      'callee': 'litesearch.data.spec',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 187590,
      'caller': 'litesearch.data.pre',
      'callee': 'litesearch.data.add_wc',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 187591,
      'caller': 'litesearch.data.pre',
      'callee': 'litesearch.data.kw',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 187592,
      'caller': 'litesearch.data.pre',
      'callee': 'litesearch.data.mk_wider',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 187593,
      'caller': 'litesearch.data.pre',
      'callee': 'litesearch.data.clean',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 187596,
      'caller': 'litesearch.data.images_to_pdf',
      'callee': 'litesearch.data.png_det',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 187597,
      'caller': 'litesearch.data.images_to_pdf',
      'callee': 'litesearch.data.img2png',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 187598,
      'caller': 'litesearch.data.images_to_pdf.listcomp.0',
      'callee': 'litesearch.data.img2png',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 187599,
      'caller': 'litesearch.data.images_to_pdf.listcomp.0',
      'callee': 'litesearch.data.png_det',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 187600,
      'caller': 'litesearch.data.mv_skill_md',
      'callee': 'litesearch.data.repo_root',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 187606,
      'caller': 'litesearch.utils.FastEncode.__init__',
      'callee': 'litesearch.utils.download_model',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 187607,
      'caller': 'litesearch.utils.FastEncode.__init__',
      'callee': 'litesearch.utils.model',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 187608,
      'caller': 'litesearch.utils.FastEncode.__init__',
      'callee': 'litesearch.utils.FastEncode._load_enc',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 187614,
      'caller': 'litesearch.utils.FastEncode._load_enc',
      'callee': 'litesearch.utils.FastEncode._load_tok',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 187616,
      'caller': 'litesearch.utils.FastEncode._load_enc',
      'callee': 'litesearch.utils.FastEncode._maybe_quantize',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 187617,
      'caller': 'litesearch.utils.FastEncode._load_enc',
      'callee': 'litesearch.utils.download_model',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 187621,
      'caller': 'litesearch.utils.FastEncode._load_tok',
      'callee': 'litesearch.utils.download_model',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 187623,
      'caller': 'litesearch.utils.FastEncode._encode_batch',
      'callee': 'litesearch.utils.FastEncode._mp',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 187624,
      'caller': 'litesearch.utils.FastEncode._encode_batch',
      'callee': 'litesearch.utils.FastEncode._enc',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 187625,
      'caller': 'litesearch.utils.FastEncode._encode_batch',
      'callee': 'litesearch.utils.FastEncode._load_enc',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 187629,
      'caller': 'litesearch.utils.FastEncode.encode',
      'callee': 'litesearch.utils.FastEncode._encode_batch',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 187630,
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      'kind': 'static',
      'confidence': 1.0},
     {'id': 423387,
      'caller': 'litesearch.data.pdf_chunks.genexpr.0',
      'callee': 'litesearch.data.chunk_markdown',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423393,
      'caller': 'litesearch.data.pyparse',
      'callee': 'litesearch.data.pyparse.is_allowed',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423395,
      'caller': 'litesearch.data.pyparse',
      'callee': 'litesearch.data.pyparse.n2c',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423399,
      'caller': 'litesearch.data.pyparse.n2c',
      'callee': 'litesearch.data.pyparse.meta',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423401,
      'caller': 'litesearch.data.pyparse.is_allowed',
      'callee': 'litesearch.data.pyparse.is_p_mod',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423402,
      'caller': 'litesearch.data.pyparse.is_allowed',
      'callee': 'litesearch.data.pyparse.is_mod',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423403,
      'caller': 'litesearch.data.pyparse.is_allowed',
      'callee': 'litesearch.data.pyparse.is_assign',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423405,
      'caller': 'litesearch.data.ipynb_parse.lambda.0',
      'callee': 'litesearch.data.ipynb_parse.meta_',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423408,
      'caller': 'litesearch.data.ipynb_parse',
      'callee': 'litesearch.data.ipynb_parse.meta_',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423410,
      'caller': 'litesearch.data.non_py_sigs.lambda.0',
      'callee': 'litesearch.data.non_py_sigs.meta_',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423413,
      'caller': 'litesearch.data.non_py_sigs',
      'callee': 'litesearch.data.non_py_sigs.meta_',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423416,
      'caller': 'litesearch.data.file_parse',
      'callee': 'litesearch.data.ipynb_parse',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423417,
      'caller': 'litesearch.data.file_parse',
      'callee': 'litesearch.data.non_py_sigs',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423419,
      'caller': 'litesearch.data.file_parse',
      'callee': 'litesearch.data.pyparse',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423420,
      'caller': 'litesearch.data.file_parse',
      'callee': 'litesearch.data.chunk_texts',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423423,
      'caller': 'litesearch.data.file_parse',
      'callee': 'litesearch.data.chunk_markdown',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423424,
      'caller': 'litesearch.data.file_parse',
      'callee': 'litesearch.data.file_parse.meta_',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423427,
      'caller': 'litesearch.data.file_parse.lambda.0',
      'callee': 'litesearch.data.file_parse.meta_',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423428,
      'caller': 'litesearch.data.file_parse.lambda.1',
      'callee': 'litesearch.data.file_parse.meta_',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423430,
      'caller': 'litesearch.data.pkg2files',
      'callee': 'litesearch.data.spec',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423439,
      'caller': 'litesearch.data.pkg2chunks',
      'callee': 'litesearch.data.kw',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423440,
      'caller': 'litesearch.data.pkg2chunks',
      'callee': 'litesearch.data.file_parse',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423444,
      'caller': 'litesearch.data.pkg2chunks',
      'callee': 'litesearch.data.pkg2files',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423447,
      'caller': 'litesearch.data.dir2chunks',
      'callee': 'litesearch.data.file_parse',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423449,
      'caller': 'litesearch.data.dir2chunks',
      'callee': 'litesearch.data.dir2files',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423455,
      'caller': 'litesearch.data.installed_packages',
      'callee': 'litesearch.data.spec',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423458,
      'caller': 'litesearch.data.installed_packages',
      'callee': 'litesearch.data.repo_root',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423460,
      'caller': 'litesearch.data.pre',
      'callee': 'litesearch.data.kw',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423461,
      'caller': 'litesearch.data.pre',
      'callee': 'litesearch.data.add_wc',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423462,
      'caller': 'litesearch.data.pre',
      'callee': 'litesearch.data.clean',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423463,
      'caller': 'litesearch.data.pre',
      'callee': 'litesearch.data.mk_wider',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423466,
      'caller': 'litesearch.data.images_to_pdf',
      'callee': 'litesearch.data.png_det',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423467,
      'caller': 'litesearch.data.images_to_pdf',
      'callee': 'litesearch.data.img2png',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423468,
      'caller': 'litesearch.data.images_to_pdf.listcomp.0',
      'callee': 'litesearch.data.png_det',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423469,
      'caller': 'litesearch.data.images_to_pdf.listcomp.0',
      'callee': 'litesearch.data.img2png',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423471,
      'caller': 'litesearch.data.mv_skill_md',
      'callee': 'litesearch.data.repo_root',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423477,
      'caller': 'litesearch.utils.FastEncode.__init__',
      'callee': 'litesearch.utils.FastEncode._load_enc',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423479,
      'caller': 'litesearch.utils.FastEncode.__init__',
      'callee': 'litesearch.utils.model',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423480,
      'caller': 'litesearch.utils.FastEncode.__init__',
      'callee': 'litesearch.utils.download_model',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423484,
      'caller': 'litesearch.utils.FastEncode._load_enc',
      'callee': 'litesearch.utils.FastEncode._maybe_quantize',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423485,
      'caller': 'litesearch.utils.FastEncode._load_enc',
      'callee': 'litesearch.utils.download_model',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423488,
      'caller': 'litesearch.utils.FastEncode._load_enc',
      'callee': 'litesearch.utils.FastEncode._load_tok',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423490,
      'caller': 'litesearch.utils.FastEncode._load_tok',
      'callee': 'litesearch.utils.download_model',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423493,
      'caller': 'litesearch.utils.FastEncode._encode_batch',
      'callee': 'litesearch.utils.FastEncode._load_enc',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423494,
      'caller': 'litesearch.utils.FastEncode._encode_batch',
      'callee': 'litesearch.utils.FastEncode._enc',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423495,
      'caller': 'litesearch.utils.FastEncode._encode_batch',
      'callee': 'litesearch.utils.FastEncode._mp',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423497,
      'caller': 'litesearch.utils.FastEncode.encode',
      'callee': 'litesearch.utils.FastEncode._load_enc',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423499,
      'caller': 'litesearch.utils.FastEncode.encode',
      'callee': 'litesearch.data.kw',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423501,
      'caller': 'litesearch.utils.FastEncode.encode',
      'callee': 'litesearch.utils.FastEncode._encode_batch',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423502,
      'caller': 'litesearch.utils.FastEncode.encode.lambda.0',
      'callee': 'litesearch.utils.FastEncode._encode_batch',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423503,
      'caller': 'litesearch.utils.FastEncode.encode.lambda.0',
      'callee': 'litesearch.data.kw',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423504,
      'caller': 'litesearch.utils.FastEncode.encode_document',
      'callee': 'litesearch.data.kw',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423505,
      'caller': 'litesearch.utils.FastEncode.encode_document',
      'callee': 'litesearch.utils.FastEncode.encode',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423507,
      'caller': 'litesearch.utils.FastEncode.encode_document',
      'callee': 'litesearch.utils.FastEncode.__init__',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423508,
      'caller': 'litesearch.utils.FastEncode.encode_document.lambda.0',
      'callee': 'litesearch.utils.FastEncode.__init__',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423509,
      'caller': 'litesearch.utils.FastEncode.encode_query',
      'callee': 'litesearch.data.kw',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423510,
      'caller': 'litesearch.utils.FastEncode.encode_query',
      'callee': 'litesearch.utils.FastEncode.encode',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423512,
      'caller': 'litesearch.utils.FastEncode.encode_query',
      'callee': 'litesearch.utils.FastEncode.__init__',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423513,
      'caller': 'litesearch.utils.FastEncode.encode_query.lambda.0',
      'callee': 'litesearch.utils.FastEncode.__init__',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423515,
      'caller': 'litesearch.utils.download_model',
      'callee': 'litesearch.utils.model',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423518,
      'caller': 'litesearch.utils.FastEncodeImage.__init__',
      'callee': 'litesearch.utils.download_model',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423520,
      'caller': 'litesearch.utils.FastEncodeImage.__init__',
      'callee': 'litesearch.utils.FastEncodeImage._load_processor',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423522,
      'caller': 'litesearch.utils.FastEncodeImage.__init__',
      'callee': 'litesearch.utils.model',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423523,
      'caller': 'litesearch.utils.FastEncodeImage.__init__',
      'callee': 'litesearch.utils.FastEncodeImage._load_enc',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423526,
      'caller': 'litesearch.utils.FastEncodeImage._load_enc',
      'callee': 'litesearch.utils.download_model',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423530,
      'caller': 'litesearch.utils.FastEncodeImage._encode_batch',
      'callee': 'litesearch.utils.FastEncodeImage._load_enc',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423532,
      'caller': 'litesearch.utils.FastEncodeImage._encode_batch',
      'callee': 'litesearch.utils.FastEncodeImage._to_pil',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423533,
      'caller': 'litesearch.utils.FastEncodeImage._encode_batch',
      'callee': 'litesearch.utils.FastEncodeImage._preprocess',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423536,
      'caller': 'litesearch.utils.FastEncodeImage.embed',
      'callee': 'litesearch.data.kw',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423538,
      'caller': 'litesearch.utils.FastEncodeImage.embed',
      'callee': 'litesearch.utils.FastEncodeImage._load_enc',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423539,
      'caller': 'litesearch.utils.FastEncodeImage.embed',
      'callee': 'litesearch.utils.FastEncodeImage._encode_batch',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423540,
      'caller': 'litesearch.utils.FastEncodeImage.embed.lambda.0',
      'callee': 'litesearch.utils.FastEncodeImage._encode_batch',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423541,
      'caller': 'litesearch.utils.FastEncodeImage.embed.lambda.0',
      'callee': 'litesearch.data.kw',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423543,
      'caller': 'litesearch.utils.FastEncodeMultimodal.__init__',
      'callee': 'litesearch.utils.download_model',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423545,
      'caller': 'litesearch.utils.FastEncodeMultimodal.__init__',
      'callee': 'litesearch.utils.FastEncode',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423547,
      'caller': 'litesearch.utils.FastEncodeMultimodal.__init__',
      'callee': 'litesearch.utils.FastEncodeImage',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423548,
      'caller': 'litesearch.utils.FastEncodeMultimodal.__init__',
      'callee': 'litesearch.utils.FastEncodeImage.__init__',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423549,
      'caller': 'litesearch.utils.FastEncodeMultimodal.__init__',
      'callee': 'litesearch.utils.model',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423550,
      'caller': 'litesearch.utils.FastEncodeMultimodal.__init__',
      'callee': 'litesearch.utils.FastEncode.__init__',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423551,
      'caller': 'litesearch.utils.FastEncodeMultimodal.encode_text',
      'callee': 'litesearch.utils.FastEncode.encode',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423552,
      'caller': 'litesearch.utils.FastEncodeMultimodal.encode_text',
      'callee': 'litesearch.data.kw',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423553,
      'caller': 'litesearch.utils.FastEncodeMultimodal.encode_image',
      'callee': 'litesearch.utils.FastEncodeImage.embed',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423554,
      'caller': 'litesearch.utils.FastEncodeMultimodal.encode_image',
      'callee': 'litesearch.data.kw',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423555,
      'caller': 'litesearch.utils.encode_pdf_texts',
      'callee': 'litesearch.data.kw',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423556,
      'caller': 'litesearch.utils.encode_pdf_texts',
      'callee': 'litesearch.data.pdf_chunks',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423558,
      'caller': 'litesearch.utils.encode_pdf_texts',
      'callee': 'litesearch.utils.FastEncode.encode_document',
      'kind': 'static',
      'confidence': 1.0},
     {'id': 423559,
      'caller': 'litesearch.utils.encode_pdf_images',
      'callee': 'litesearch.utils.FastEncodeImage.embed',
      'kind': 'static',
      'confidence': 1.0}]

``` python
L(k.ni('kosha.core.env_context')['callees']).filter(lambda x: 'search' in x)
```

    ['litesearch.core.search']

``` python
# Shortest call chain between two graph nodes
k.short_path('kosha.core.env_context', 'litesearch.core.search')
```

    ['kosha.core.env_context', 'litesearch.core.search']

``` python
# Public-API → public-API call paths between two packages
paths = k.api_call_paths('kosha', 'litesearch', k=10)
for tgt, path in sorted(paths.items(), key=lambda x: len(x[1]))[:3]:
    print(f'{tgt}: {len(path)} hops')
    print('  ', ' → '.join(path))
```

``` python
# BFS dependency layers from a seed package, ordered by coupling strength
k.dep_stack(seeds=['kosha'], depth=2)
```

    [['kosha']]

``` python
# Top-k nodes by PageRank in a package
k.graph.ranked(k=5, module='fastcore')
```

    [{'node': 'fastcore.imports.NoneType', 'pagerank': 0.00069}, {'node': 'fastcore.utils.*', 'pagerank': 0.00041}, {'node': 'fastcore.xdg.*', 'pagerank': 0.00038}, {'node': 'fastcore.nbio.*', 'pagerank': 0.00038}, {'node': 'fastcore.basics.patch', 'pagerank': 0.0003}]

## Daemon mode — warm kernel for sessions

The first kosha call in a process pays a 3–5s embedder cold-start.
`kosha daemon` keeps a warm process running and routes JSON requests
over stdin/stdout, so subsequent calls are immediate.

``` bash
kosha daemon &     # start once per session
```

Then send newline-delimited JSON requests:

    → {"cmd":"context","args":{"q":"embed a query","limit":10}}
    ← {"ok":true,"result":[…]}

    → {"cmd":"short_path","args":{"src":"kosha.core.Kosha.sync","tgt":"litesearch.core.search"}}
    ← {"ok":true,"result":[…]}

Available commands: `sync`, `status`, `context`, `repo_context`,
`env_context`, `ni`, `neighbors`, `short_path`, `top_nodes`,
`public_api`, `api_call_paths`, `dep_stack`, `where_to_add`.

## Live watch mode

Re-index the repo incrementally on every file change (blocking — Ctrl-C
to stop):

``` bash
kosha watch
```

or programmatically:

``` python
k.watch_repo()
```

## CLI

Shell access to everything. Markdown by default; `--as_json` pipes into
`jq`.

``` bash
kosha install                         # install SKILL.md to .agents/ and .claude/
kosha sync  # index repo + env + call graph
kosha status # check index freshness
kosha context "embed a query" --as_json | jq '.[].metadata.mod_name'
kosha ni "fastcore.basics.merge" # node info
kosha where-to-add "new route handler"
kosha public-api fastcore
kosha api-paths kosha litesearch
kosha daemon # persistent kernel — warm for all session calls
```

## Harness install

``` python
Kosha(install_skill=True)   # installs to .agents/ and .claude/
```

Commit `.agents/skills/kosha/SKILL.md` so every contributor picks up the
skill automatically.

## pyskills

kosha registers as a [pyskill](https://github.com/AnswerDotAI/pyskills)
(`kosha.skill`) for Python-native LLM hosts.
