sqry - Semantic Code Search

io.github.verivusOSS-releasesPublished by GitHub account verivusOSS-releasesv4.8.16Updated Oct 24, 2026

AST-based semantic code search: 33 tools, 35 languages, call tracing, impact analysis

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Overview

AI-generated overview

Local semantic code search server that indexes source code into AST-backed symbol and relationship graphs, letting an assistant query structure, call graphs and

What you can do
Search and list symbols by kind, language, visibility, name, return type and references, with structured filters and definition-only predicates. Trace call graphs: callers, callees, imports, exports, call paths, cycles, unused symbols, duplicates, impact analysis, semantic diff and focused subgraphs. Run declarative rule packs and structural shape matching over the graph. Analyze cross-language FFI edges, Go context propagation and Rust macro boundaries. Generate a one-shot repository overview and export graphs as Mermaid, Graphviz DOT or D2. Serve its own reference docs and manifest as MCP resources.
When to use it
Useful when an assistant needs structural answers about a codebase that plain text search cannot give reliably, such as who calls a function, what a change would impact, or how an unfamiliar repository is organized. Best for local repositories the user is willing to index first.
Requirements
Runs as a local process on the user's machine (desktop only), distributed as a container image and installed via shell or PowerShell installer, Homebrew, or a Rust build. The target repository must be indexed first, which writes artifacts under a .sqry directory. Building from source needs Rust 1.94+ and substantial disk space.
Before you install
Indexing writes artifacts into the project directory, which should be added to ignore rules unless intentionally shared. Index refresh commands perform full rebuilds, and stale indexes can return outdated results unless validation is enabled. The installers download release assets from the network; checksum verification is on by default and signature verification is optional.

Installation

In SourceWeft

  1. Open sqry - Semantic Code Search in the dashboard and add it to a workspace.
  2. Enable the server for the chats that should use its tools.

Desktop only via STDIO. STDIO servers start a local process, so they need the SourceWeft desktop host.

Other MCP clients

Follow the launch instructions in the repository.

README

sqry

[MCP Registry] [crates.io] [License: MIT]

sqry is a local semantic code search tool. It parses source code into AST-backed symbol and relationship graphs so you can ask code questions that text search cannot answer reliably.

Everything runs on your machine. Indexing and querying make no network calls, and sqry sends no telemetry.

Website: https://sqry.dev

Current Capabilities

  • 37 language plugins, 28 with full relation support and 9 with symbol extraction plus imports. By build cost, 29 are on the default fast path, json is compiled but excluded by default as high-wall-clock, and 7 specialty plugins sit behind Cargo features. The sqry://meta/manifest MCP resource reports these counts for the binary you have installed.
  • Structural queries over symbol kind, language, visibility, names, return types, references, and relations.
  • Graph analysis for callers, callees, imports, exports, call paths, cycles, unused symbols, duplicates, impact, semantic diff, and focused subgraphs.
  • Edge-backed returns:<TypeName> and resolution-aware resolved_via:<kind> predicates for supported graph paths. See Call resolution predicates.
  • Cross-language FFI edges. The C, C++, C#, Elixir, Haskell, Kotlin, Lua, PHP, R, Ruby, and Rust plugins emit FfiCall edges from mechanisms such as extern "C", DllImport / P/Invoke, JNI, Ruby FFI attach_function, and R .Call / Rcpp. Query them with sqry graph cross-language or the cross_language_edges MCP tool.
  • Structural shape matching with sqry shape-match, which finds functions with similar body structure independently of their identifiers.
  • A declarative rule layer. sqry rules run executes shipped rule IDs and packs, or your own TOML rule packs, against the graph; the rules_run MCP tool exposes the same engine.
  • Go context propagation analysis (sqry context-propagation) for call sites that drop context.Context.
  • Rust macro-boundary analysis: sqry cache expand builds a macro expansion cache, --expand-cache materializes macro-generated symbols as searchable nodes, and --cfg marks #[cfg]-gated symbols active or inactive. Both index-path options are execution-free and recorded in the index manifest, and every rebuild that persists reuses the record until --no-macro-options (or reset_macro_options) clears it: sqry index --force, sqry update, sqry watch, the sqry query auto-index and --auto-rebuild, the daemon (sqry daemon rebuild, its file-watcher rebuilds, and its MCP rebuild_index), the LSP (sqry.index, its auto-index and self-heal), and the standalone MCP (rebuild_index and its auto-index). Over an existing index they need --force. A relative --expand-cache resolves against your working directory; the MCP expand_cache field resolves against the directory its path argument names (that directory, or a file's parent directory), and daemon/rebuild against the workspace it rebuilds. The directory must exist, and one whose canonical path is not valid UTF-8 is refused, because the manifest records it as JSON text. --cfg refuses an empty or blank value, and one with leading or trailing whitespace.
  • Visualization and export as Mermaid, Graphviz DOT, or D2 (sqry visualize, sqry export).
  • An interactive shell (sqry shell) and batch runner (sqry batch) that keep the session cache warm across many queries.
  • Index refresh with sqry update and sqry watch, each a full rebuild that reuses the plugin selection and macro options the index records (no command re-indexes only the changed files).
  • Workspace-aware indexing through .sqry-workspace registries and VS Code .code-workspace sqry.workspace blocks.
  • Daemon-backed shared graph loading through sqryd for editor, MCP, and repeated-agent workflows.
  • One-shot repository orientation with sqry overview (and the matching generate_overview MCP tool for agents): a single report of the load-bearing hubs, path/package subsystems, complexity hotspots, potential issues, and ready-to-run follow-up queries.
  • MCP integration for AI assistants. Standalone sqry-mcp currently exposes 39 tools; daemon-hosted MCP exposes a 17-tool subset. Use tools/list, sqry-mcp --list-tools, or sqry://meta/manifest as the authoritative catalog.
  • LSP and VS Code extension support for editor workflows.

When To Use sqry

Use sqry when you need structural answers:

bash
sqry index .sqry overview            # orient in an unfamiliar repo, then run the queries it suggestssqry query "kind:function AND visibility:public AND lang:rust"sqry query "returns:Result"sqry graph direct-callers authenticatesqry graph trace-path main handle_requestsqry visualize "callers:authenticate" --format mermaid

Use ripgrep for simple text search, ast-grep for syntax rewrite patterns, language linters for policy enforcement, and an IDE language server for full editor semantics. sqry stays focused on local semantic code search.

Install

Linux And macOS

bash
curl -fsSL https://raw.githubusercontent.com/verivus-oss/sqry/main/scripts/install.sh | bash -s -- --component all

The shell installer downloads release assets, verifies SHA256 checksums by default, and installs:

  • sqry
  • sqry-mcp
  • sqry-lsp
  • sqryd

Supported release platforms are Linux x86_64/arm64 (glibc and musl builds), macOS x86_64/arm64, and Windows x86_64.

Useful options:

bash
curl -fsSL https://raw.githubusercontent.com/verivus-oss/sqry/main/scripts/install.sh | \  bash -s -- --component all --version vX.Y.Z --verify-signatures

--verify-signatures requires gh or Cosign. It verifies the current release-artifacts.attestation.json GitHub artifact attestation from release-distribute.yml; older releases can still fall back to legacy per-asset Cosign bundles. SHA256 verification remains the default integrity check.

Windows

powershell
Invoke-WebRequest https://raw.githubusercontent.com/verivus-oss/sqry/main/scripts/install.ps1 -OutFile install.ps1Get-Content .\install.ps1.\install.ps1 -Component all -VerifySignatures

The PowerShell installer downloads the Windows x86_64 release ZIP, verifies checksums by default, and installs sqry.exe, sqry-mcp.exe, sqry-lsp.exe, and sqryd.exe into the user install directory.

Use a pinned release when reproducibility matters:

powershell
.\install.ps1 -Component all -Version vX.Y.Z -VerifySignatures

Homebrew

Homebrew is the package-manager surface currently backed by the public release manifest.

bash
brew tap verivus-oss/sqrybrew install sqry

The formula installs sqry, sqry-mcp, sqry-lsp, and sqryd for Linux x86_64/arm64 and macOS x86_64/arm64.

Scoop, Winget, AUR, Nix, and Snap are not advertised as public release assets until their release-control surfaces are complete and validated.

Build From Source

bash
git clone https://github.com/verivus-oss/sqry.gitcd sqrycargo install --path sqry-clicargo install --path sqry-mcpcargo install --path sqry-lspcargo install --path sqry-daemon

Requirements:

  • Rust 1.94+ with Edition 2024.
  • The repository pins toolchain 1.94.1 in rust-toolchain.toml.
  • A full workspace build compiles the bundled tree-sitter grammars and language plugins and can require substantial disk space.

Agent Setup

Two steps connect the installed binaries to a coding agent. Run them in this order: MCP gives the agent the tools, the skills tell it when to reach for them.

1. Wire The MCP Server

bash
sqry mcp setup --tool claude --scope globalsqry mcp setup --tool codex --scope globalsqry mcp setup --tool gemini --scope globalsqry mcp status

Pass --scope global unless you specifically want a per-project entry. See MCP And Editors for what the scopes do and how to preview a change before it is written.

Once an agent is connected, sqry-mcp serves its own reference material as MCP resources (sqry://docs/tool-guide, sqry://docs/query-syntax, sqry://docs/patterns, sqry://docs/architecture, sqry://docs/capability-map, sqry://meta/manifest). Those ship inside the binary and version with it, so the tool reference an agent reads cannot drift from the tools it can actually call.

2. Add The Agent Skills

The skills are what teach an agent to reach for sqry mid-task instead of falling back to text search. That routing judgement is the part no amount of tool documentation supplies, which is why it is a separate artifact from the MCP resources above.

They live in verivus-oss/sqry-skills, which publishes eight: sqry-semantic-search, the core routing skill, plus one each for Claude Code, Codex, Gemini CLI, Grok, OpenCode, Antigravity, and Mistral Vibe.

That repository root is also a Claude-compatible plugin, registering the skills, sqry-mcp, and sqry-lsp together. Clone it into the plugin directory your agent reads, or point the agent at a checkout:

bash
git clone --depth 1 https://github.com/verivus-oss/sqry-skills ~/.grok/plugins/sqry# or, without installing:  claude --plugin-dir /path/to/sqry-skills

For the skills on their own, without the plugin wiring:

bash
npx skills add https://github.com/verivus-oss/sqry-skills

Per-agent paths and a doctor.sh health check are documented in that repository's README. Neither the shell installer nor the Homebrew formula stages the skills today, so this step is manual.

First Index

bash
# Build the default fast-path index.sqry index .
# Check status without rebuilding.sqry index --status --json .
# Force a rebuild after upgrading across graph-format or semantics changes.sqry index --force .

Index artifacts live under .sqry/. Add .sqry/ and legacy .sqry-index artifacts to your project ignore rules unless you intentionally share them.

Index Validation

bash
sqry search main . --validate fail --auto-rebuildsqry index --status --metrics-format prometheus .

--validate takes off, warn (default), or fail. Under fail a stale index aborts with exit code 2 instead of returning results computed from it, which is what makes it usable as a CI gate. --auto-rebuild makes fail rebuild a stale index once and then run on it; under warn and off it does nothing. The command's own arguments (the pattern, the query in every form, --var, the fuzzy algorithm) are checked before that rebuild, so an argument the command refuses leaves the index as it was. The one threshold is --threshold-orphaned-files RATIO (0.0 to 1.0, default 0.20): validation trips when more than that share of the indexed files no longer exists on disk, so --threshold-orphaned-files 0.5 tolerates half the files going missing and 0 tolerates none.

Note the limit: these are global flags, but validation runs only for the sqry search and sqry query subcommands (not the sqry <pattern> shorthand, and not a revision query, which reads a revision the daemon holds). Passing them to sqry index when an index already exists does not trigger a validation pass.

--metrics-format prometheus emits OpenMetrics-compatible text for scraping index status.

Plugin Selection

sqry records the plugin set that built an index so later graph-loading commands reuse the same semantics.

bash
sqry index .                         # default fast pathsqry index --include-high-cost .     # all compiled non-default pluginssqry index --exclude-high-cost .     # force the fast pathsqry index --enable-plugin json .    # opt into one pluginsqry index --disable-plugin json .   # opt out of one plugin

The registry has fast plugins, high-wall-clock plugins, and optional specialty plugins. json is high-wall-clock. Optional specialty plugins include apex, abap, servicenow-xanadu-js, servicenow-xml, terraform, puppet, and pulumi when compiled with the matching Cargo features or specialty-plugins.

See Indexing for artifact cleanup, plugin tiers, and high-cost behavior.

Query Examples

bash
# Symbol and attribute predicates.sqry query "kind:function AND name:parse_*"sqry query "kind:struct AND lang:rust"sqry query "kind:function AND returns:Result"
# Relation predicates.sqry query "callers:authenticate"sqry query "callees:handle_request"sqry query "imports:serde"
# Planner-backed query.sqry plan-query "kind:function callers:main"
# Resolution-aware call filtering where populated by graph metadata.sqry plan-query "kind:function callers:my_read resolved_via:binding_plane"

returns:<TypeName> uses graph TypeOf{Return} edges.

Call Resolution Predicates

resolved_via:<kind> filters call edges by what kind of binding produced the edge. That is a different question from how confident the resolver is: a duck_typed edge is not a low-confidence direct edge, it is a record that the call was bound by Python duck typing rather than by a syntactic reference. Knowing the mechanism lets you separate calls the compiler could have checked from calls that only resolve at runtime.

The parser accepts eight values:

ValueBinding mechanism
directSyntactic call resolved by the language plugin
type_matchIndirect call matched against compatible signatures by type
binding_planeDesignated-initializer witnesses in the binding plane
virtual_dispatchJVM virtual or abstract method dispatch
interface_dispatchGo interface dispatch
duck_typedPython duck-typed dispatch
structuralTypeScript structural dispatch
promiscuous_elidedFan-out cap exceeded, so the resolver recorded a diagnostic self-edge instead of N targets
bash
# Callers of my_read that only bind through the binding plane,# not through a plain syntactic call.sqry plan-query "kind:function callers:my_read resolved_via:binding_plane"

framework filtering is exposed as a typed MCP parameter. The planner also parses framework:<id>, but framework-route metadata is only populated where extractors have run. Treat a non-match as absent metadata, not proof that a framework is unused.

See Advanced Analysis for graph predicates, snapshot wording, impact analysis, semantic diff, and visualization.

Workspaces

Use a workspace when one logical project spans several repositories or folders.

bash
sqry workspace init .sqry workspace scan .sqry workspace status . --jsonsqry workspace clean .

Workspace configuration can come from a .sqry-workspace registry or a VS Code .code-workspace file with a sqry.workspace block. See Workspaces.

Daemon

sqryd keeps graph state warm for repeated CLI, LSP, MCP, and editor workflows.

bash
sqry daemon startsqry daemon load .sqry daemon status --jsonsqry daemon rebuild . --forcesqry daemon logs --follow

See Daemon Mode.

MCP And Editors

Configure MCP clients with:

bash
sqry mcp setup --tool claude --scope globalsqry mcp setup --tool codex --scope globalsqry mcp setup --tool gemini --scope global

--scope defaults to auto, which resolves to a per-project Claude Code entry when the working directory sits inside a repository, and errors when it does not. Pass --scope global for a machine-wide entry, or --scope project from inside the repository you want pinned. Codex and Gemini CLI only support global configuration, so the two scopes behave identically for them and workspace resolution follows the directory the tool is started from. sqry mcp setup --dry-run prints the changes without writing them, and sqry mcp status reports what is currently configured.

Standalone sqry-mcp is the full local tool surface. sqry-mcp --daemon attaches to sqryd and exposes the daemon-hosted subset. workspace_status.source_root_id is an opaque display/correlation token, not a path. See MCP Guide and the component docs in sqry-mcp/README.md.

MCP search tools keep string predicates and structured JSON parameters separate:

json
{  "name": "semantic_search",  "arguments": {    "query": "kind:function items:true",    "filters": {      "language": ["rust"],      "visibility": "public"    }  }}

Use items:true or is_definition:true in query for definition-only query predicates. When calling list_symbols, use the structured items_only parameter:

json
{  "name": "list_symbols",  "arguments": {    "kind": "function",    "language": "rust",    "items_only": true  }}

If a graph was built before the V16 definition-signal snapshot format, definition-only query predicates and list_symbols.items_only return a reindexRequired / reindex-required advisory rather than trusting stale marker data.

For the VS Code extension, see sqry-vscode/README.md and sqry-vscode/USER_GUIDE.md.

User Guides

Security And Supply Chain

  • Release artifacts carry a GitHub OIDC keyless attestation, published as the release-artifacts.attestation.json asset and verifiable with gh attestation verify or Cosign. SHA256SUMS.txt ships alongside, and both installers verify checksums by default.
  • Each release also publishes a release manifest and a release ledger asset recording the stages the build passed through.
  • Dependencies are gated in CI by cargo-vet (importing the Mozilla, Google, Bytecode Alliance, and ISRG audit sets), cargo-deny, and cargo-audit. Clippy runs as -D warnings.
  • The query planner's text parser is fuzzed nightly with cargo-fuzz. cargo-mutants runs on changed lines per PR and against a canary-crate baseline on master; it currently reports rather than blocks.
  • SBOMs (CycloneDX and SPDX) and OpenVEX documents are generated by a separate workflow.

Do not assume an artifact is present unless it appears in the asset list for the release you are installing. To report a vulnerability, see SECURITY.md.

Project Scope

sqry is an MIT-licensed open-source project focused on one product goal: local semantic code search. It is not a hosted search platform, linter, IDE replacement, or general metrics platform.

Source: README.md at commit 8f139a6

Tools

0
SourceWeft has not started this package in its sandbox yet, so its tools are not known.

Version history

1
  1. v4.8.16LatestSep 16, 2026

Score

50% of the applicable checks met

How complete this listing is, computed from the registry entry, the endpoint and public sources. Not a rating of the server and not a statement that it is safe or working today: reachability is a dated check, and no installs or reviews go into the score.

  • Reached in the last 30 days25 pts

    Keep the endpoint answering the MCP handshake; SourceWeft probes it every 30 days.

  • Auth declared10 pts

    Declare the credential headers in the registry entry, or keep the endpoint answering the probe so its auth can be classified.

  • Tools listed15 pts

    Answer tools/list without a credential, or ship a package that starts in a sandbox without one.

  • DescriptionRequired15 pts
  • Logo10 pts
  • Documentation15 pts
  • License10 pts