kosha

kosha (कोश) — a treasury of your repo and environment context for humans and coding agents. FTS5 + vector search + call graph, no LLMs required.

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.

uv add --dev kosha

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

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).

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removed 55 outdated chunks from code store.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>]

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.

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:

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:

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.

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?

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

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.

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

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.

from fastcore.all import L

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,
  'caller': 'litesearch.utils.FastEncode.encode',
  'callee': 'litesearch.utils.FastEncode._load_enc',
  'kind': 'static',
  'confidence': 1.0},
 {'id': 187631,
  'caller': 'litesearch.utils.FastEncode.encode',
  'callee': 'litesearch.data.kw',
  'kind': 'static',
  'confidence': 1.0},
 {'id': 187632,
  'caller': 'litesearch.utils.FastEncode.encode.lambda.0',
  'callee': 'litesearch.utils.FastEncode._encode_batch',
  'kind': 'static',
  'confidence': 1.0},
 {'id': 187633,
  'caller': 'litesearch.utils.FastEncode.encode.lambda.0',
  'callee': 'litesearch.data.kw',
  'kind': 'static',
  'confidence': 1.0},
 {'id': 187634,
  'caller': 'litesearch.utils.FastEncode.encode_document',
  'callee': 'litesearch.utils.FastEncode.encode',
  'kind': 'static',
  'confidence': 1.0},
 {'id': 187635,
  'caller': 'litesearch.utils.FastEncode.encode_document',
  'callee': 'litesearch.utils.FastEncode.__init__',
  'kind': 'static',
  'confidence': 1.0},
 {'id': 187636,
  'caller': 'litesearch.utils.FastEncode.encode_document',
  'callee': 'litesearch.data.kw',
  'kind': 'static',
  'confidence': 1.0},
 {'id': 187638,
  'caller': 'litesearch.utils.FastEncode.encode_document.lambda.0',
  'callee': 'litesearch.utils.FastEncode.__init__',
  'kind': 'static',
  'confidence': 1.0},
 {'id': 187639,
  'caller': 'litesearch.utils.FastEncode.encode_query',
  'callee': 'litesearch.utils.FastEncode.encode',
  'kind': 'static',
  'confidence': 1.0},
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  '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}]

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

['litesearch.core.search']

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

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

# 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))

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

[['kosha']]

# 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.

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):

kosha watch

or programmatically:

k.watch_repo()

CLI

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

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

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 (kosha.skill) for Python-native LLM hosts.