README
¶
Grove
Your codebase's persistent long-term memory — queryable by any AI agent.
Embedded mode (current): Grove is the shared semantic graph engine at
github.com/provasign/grove/pkg/grove. Prism embeds it and opens the on-disk index in-process. There is nogrove servedaemon, no port (7777/7778), and no.grove/.token. Tool builders can also use the Go API, CLI (grove index .,grove symbols main), or stdio MCP (grove mcp) directly.
Grep answers "does this string appear somewhere?" A language server answers "where is this symbol defined?" Grove answers the harder questions AI agents actually need:
- What does changing this function break — across the entire codebase?
- Which tests cover this method, directly or transitively?
- What is the full dependency chain from this file?
- What symbols are semantically related to this task description?
The difference is a graph. Grove indexes your source files into a persistent SQLite graph — 11 languages, 9 edge types, BFS traversal — and keeps it live with delta indexing (files whose content hash hasn't changed are never re-parsed). The graph is queryable through the embedded Go API, CLI, and MCP stdio.
Grove is infrastructure, not another setup step in the public product line. Prism embeds it to power change intelligence; tool builders can use it directly when they need the underlying graph primitives without Prism's task-shaped operations and context delivery.
Grove also exposes a conservative certification report for unified diffs. This mode is additive: consumers see no change unless they explicitly opt into the report. The report labels heuristic evidence, returns manual_review for unsupported or unmapped changes, and only returns allow when changed code maps cleanly to indexed symbols with required test evidence.
Architecture
Source files
│
▼
┌─────────────────────────────────────────────────────────┐
│ internal/parser/ │
│ Tree-sitter AST walkers (11 languages) │
│ Regex fallback for syntax-error recovery │
│ Native semantic analyzers for Go, Python, Java, │
│ Rust, C, C++, C#, PHP, JS, and TS │
│ All CGO is isolated to this package │
└────────────────────────┬────────────────────────────────┘
│ []SymbolRecord
▼
┌─────────────────────────────────────────────────────────┐
│ internal/store/ │
│ SQLite WAL │
│ Delta indexing by content SHA │
│ Stale-file pruning │
└────────────────────────┬────────────────────────────────┘
│
▼
┌─────────────────────────────────────────────────────────┐
│ internal/graph/ │
│ In-memory CodeGraph │
│ 9 edge types │
│ BFS traversal │
└──────┬─────────────────┬───────────────────────────────┘
│
├───────────────────────┐
▼ ▼
┌────────────┐ ┌────────────────────┐
│ internal/ │ │ pkg/grove │
│ mcp/ │ │ Embedded Go API │
│ 9 tools │ │ Query / impact / │
│ JSON-RPC │ │ deps / tests / ICR │
│ stdio │ │ / certify / diff │
└────────────┘ └────────────────────┘
Design Decisions
Single binary, zero runtime dependencies. SQLite is embedded via modernc.org/sqlite — a pure-Go port — which avoids a CGO linker conflict with tree-sitter. Tree-sitter itself (in internal/parser/) is the only CGO dependency.
Delta indexing by content hash. Grove hashes each file before parsing. If the stored hash matches, the file is skipped entirely. Indexing a 5000-file repo after a one-line change touches one file, not 5000.
AST-first with native enrichment. Tree-sitter produces a complete AST even for files with syntax errors, but marks broken subtrees as ERROR nodes. When root.HasError() is true, Grove runs both the AST extractor and the regex fallback, then merges the results with AST taking precedence. On top of that, language-native analyzers add type-use, inheritance, and import edges when the local toolchain is available. (Call edges are owned by the call-site resolver in internal/graph/, which narrows by inferred receiver type — text-matching call edges in the native pass exploded fan-out on overload- and same-name-heavy code, so they were retired in favor of the narrowed graph-layer resolution.) Files that are actively being edited mid-keystroke are still indexed usefully, and the graph gets richer when the repository can be resolved with native tooling.
Scoped edges prevent false positives. calls and uses-type edges are only created between symbols in the same file or in files connected by an imports edge. Without this constraint, a function named parse in one package would appear to call a parse function in an unrelated package, producing roughly 5× the false-positive edges.
Symbol ID format. Every symbol has a canonical ID: {filePath}::{qualifiedName}@{contentSHA} (SHA-1 of the file content). Qualified names include the parent — Service.Login, User.__init__ — so same-named members on different receivers or classes in one file stay distinct; any residual collision is disambiguated deterministically. The content-SHA component means that if you rename a function, the old symbol ID disappears and a new one is created — stale references in the graph don't survive a reindex.
Language Support
| Language | Extension(s) | Extraction |
|---|---|---|
| Go | .go |
AST walker + native semantic enrichment |
| TypeScript | .ts |
AST walker + native semantic enrichment |
| TSX | .tsx |
AST walker + native semantic enrichment |
| JavaScript | .js .jsx .mjs .cjs |
AST walker + native semantic enrichment |
| Python | .py |
AST walker + native semantic enrichment |
| Java | .java |
AST walker + native semantic enrichment |
| Rust | .rs |
AST walker + native semantic enrichment |
| C | .c .h |
AST walker + native semantic enrichment |
| C++ | .cc .cpp .cxx .hh .hpp |
AST walker + native semantic enrichment |
| C# | .cs |
AST walker + native semantic enrichment |
| PHP | .php .phtml |
AST walker + native semantic enrichment |
Non-code files (.md, .yaml, .json, .xml, .sh, .toml, .proto, .sql, Makefile, Dockerfile, and more) are indexed as document symbols whose content feeds the semantic and lexical search indexes. Agents can query them alongside code symbols.
Language support is not a claim that every operation has identical semantic
quality. grove doctor [dir] emits the versioned, machine-readable capability
manifest with precise, measured, structural, heuristic, and
unsupported tiers, current index status, and operation caveats. Native
analyzer availability can raise the evidence ceiling, but a timeout or missing
tool must not be interpreted as compiler-resolved coverage.
Measured Accuracy
Grove's edges are scored against typed-toolchain ground truth on pinned real-world repos, and CI fails any change that regresses below the recorded floors (see eval/README.md for methodology, oracles, and the full progression history). Calls-edge accuracy across ten languages, 2026-06-13:
| Repo (pin) | Language | Oracle | Precision | Recall | F1 |
|---|---|---|---|---|---|
| gin | Go | go/ssa + VTA callgraph | 0.93 | 0.95 | 0.94 |
| socket.io | TypeScript | TypeScript compiler API | 0.85 | 0.96 | 0.90 |
| commons-lang | Java | javac + javap bytecode | 0.69 | 0.84 | 0.76 |
| express | JavaScript (CJS) | TypeScript compiler API (checkJs) | 0.75 | 0.71 | 0.73 |
| flask | Python | dynamic (pytest runtime trace) | 0.85 | 0.61 | 0.71 |
| ripgrep | Rust | rust-analyzer SCIP index | 0.85 | 0.60 | 0.70 |
| jansson | C / C++ | scip-clang SCIP index | 0.88 | 0.56 | 0.69 |
| Newtonsoft.Json | C# | Roslyn semantic model | 0.66 | 0.70 | 0.68 |
| PHP-Parser | PHP | dynamic (xdebug runtime trace) | 0.77 | 0.54 | 0.63 |
Notes on reading these honestly:
- Oracles match each ecosystem: typed static analysis where the language has it (Go SSA/VTA, the TypeScript checker, Roslyn, rust-analyzer and scip-clang SCIP, Java bytecode), and runtime execution for the dynamically-dispatched languages (Python and PHP test-suite traces).
- A runtime oracle records edges no static tool can see (registry dispatch, dunder/magic protocols, proxies, virtual dispatch), so for Python and PHP recall against it is a conservative lower bound and precision is the lever that matters. The static-oracle languages are the inverse — precision is the lower bound where a true edge runs through an untested or dynamically dispatched path the structural graph can't pin to one target.
- Test-relatedness edges are scored against per-test runtime coverage: flask edge precision 0.74, with a truly-covering test suggested for 36% of covered functions. Blast radius (depth-2 reverse reachability on gin) scores F1 0.88.
- Every number above is a CI gate (
.github/workflows/eval.yml), including a universe-match floor that catches tree-sitter grammar drift when new language syntax ships.
Ground truths are tool-agnostic JSONL — score your own code graph against them.
Graph Edge Types
| Edge | Meaning |
|---|---|
defines |
File defines this symbol |
contains |
Class/namespace contains this member |
imports |
File imports another file |
extends |
Class extends/embeds another |
implements |
Class implements an interface |
calls |
Function calls another function (scoped) |
uses-type |
Function/field uses a type (scoped) |
tests |
Test function covers a named symbol |
overrides |
Concrete method implements an interface/abstract declaration |
Performance
Measured on real repositories (macOS, Apple Silicon, 2026-06-12), parallel parsing and native analyzers enabled:
| Repo | Files indexed | Symbols | Edges | Cold index | One-file change | No-change reindex (CLI) |
|---|---|---|---|---|---|---|
| prometheus | 1,476 | 14k | 259k | 12.2 s | — | 0.7 s |
| django | 3,792 | 39.5k | 425k | 18.5 s | — | 1.5 s |
| grafana | 18,979 | 98.5k | 1.16M | 56.6 s | 18.7 s | 9.5 s |
How to read these:
- Cold index includes tree-sitter parsing of everything, native analyzers (the TypeScript program check dominates polyglot repos), full edge construction, and persistence.
- One-file change re-parses one file, runs native analyzers only for the changed file's language (untouched languages' edges are carried forward), rebuilds the graph, and diff-syncs the edge table (only changed rows are written). The remaining cost on huge repos is the full in-memory edge rebuild — per-file incremental edge maintenance is the known next step.
- No-change reindex (CLI) is dominated by per-process graph
rehydration from SQLite — a long-lived embedded engine (Prism MCP, Fuse)
pays it once at open, after which a no-change
Index()is milliseconds and queries run against the in-memory graph (BFS depth-3 over 50k nodes ≈ 4.5 ms, ranked search ≈ 15 ms at 50k symbols). - Native analyzer timeouts default to 5 s per analyzer; very large repos
may need
GROVE_NATIVE_TIMEOUT=60sforgo list/tscto finish (skips degrade gracefully and are reported in the index diagnostics). - Incremental edge construction (v0.24.0, on by default;
GROVE_INCREMENTAL=0opts out): delta reindexes in a resident session recompute only the edges an edit can affect, with an automatic full-rebuild fallback and a byte-identical-output guarantee — a single-file edit on a kubernetes-scale monorepo (160k symbols, 6.3M edges) dropped ~95s → ~33s. Design, invariants, and verification gates: docs/INCREMENTAL_INDEXING.md.
Tool and IDE Integration
Grove is the graph backend for the toolchain. Prism and Fuse consume the embedded Go API directly. Direct AI agent integration is available through MCP stdio.
| Integration | How | Use case |
|---|---|---|
| Claude Code CLI | grove mcp . → MCP stdio |
Direct agent integration without Prism |
| Cursor, Windsurf, Zed | grove mcp . → MCP stdio |
Same |
| VS Code (Copilot Agent) | Prism extension → embedded Grove | Grove-backed context through Prism |
| Prism (all IDEs) | Embedded Go API | Token-optimized context delivery |
| Fuse (git merge) | Embedded Go API | Blast radius + conflict hints |
| Shale (planned) | Embedded Go API | Intent-to-diff conformance |
| Custom automation | pkg/grove |
In-process Go integration |
For most AI agent use cases, running Grove directly is only necessary for custom integrations. The normal path is prism init in your project — Prism embeds Grove in-process and opens the index itself; nothing is started, installed, or configured separately.
Installation
Binary install (fastest):
# macOS / Linux
curl -fsSL https://raw.githubusercontent.com/provasign/grove/main/install.sh | bash
# Windows (PowerShell)
irm https://raw.githubusercontent.com/provasign/grove/main/install.ps1 | iex
# Pin a specific version
VERSION=v0.5.0 curl -fsSL https://raw.githubusercontent.com/provasign/grove/main/install.sh | bash
Installs to ~/bin by default. Set INSTALL_DIR=/usr/local/bin to override.
Build from source:
make build # compile ./bin/grove
make install # install to $GOPATH/bin
make test # run all tests
CLI Reference
# Set up a project (creates .grove/ directory and config)
grove init [dir]
# Index or reindex (skips unchanged files via delta SHA; reuses the stored
# graph outright when nothing changed — --force re-runs analyzers anyway)
grove index [dir] [--force]
# Show persisted index status without refreshing
grove status [dir] [--refresh]
# Symbol search
grove symbols <query> [dir] [--refresh]
# Intent-based semantic query (Model2Vec embeddings + BFS graph ranking)
grove query <intent> [dir] [--refresh]
# Blast radius: what would break if this symbol changed?
grove impact <symbol> [dir] [--refresh]
# Type-resolved change-set for a method signature change: declaration +
# override/implementation family (subtype closure) + all resolved callers,
# in one deterministic call
grove change-impact 'Type.method(ParamType, ...)' [dir]
# Rename a method: the change-impact set converted into concrete edit
# lines (file, line, before/after), review-and-apply
grove rename-plan 'Type.method' NewName [dir]
# Interface evolution: every type claiming the contract that does NOT
# implement the member (missing / abstract / unverifiable buckets); under
# a default body, "missing" = inherits the default, breaks if made required
grove missing-implementations 'Type.method' [dir]
# Unreachable production functions/methods. Precision-first: unreachable
# AND non-exported AND name-unreferenced; caveats are part of the answer
grove dead-code [dir] [--roots a,b]
# Conservative structural certification for a unified diff.
# Exit codes: 0 allow, 2 manual_review, 3 block, 1 runtime error.
grove certify <diff-file-or-> [dir]
# Start MCP stdio server (primary AI agent integration)
grove mcp [dir]
Graph Diff
pkg/grove exposes the primitive behind cross-agent drift detection:
before := eng.SnapshotSymbols(ctx) // capture
// ... merge lands / files change ...
eng.Index(ctx, "") // reindex
diff := eng.DiffSince(ctx, before) // structural delta
GraphDiff reports added, removed, and changed symbols plus
BreakingChanges (exported symbols removed or with a changed signature).
Symbols are matched by stable identity — file path + qualified name + kind —
so line shifts and content-SHA churn don't register; only symbols whose
signature or body actually changed appear. Fuse can diff the graph across a
merge and intersect the result with another agent's working set to deliver
"the ground shifted under you" notifications with a minimal context patch.
Certification Mode
grove certify and pkg/grove.Engine.CertifyDiff map unified diff hunks to indexed symbols and emit a JSON report containing changed files, changed symbols, impacted symbols, related tests, unknowns, findings, and a verdict.
Verdicts are intentionally conservative:
| Verdict | Meaning |
|---|---|
allow |
Grove mapped the diff to indexed symbols and found required evidence. |
manual_review |
Grove could not prove enough structurally, for example unsupported files, ignored/sensitive paths, deleted/binary files, unmapped hunks, a stale index (file on disk no longer matches the indexed content), or missing test evidence. |
block |
Grove could not process the diff deterministically, for example malformed diff input. |
Certification mode is not a compiler or language-server resolver. Tree-sitter, astkit, and the native analyzers provide structural facts; the report still stays conservative and falls back to manual_review whenever evidence is incomplete.
HTTP API
There is no HTTP or gRPC daemon in the current embedded mode. Use pkg/grove for in-process integration, the CLI for local commands, or grove mcp for stdio MCP.
MCP Tools
Grove exposes eight tools over JSON-RPC 2.0 stdio, accessible to any MCP-capable AI agent. Every tool publishes a full JSON schema with per-parameter descriptions, so agents can discover arguments without guessing:
| Tool | Purpose |
|---|---|
grove_index |
Index or reindex a directory (force re-runs analyzers) |
grove_symbols |
Lexical symbol search, ranked by match quality |
grove_query |
Semantic search: ranked context for a free-text intent |
grove_impact |
Blast radius for a symbol or file |
grove_deps |
Dependency edges for a file |
grove_icr |
Isolated Change Region for an intent |
grove_conflicts |
Overlap check between two ICRs |
grove_certify |
Conservative certification report for a unified diff |
Start the MCP server:
grove mcp .
Storage
Grove stores everything in .grove/grove.db (SQLite, WAL mode). The database is a single file — back it up, copy it, or delete it to force a full reindex. Schema migrations are applied when the store opens.
Key SQLite settings:
- WAL mode for concurrent reads during indexing
busy_timeout = 30sto handle contention without immediate errors
Security
Grove does not expose a network listener in embedded mode. Indexing skips dependency/build/cache directories, honors .groveignore and .gitignore, and avoids common secret-bearing filenames and credential/key extensions.
Testing
make test # all packages
go test ./internal/parser/... -run TestGoExtractor # single extractor
go test ./internal/parser/... -v # verbose parser tests
Key test areas: language extractors (fixture-based), BFS traversal on known graph topologies, delta indexing, ignore/secret-safe indexing, MCP stdio framing, and FTS5 query ranking.
Regression gate — run before committing/releasing graph changes. CI runs
these on push (.github/workflows/ci.yml, .github/workflows/eval.yml):
make test/go test ./...— unit suite; must be green.- Edge-accuracy eval vs the Go SSA/VTA oracle: build
./cmd/grove-eval, thentruth+scoreagainsteval/baseline.json(see.github/workflows/eval.yml).calls-edge resolution must not regress below the committed baseline — that is the accuracy number the whole toolchain depends on. Do not tag a release with either red.
Directories
¶
| Path | Synopsis |
|---|---|
|
cmd
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grove
command
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internal
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parser
Package parser bridges Grove's storage-aware projection to the shared astkit tree-sitter extraction layer.
|
Package parser bridges Grove's storage-aware projection to the shared astkit tree-sitter extraction layer. |
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pkg
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grove
Package grove is the public, in-process Go API for the Grove code knowledge graph.
|
Package grove is the public, in-process Go API for the Grove code knowledge graph. |