About Pathfinder
Pathfinder is an MCP (Model Context Protocol) server written in Rust that gives AI coding agents the same code intelligence a human developer gets from an IDE — but without a GUI.
Instead of treating source code as flat text, Pathfinder understands your code structurally through Tree-sitter AST parsing and semantically through Language Server Protocol (LSP) integration. This means AI agents can navigate, search, and explore code at the symbol level — functions, classes, methods — rather than fragile line-by-line string matching.
Why Pathfinder?
Traditional AI coding workflows suffer from:
- Blind navigation — agents read entire files to find one symbol, wasting context.
- No semantic understanding — flat text search returns hits in comments, strings, and dead code equally.
- Fragile path construction — agents guess file structures instead of discovering them.
Pathfinder solves these problems by providing:
- 🌳 AST-Aware Navigation — jump to symbols using semantic paths (e.g.,
src/auth.ts::AuthService.login). - 🔍 Semantic Search — filter search results by AST context (code-only, comments-only, or all) powered by ripgrep + Tree-sitter.
- 📡 LSP-Powered Discovery — go-to-definition, call hierarchy (incoming/outgoing), and real-time indexing status.
- 🗺️ Structural Mapping — a token-budgeted repository skeleton that surfaces every symbol and its semantic path.
- 🛡️ Sandbox Security — a 3-tier file access model prevents path traversal attacks and unauthorized file access.
- 📊 Built-in Observability — per-engine telemetry (
ripgrep_ms,tree_sitter_parse_ms,lsp_ms) and optional--lsp-tracefor raw JSON-RPC debugging.
Key Features
- 🛠️ 7 MCP Tools — covering code exploration, semantic search, file reading, symbol inspection, navigation, impact tracing, and LSP health.
- 🌐 8 Languages — native Tree-sitter support for Go, Java, TypeScript, TSX, JavaScript, Python, Rust, and Vue SFCs.
- 🏗️ 5 Rust Crates — modular workspace architecture for clean separation of concerns.
- ⚡ Zero Configuration — auto-detects languages and LSP servers in your workspace.
Getting Started
Prerequisites
- Rust toolchain (1.75+ recommended) — Install via rustup
- An MCP-compatible AI client — such as Antigravity, Claude Desktop, Cursor, or any tool supporting MCP stdio transport.
- (Optional) Language servers — for LSP navigation support (e.g.,
goplsfor Go,typescript-language-serverfor TS/JS,rust-analyzerfor Rust,pyrightfor Python).
Installation
Choose one of the following methods:
Homebrew (macOS & Linux):
cargo install from crates.io:
Build from source:
# The binary will be at target/release/pathfinder-mcp
Verify the installation:
Configuration
MCP Client Configuration
Add Pathfinder to your MCP client's server configuration. The exact format depends on your client.
Example (JSON config for most MCP clients):
With LSP trace enabled (for debugging):
CLI Usage
pathfinder-mcp [OPTIONS] <WORKSPACE_PATH>
Arguments:
<WORKSPACE_PATH> Path to the workspace root directory
Options:
--lsp-trace Enable raw LSP JSON-RPC tracing to stderr (DEBUG level)
-h, --help Print help
-V, --version Print version
Pathfinder communicates over stdio using the MCP protocol. Logs are emitted as structured JSON to stderr (since stdout is reserved for MCP transport).
Agent Directives
Pathfinder ships with a set of agent directives — pre-written rules and skills that teach your AI agent how to use Pathfinder tools correctly, reliably, and efficiently. Without these, the agent falls back to generic file-reading behaviour and misses most of Pathfinder's value.
Why this matters: An AI agent that doesn't know about semantic paths or the difference between
readfor a source file vs a config file will make avoidable mistakes — calling the wrong tool, constructing malformed paths, or wasting context reading entire files for single symbols. The directives encode all of this knowledge directly into the agent's system context.
What's Included
The directives live in docs/agent_directives/ and mirror the rules and skills used during Pathfinder's own development:
docs/agent_directives/
├── AGENTS.md # Always-on routing rule: which Pathfinder tool to use for each action
├── instructions.md # MCP server instructions: semantic path format, tool selection guide
└── skills/
└── pathfinder/
└── SKILL.md # On-demand skill: concrete navigation workflows and error recovery
AGENTS.md — an always-on rule injected into every agent turn. It tells the agent:
- To prefer Pathfinder's semantic tools over built-in text tools whenever possible
- How to form correct semantic paths (e.g.,
src/auth.ts::AuthService.login) - Which tool to reach for each action (reading, searching, navigating)
- When to fall back gracefully if Pathfinder is unavailable
skills/pathfinder/SKILL.md — a detailed on-demand skill the agent activates when it needs deeper guidance. It covers:
- Step-by-step workflows for exploring, auditing, and debugging codebases
- Efficient search with
mode(text/regex/symbol),filter_mode,exclude_glob,known_files, andgroup_by_file - Error recovery patterns for
SYMBOL_NOT_FOUND, LSP degradation, and timeout scenarios
Setup by Client
Antigravity
Copy the directives into your project's .agents/ directory. Antigravity auto-discovers all rules and skills placed there:
# From your project root (not the Pathfinder repo)
Optionally, copy the MCP server instructions for lightweight tool context on every session:
The routing rule runs on every agent turn automatically (trigger: always_on). The workflow skill is activated on demand when the agent needs detailed guidance. The instructions.md is loaded by Antigravity alongside the tool schemas for lightweight per-session context.
Claude Desktop / Cursor / Other MCP Clients
For clients that support system prompt injection or custom instructions, paste the content of AGENTS.md into your system prompt or custom instructions field. Then reference skills/pathfinder/SKILL.md as additional context or attach it as a project document.
For clients that support agent rule files (e.g., .cursorrules, .clinerules), you can drop the AGENTS.md content directly into those files.
General Approach
For any MCP-compatible client, the minimum effective setup is to inject the AGENTS.md routing rule into the agent's persistent context. This single file prevents the most common mistakes. The workflow skill is optional but significantly improves the quality of complex multi-step tasks.
Tools
Pathfinder exposes 7 tools. Every tool operates within the workspace sandbox and returns structured JSON responses.
🗺️ Exploration & Search
| Tool | Description |
|---|---|
explore |
Get the structural skeleton of the project — directory tree, file listing, or full AST symbol hierarchy. Three detail levels: structure (dirs + package files), files (dirs + all filenames), symbols (default — full AST hierarchy). Token-budgeted with configurable depth and max_tokens. Supports changed_since, include_extensions, and exclude_extensions for focused exploration. |
search |
Search for text patterns, regex, or resolve symbol names across the codebase. Three modes: text (default — literal search), regex (pattern search), symbol (resolve bare name to semantic paths). AST-aware filtering (code-only by default). Token-efficiency parameters: known_files, exclude_glob, path_glob. |
📖 Reading & Inspection
| Tool | Description |
|---|---|
read |
Read file contents — single file or batch (max 10). Auto-detects source vs config files. Source files (.rs, .ts, .go, .py, .vue, .js, .java) get AST-parsed content with detail levels (source_only, compact, symbols, full). Config files get raw content. Supports start_line/end_line for line ranges. |
inspect |
Extract a symbol's source code by semantic path, optionally with its dependency graph. Default: source only (fast, Tree-sitter). With include_dependencies=true: also fetches callee signatures (LSP-powered). |
🧭 Navigation & Tracing
| Tool | Description |
|---|---|
locate |
Jump to a symbol's definition, or resolve a file+line to its semantic path. Two auto-detected modes: provide semantic_path for definition lookup, or file+line for semantic path resolution. LSP-powered with ripgrep fallback. |
trace |
Trace a symbol's relationships — callers/callees, all references, or full overview. Three scopes: callers (default — call hierarchy), references (all usages including imports, type annotations), overview (combined source + callers + callees + references). Essential for understanding blast radius before refactoring. |
🔧 Utility
| Tool | Description |
|---|---|
health |
Check per-language LSP readiness — including navigation_ready, indexing_status, supports_call_hierarchy, and degraded_tools. Use to diagnose why navigation tools returned degraded results. Supports action="restart" to force-restart a stuck LSP. |
Architecture
Pathfinder is structured as a Rust workspace with 5 crates, each with a clear responsibility:
pathfinder/
├── crates/
│ ├── pathfinder/ # MCP server, CLI, tool routing
│ │ └── src/
│ │ ├── main.rs # CLI entry point (clap)
│ │ ├── server.rs # MCP tool router (7 consolidated tools)
│ │ └── server/
│ │ ├── types.rs # Parameter & response types
│ │ ├── helpers.rs # Shared utilities
│ │ └── tools/ # One module per tool category
│ │ ├── search.rs # search tool handler
│ │ ├── repo_map.rs # explore tool handler
│ │ ├── source_file.rs # read tool handler (single file)
│ │ ├── read_files.rs # read tool handler (batch)
│ │ ├── find_symbol.rs # search(mode=symbol) handler
│ │ ├── file_ops.rs # file I/O utilities
│ │ ├── symbols.rs # symbol extraction
│ │ ├── semantic_path.rs # locate(file+line) handler
│ │ └── navigation/ # LSP-backed navigation
│ │ ├── definition.rs # locate tool handler
│ │ ├── impact.rs # trace(scope=callers) handler
│ │ ├── references.rs # trace(scope=references) handler
│ │ ├── overview.rs # trace(scope=overview) handler
│ │ ├── deep_context.rs # inspect(include_dependencies) handler
│ │ └── health.rs # health tool handler
│ │
│ ├── pathfinder-common/ # Shared types, errors, config, sandbox
│ ├── pathfinder-treesitter/ # The Surgeon — AST parsing & symbol extraction
│ ├── pathfinder-search/ # The Scout — ripgrep-powered code search
│ └── pathfinder-lsp/ # The Lawyer — LSP client & lifecycle management
│
├── docs/
│ ├── agent_directives/ # AI agent rules and skills
│ ├── requirements/ # PRD and specifications
│ ├── research_logs/ # Design decisions and research
│ └── audits/ # Code audit findings
│
├── Cargo.toml # Workspace manifest
├── LICENSE # MIT License
└── README.md
The Three Engines
Pathfinder internally delegates work to three specialized engines, each abstracted behind a trait for testability:
| Engine | Crate | Trait | Responsibility |
|---|---|---|---|
| The Surgeon | pathfinder-treesitter |
Surgeon |
AST parsing, symbol extraction, semantic path resolution, repo map generation |
| The Scout | pathfinder-search |
Scout |
Ripgrep-powered full-text search with Tree-sitter enrichment for AST-aware filtering |
| The Lawyer | pathfinder-lsp |
Lawyer |
LSP process lifecycle, go-to-definition, call hierarchy, references, and go-to-implementation navigation |
Each engine can be mocked independently for unit testing, and the server gracefully degrades when an engine is unavailable (e.g., falls back to Tree-sitter heuristics when no LSP is running).
Core Concepts
Semantic Paths
Pathfinder identifies code symbols using semantic paths — a human-readable notation that mirrors how developers think about code structure:
src/auth.ts::AuthService.login # Method
src/utils/math.go::CalculateDiscount # Function
lib/models.py::User # Class
Format: <relative_file_path>::<Symbol>[.<Method>]
Version Hashes
Every file read returns a version_hash (SHA-256 digest of the file content). This is a content fingerprint that agents can use to detect when a file has changed between reads — useful for coordinating multi-step workflows and detecting concurrent modifications.
Supported Languages
Tree-sitter Support (Built-in, Zero Configuration)
Tree-sitter grammars are compiled directly into the Pathfinder binary — no external tools needed. All symbol extraction, semantic path resolution, and AST-aware filtering work out of the box.
| Language | Extension(s) | Notes |
|---|---|---|
| Go | .go |
Function, interface, struct, and type alias extraction |
| Java | .java |
Class, interface, enum, record, and method extraction with inner class hierarchy |
| TypeScript | .ts |
Class, function, arrow function, interface, and type extraction (also handles .mts) |
| TSX | .tsx |
All TypeScript symbols plus JSX element extraction as child symbols |
| JavaScript | .js, .jsx, .mjs, .cjs |
Functions, classes, JSX elements in .jsx files, and ES/CommonJS modules (.mjs, .cjs) |
| Python | .py |
Function, class, and method extraction |
| Rust | .rs |
Functions, structs, enums, traits; impl block methods merged under their parent type |
| Vue SFC | .vue |
Multi-zone: <script> parsed as TypeScript (AST-aware), <template> and <style> accessible for text search |
LSP Support (Optional, Auto-detected)
Pathfinder automatically detects which language servers are available in your workspace by scanning for marker files (Cargo.toml, go.mod, tsconfig.json, etc.). LSP processes start eagerly in the background (warm start) and are shut down after an idle timeout.
To maximise navigation coverage, install the language server(s) for your project:
| Language | LSP Server | Install Command | Auto-detect Marker |
|---|---|---|---|
| Rust | rust-analyzer |
rustup component add rust-analyzer |
Cargo.toml at workspace root |
| Go | gopls |
go install golang.org/x/tools/gopls@latest |
go.mod (scans up to depth 2) |
TypeScript / JavaScript / Vue (including .mjs, .cjs, .mts, .cts) |
typescript-language-server |
npm install -g typescript-language-server typescript |
tsconfig.json or package.json (depth 2) |
| Python | pyright |
npm install -g pyright |
pyproject.toml, setup.py, or requirements.txt (depth 2) |
| Java | jdtls |
Eclipse JDT Language Server | pom.xml, build.gradle, build.gradle.kts, settings.gradle, or settings.gradle.kts (depth 2) |
Vue note: Pathfinder handles Vue SFC parsing internally with Tree-sitter. The
typescript-language-servervalidates the<script>block — no separatevolarorvue-language-serverinstallation is required.
Concurrent LSP handling: When Pathfinder detects a concurrent LSP instance (e.g., your IDE is already running
gopls), it automatically isolates build caches to avoid lock contention. Isolated caches are stored under.pathfinder/in your project root, which is automatically added to.gitignore. Use thehealthtool to check per-language readiness, includingnavigation_ready(LSP navigation works),indexing_status(background indexing state), anddegraded_tools(which tools lose LSP support for a given language).
Observability
Pathfinder emits structured JSON logs to stderr with per-engine timing breakdowns:
Enable --lsp-trace for full JSON-RPC request/response logging at DEBUG level — useful for diagnosing LSP communication issues.
Security
Pathfinder implements a 3-tier sandbox model:
| Tier | Type | What It Blocks |
|---|---|---|
| Tier 1 | Hardcoded Deny (cannot be overridden) | .git/objects/, .git/HEAD, *.pem, *.key, *.pfx — security-critical paths |
| Tier 2 | Default Deny (overridable via config) | .env, node_modules/, vendor/, dist/, build/, __pycache__/ |
| Tier 3 | User-Defined | Patterns in .pathfinderignore (gitignore syntax) |
- All file paths are canonicalized and validated before any I/O operation.
- Path traversal attacks (e.g.,
../../etc/passwd) are rejected at Tier 1. - The
WorkspaceRoottype enforces that only valid, existing directories are accepted as workspace roots. - Tier 2 patterns can be selectively overridden via
SandboxConfig.allow_override; additional deny patterns can be added viaSandboxConfig.additional_deny.
Roadmap
- Core MCP server with stdio transport
- Tree-sitter-powered AST parsing (Go, TypeScript, TSX, JSX, JavaScript, Python, Rust, Vue SFC)
- Vue Single-File Component multi-zone parsing (
<script>,<template>,<style>) - JSX/TSX element extraction as addressable child symbols
- Ripgrep search with AST-aware filtering (
code_only,comments_only,all) - Search intelligence:
known_files,group_by_file,exclude_glob(E4) - LSP integration for go-to-definition and call hierarchy navigation
- LSP lifecycle management (auto-start, crash recovery, idle termination)
- Proactive capability reporting via
explore(capabilities.lsp.per_language) - Two-phase LSP readiness model (navigation vs indexing) with
healthtool - Concurrent LSP cache isolation (Go, TypeScript, Python, Rust)
- Probe-based readiness fallback with TTL-cached results
- 3-tier sandbox security model
- Per-engine observability and telemetry
-
exploretemporal filtering (changed_since) and extension filters (E6) -
readwith source_only/compact/symbols/full detail modes and line range filtering (E2) - Pre-built binaries via Homebrew tap and cargo install
- Java language support (Tree-sitter + jdtls LSP integration)
-
trace(scope="references")— LSPtextDocument/references -
trace(scope="callers")— call hierarchy (renamed fromanalyze_impact) -
search(mode="symbol")— resolve bare symbol names to semantic paths -
read(paths=[...])— batch multi-file reading with per-file error resilience -
trace(scope="overview")— composite source + callers + callees + references -
locate(file, line)— convert file:line locations to semantic paths - 14→7 tool consolidation for cleaner agent interface
- Additional language support (C/C++, C#, Kotlin, etc.)
- Custom LSP server command overrides via configuration file
Contributing
Contributions are welcome! Pathfinder follows strict engineering practices:
- Fork the repository
- Create your feature branch (
git checkout -b feature/amazing-feature) - Commit your changes (
git commit -m 'feat: add amazing feature') - Push to the branch (
git push origin feature/amazing-feature) - Open a Pull Request
Development
# Run tests
# Run with clippy (pedantic + deny unwrap)
# Format
# Dependency audit
The workspace enforces
clippy::pedantic,deny(unwrap_used),warn(expect_used), anddeny(unsafe_code).
License
Distributed under the MIT License. See the LICENSE file for details.