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dsh-semble

codeintegrity/dsh-semble

Semantic code search for DeepSeek Harness: registers two native tools, semble_search (find code by describing its behaviour, returning ranked file:line hits) and semble_find_related (neighbours of a known location), which run the Semble CLI via uvx, plus one bundled routing skill. Requires uv on PATH; the first query on a repository builds its index.

Installazione

dsh plugin --profile web add github:codeintegrity/dsh-semble

README

dsh-semble

dsh-semble

npm version

English | 简体中文

dsh-semble brings Semble — a code search engine built for agents — into each DSH session as two native tools: semble_search and semble_find_related. Since 3.0.0 there is no MCP layer: the plugin registers the tools directly into the host's tool registry, and every call spawns the Semble CLI through uvx. grep needs a string you already know; this needs a description of behaviour — "where is the retry policy applied when a request fails", "which module decides the scoring weights". That is usually the moment an agent starts guessing file names. And because only the matched snippets come back instead of whole files, one query costs a fraction of the tokens of a grep-then-read detour: upstream benchmarks measure ~99% fewer tokens than grep+read, at retrieval quality on par with code-specialized transformer retrievers.

Under the hood, Semble splits every file into code-aware chunks with tree-sitter, then retrieves against two complementary signals: static Model2Vec embeddings (the code-specialized potion-code-16M-v2 model) for semantic similarity, and BM25 for lexical matches on identifiers and API names. The two result lists are fused with Reciprocal Rank Fusion (RRF), then re-ranked by code-aware signals: a chunk that defines the queried symbol outranks one that merely mentions it, query words matching identifier stems inside a chunk earn extra weight (parse config → parseConfig / config_parser), several hits from the same file promote the file as a whole, and test files, examples and compat shims are demoted so the canonical implementation surfaces first. The embedding model is static — no transformer forward pass at query time — so indexing a typical repo takes under a second and every query lands in milliseconds, entirely on CPU with no API key, GPU or external service. Indexes are cached to disk on first use and refreshed incrementally as files change; https:// repositories are cloned on demand into the same cache.

Before first use. The plugin runs on uvx, which must be on PATH, and the first call is online: it installs semble[mcp] from PyPI and downloads the potion-code-16M-v2 model from huggingface.co. Indexing and queries run locally once that is done; if your network cannot reach huggingface.co, point HF_ENDPOINT at a mirror.

What you get

ToolHand itBack comes
semble_searcha sentence describing the code or where it livesranked file:line hits with snippets
semble_find_relatedone location you already knowits neighbours: other implementations, callers, tests

The bundle also registers one slash command, /semble, for the reporting subcommands the tools do not expose: /semble savings, /semble file-types, /semble version and /semble clear <index|savings|orphans|all>. See Commands.

A typical exchange:

You: Where does DSH decide that a plugin is "loaded"?

Agent: calls semble_search, gets a hit in the plugin inventory, opens it with read, finds isEntryLoaded comparing loader entry names against the package name, and answers from the source rather than from a guess.

Using the tools

  • repo — required. Absolute path of the repository, or an https:// git URL. A list searches several repositories at once.
  • top_k — default 5. Raise to 10–20 when the first pass misses.
  • max_snippet_lines — default 10; 0 returns locations only.
  • content — code (default), docs, config, or all.

The first query against a repository builds its index (slow, one-time); later queries reuse it. Hits are ranked by similarity. Search scores are rank-fusion values that stay small (0.0x) even for exactly-relevant code — treat them as a relative ordering, not an absolute confidence. An empty result is the real "nothing relevant here" signal.

Install

Desktop app

Settings → Plugins → Install, and paste:

dsh-semble

Pin a version with dsh-semble@3.0.0. The settings page is the only supported route for the desktop profile — the CLI refuses it because the Electron app owns that profile's node_modules and lockfile.

CLI

dsh plugin --profile web add dsh-semble

The subcommand runs pnpm add inside the profile and reconciles dsh.profile.bundles, so the bundle mounts on the next start. There is no build step, so pnpm needs no allowBuilds exemption.

From source

To track main, a fork, or an unreleased commit, install from the repository instead:

dsh plugin --profile web add github:CodeIntegrity/dsh-semble

github:owner/repo, git+https://…, https://github.com/owner/repo and .tgz URLs are accepted; these need git on PATH.

Local checkout

dsh plugin --profile web add link:/absolute/path/to/dsh-semble   # macOS / Linux
dsh plugin --profile web add link:D:\path\to\dsh-semble          # Windows

The profile then points at your working copy, so edits to cordis.patch.yml apply on the next start without reinstalling.

Prerequisites

uv must be on PATH — uvx launches Semble from PyPI:

winget install astral-sh.uv                      # Windows
brew install uv                                  # macOS
curl -LsSf https://astral.sh/uv/install.sh | sh  # macOS / Linux

First start downloads the package and the embedding model (~1–2 min, one-time, offline afterwards). Restart DSH once after installing; until then the settings row may read 待重启.

Settings

Edit the plugin's row in Settings → Plugins (the loader row's config, read by the plugin on every call):

FieldDefaultWhy change it
commanduvxpoint it at uvx.exe if only a .cmd shim is installed
args--from 'semble[mcp]' sembleappend --content all to index docs and config too
args (version)floatingsemble[mcp]==X.Y.Z pins a release
toolTimeoutMs300000the first call builds the index and downloads the model; lower it to fail faster
envemptyHF_ENDPOINT on restricted networks, SEMBLE_CACHE_LOCATION to move the index

Changing settings re-applies the plugin (re-registering the two tools); disk index caches survive.

Tuning

Semble reads its configuration from the environment of the process that runs it. For the search tools, put these in the env field of the plugin config. /semble spawns a separate process and inherits the host environment instead, so export a value in both places when a report must agree with search — SEMBLE_CACHE_LOCATION is the one that matters.

VariableDefaultEffect
SEMBLE_INDEX_WORKERS4worker processes that chunk a repository during the first index; 0 chunks in-process. Raise it on a many-core machine, lower it to stop a background search from saturating the CPU
SEMBLE_MCP_IDLE_TIMEOUT0 (never)seconds an idle repository index stays in the in-memory cache of the MCP server mode; the CLI exits per call, so the variable has no effect on it
SEMBLE_MODEL_NAMEminishlab/potion-code-16M-v2alternative Model2Vec embedding model, as a local path or a Hugging Face repository
SEMBLE_MAX_FILE_BYTES1000000files above this size are skipped; raise it for generated code worth indexing
SEMBLE_CLONE_TIMEOUT60seconds allowed for cloning an https:// repository
HF_ENDPOINThttps://huggingface.comirror used for the one-time model download

Excluding files

The indexer honours .gitignore, plus a .sembleignore at the repository root for files git keeps but search should skip: generated clients, fixtures, vendored trees. The syntax is gitignore's, negation included:

# .sembleignore
packages/client/generated/
test/fixtures/
*.min.js
!*.proto          # force-include a file .gitignore excludes

A pattern that only ever needs one repository should stay in that repository's .sembleignore; keep the plugin settings free of per-repository rules.

Several repositories

repo accepts a list, so one call can compare a service with the shared library it depends on:

{ "query": "where is the retry policy applied", "repo": ["D:\\work\\service", "D:\\work\\shared"] }

Git URLs work the same way and are cloned once into the cache. Each repository gets its own index; a list costs one first-time index build per repository.

Commands

The two tools cover retrieval only; Semble's reporting and cache-maintenance subcommands exist only in its CLI. The bundle registers /semble for them:

CommandPrints
/semble savingstokens saved by returning snippets instead of whole files, per period and per call type
/semble file-typesthe extensions Semble indexes, as JSON grouped by content type
/semble versionthe Semble release the uvx installation resolved — the quickest install check
/semble clear indexdrop the search index cache; the next search rebuilds it
/semble clear orphansremove only indexes whose source path no longer exists
/semble clear savingsreset the token-savings statistics
/semble clear allall of the above

All of them run in the host process: nothing is sent to the model, no approval prompt appears, and the output is the CLI's own (colour disabled). The same uvx --from "semble[mcp]" semble installation is used, so /semble works exactly where the search tools work.

savings reads the cache Semble wrote, so it only counts searches made against the same SEMBLE_CACHE_LOCATION. Clearing can also be done from a terminal: uvx --from "semble[mcp]" semble clear index.

clear always names its target: a bare /semble clear, or a misspelled one, only prints the usage and deletes nothing. Clearing is safe — indexes rebuild on the next search — but not free: the first search after clear index / clear all re-indexes from scratch. /semble is deliberately not a search shortcut — that is what the two tools are for. Type /semble alone for the usage line.

Platform notes

The bundle ships no OS-specific path and no region-specific endpoint, so one installation serves all three platforms. What differs is only what you type:

ConcernWindowsmacOS / Linux
Executableuvx.exe, resolved through PATHuvx
Repository pathsD:\work\repo/home/me/repo
Profile homeC:\Users\<you>\.dsh~/.dsh
Retrieved pathskeep \ separatorsPOSIX /

Bundled skill

Installation also registers one routing skill, semble-code-search. The tools do not advertise when they are worth calling, and a model that reaches for grep first never learns that the index existed.

DSH loads skills lazily:

WhenEnters the sessionCost
Before the first requestone catalog entry (name + capped description)a few hundred bytes per session
Model calls skillthe full skills/semble/SKILL.md body~2 KB, only when used
You type /semble-code-searchsame body, injected into that stepmanual

/semble-code-search loads instructions: the search itself still runs through the two native tools. The real executable command is /semble (see Commands), which runs a CLI report in the host and costs no model tokens.

The body never enters the system prompt. To keep the tools and drop the skill, delete the ctx.skills.register(...) block in lib/index.js; /semble keeps working because it is registered separately.

How it is wired

The bundle inserts one loader row: semble-anchor — this very plugin, loaded under its own package name. DSH decides "loaded" by matching loader entry names against the installed package name, so the row doubles as the plugin's entry point, and its config is read by the plugin to become the tools' launcher settings (command / args / toolTimeoutMs / env).

Semble itself is not vendored. The plugin declares how to launch it from PyPI with a floating spec, so upstream bugfixes and new CLI flags arrive on the next call; only a breaking change to the CLI surface would need an edit here.

Update

Re-run the install with a newer version, or press 更新 in settings:

dsh plugin --profile web add dsh-semble@3.0.0

Source installs re-run with the new ref, e.g. dsh plugin --profile web add github:CodeIntegrity/dsh-semble#v3.0.0.

Compatibility

The package follows semver. The public surface, which 3.x keeps stable:

  • the two native tools semble_search and semble_find_related (their behavior tracks the PyPI semble release uvx resolves — the plugin pins nothing, see How it is wired);
  • the plugin entry: the default export and the named apply from dsh-semble, receiving (ctx, config) — config is the loader row's config, coerced by the plugin; the context carries skills and optionally inject/tools/commands;
  • the /semble subcommand allow-list (savings, file-types, version) and its result shape ({ kind: 'success' | 'error', text });
  • the exports ./locale/*.json, ./icon, and ./package.json.

Not covered by the promise: row ids and launch details inside cordis.patch.yml (they are host wiring, not API), the routing skill's name and body, and everything under lib/ except the entry point — tests may import parseSembleArgs/runSemble, but downstream packages should not. The default engines requirement (node and dsh) only widens within a major version; a raised minimum is a minor bump at most, since installs resolve through the package manager.

2.x → 3.0.0: the MCP bridge is gone. The tools are renamed from mcp__semble__search / mcp__semble__find_related to semble_search / semble_find_related, and the toolCallTimeoutMs setting becomes toolTimeoutMs. The old names are no longer registered; update any script that referenced them. Restart DSH once after upgrading.

3.0.0 → 3.0.1: fixes a load failure on real hosts — the default export did not carry the inject declaration, so the loader could not see the skill dependency, the plugin row reported as failed, and no tools appeared (the 2.x anchor row had the same latent defect; the MCP row was doing the actual work, which hid it). No API changes in 3.0.1; update straight from 3.0.0.

3.0.1 → 3.0.2: /semble gains the clear subcommand (index / savings / orphans / all) so the index cache can be dropped from within a session; the target word is required, and a bare /semble clear only prints the usage.

3.0.2 → 3.0.3: docs only — the routing skill's if the tools are missing section now names the usual cause of a CLI launch failure (uv absent from the host's PATH) and the Windows uvx.cmd shim workaround, so the triage loop closes inside the skill instead of the README. No code changes.

Uninstall

Settings → Plugins → 卸载, or:

dsh plugin --profile web remove dsh-semble

Installed the 1.x source build? Remove it by its old name first: dsh plugin --profile web remove @local/semble-mcp. The package was renamed in 2.0.0, and the anchor row only matches an install whose package name is dsh-semble.

The cached index and the HuggingFace model stay on disk and are reused after a reinstall.

Troubleshooting

SymptomCauseFix
Row reads 待重启 after installthe host loaded its layer list before the installrestart DSH once
Tools work, row reads 未加载cordis.patch.yml lost the anchor rowreinstall this version or newer
semble_search / semble_find_related never appearthe plugin is not loaded (missing anchor row), or the host has no tool registryreinstall, restart DSH; type /semble version as a self-check
First search takes minutesone-time model downloadwait, or set HF_ENDPOINT
Search fails with "did not finish within …"index build + model download outran toolTimeoutMsraise toolTimeoutMs in the plugin settings, or warm the cache once with a CLI search
Search fails with "The Semble CLI could not be started"uvx is not on the host's PATHinstall uv, restart DSH; on Windows with only a .cmd shim, set command to uvx.exe
Search looks stale after a large refactorthe disk index reuses files it believes unchangeduvx --from "semble[mcp]" semble clear index, then search again
/semble answers "Could not start the Semble CLI"uvx is not on the host's PATHinstall uv, restart DSH
savings counts fewer calls than you madethe report reads the cache location, which /semble does not take from the plugin envset SEMBLE_CACHE_LOCATION in the host environment as well
ERR_PNPM_GIT_RESOLVE_FAILEDno network route to github.comuse a tarball URL or a mirror

Development

git clone https://github.com/CodeIntegrity/dsh-semble
dsh plugin --profile web add link:$(pwd)   # then edit and restart DSH

No build step: lib/ is plain ESM and cordis.patch.yml is read directly. The only runtime dependency is uv.

npm test runs the suite with Node's built-in runner. The spawn tests replace uvx with the Node binary, so they neither download Semble nor touch your cache. npm run typecheck runs tsc in checkJs mode over lib/ — the JSDoc annotations are the type contract, and nothing is compiled.

Publishing

Releases are tag-driven by .github/workflows/publish.yml:

npm version minor          # bumps package.json and creates the vX.Y.Z tag
git push origin main --follow-tags

The workflow runs the tests, refuses to continue when the tag and package.json disagree, skips a version that is already on the registry, and publishes with npm provenance. It needs one repository secret:

SecretWhat it is
NPM_TOKENan npm granular access token with read/write access to dsh-semble and 2FA bypass enabled for automation

Provenance requires a public repository; on a private one, drop --provenance from the publish step. A manual run of the workflow (workflow_dispatch) defaults to publishing the current package.json version; tick dry_run to only run npm pack --dry-run.

License

MIT

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