bd-explore
Enables AI agents to query a beads store for issues, notes, comments, and memories, returning full verbatim content and relationship neighborhoods under an output budget.
README
bd-explore
Ask a beads store questions, the way codegraph explore asks a codebase: one call returns the most relevant beads verbatim — description, notes, comments, close reason — plus each hit's relationship neighborhood, under an output budget.
Fills the gap the stock bd CLI leaves: bd search covers titles, bd query is structured-only, and nothing searches notes, comments, or close reasons — which is where a mature store keeps most of its knowledge. bd memories is indexed too (the plain CLI truncates memory bodies; this returns them whole).
Docs site: https://halaprix.github.io/bd-explore/
$ bd-explore "why did we re-point SYRP status:open"
═══ SYRP-142 [OPEN · P1 · task · updated 2026-08-12]
Re-point SYRP feed to the v2 oracle
The v1 oracle staleness window regressed after the chain upgrade…
COMMENT (ksz 2026-08-11):
Decision: re-point rather than patch v1 — see close reason on SYRP-118.
── neighborhood ──
blocked by: SYRP-139 — Oracle failover runbook [in_progress]
child of: SYRP-100 — Oracle migration epic [in_progress]
mentions: SYRP-118
Key Features
- Deep Verbatim Search: Full Porter-stemmed FTS5 search across title, description, design, acceptance criteria, notes, dated author comments, close reasons, and memories.
- Relational Neighborhood Graphs: Surfaces 1-hop dependencies (
blocks,blocked-by,parent-child,supersedes,discovered-from,related), cross-prose mention references, and GitHub issue/PR links (#NNN). - Transitive Blast Radius: Query transitive dependency chains (
--blast <id>) to see blockers, downstream dependents, and epic hierarchy before touching code. - Built-in Stdio MCP Server: Zero-dependency JSON-RPC 2.0 stdio Model Context Protocol (MCP) server providing the
bd_exploretool to modern AI coding assistants. - Multi-Target Platform Installer: Automated discovery and setup for Claude Code, Gemini CLI, Antigravity IDE, OpenAI Codex, Cursor, and
AGENTS.md. - Beads Persistent Memory Injection: Automatically sets beads memory (
bd remember --key bd-explore) so everybd primesession primes agents withbd-explorecontext. - Strict Output Budgeting: Output character budget (
--budget 24000) prevents context-window blowout in LLM workflows. - Zero Runtime Dependencies: Pure Python 3.10+ standard library (
sqlite3,json,argparse).
Installation
Standalone Shell Installer
Install bd-explore into ~/.local/bin and automatically configure detected agent platforms:
# From repository clone
./install.sh
# Standalone uninstall
./install.sh --uninstall
Python Package Installation
# Standard pip install
pip install .
# Editable install for development
pip install -e .
Usage
CLI Search
# Free text search across all fields (porter-stemmed FTS)
bd-explore "why did we re-point SYRP"
# Compose field filters with free text (codegraph-style)
bd-explore "hash refresh status:open type:task priority:1"
bd-explore "swap oracle epic:rpm5"
# Target specific store or force reindex
bd-explore --store ~/Projects/my-project "auth refactor"
bd-explore --rebuild
# Control limits and output budget
bd-explore -n 3 --budget 16000 "database migration"
Supported Filters
| Filter | Syntax / Values | Description |
|---|---|---|
status: |
open, in_progress, closed, deferred, all |
Filter by status (all searches closed beads with lower rank) |
type: |
bug, feature, task, epic, chore |
Filter by issue type |
priority: |
0, 1, 2, 3, 4 (or P0..P4) |
Filter by priority level |
epic: |
<id-or-suffix> |
Filter issues belonging to an epic |
id: |
<id-or-substring> |
Match issues by ID (substring / prefix) |
Non-filter tokens (e.g.
foo:bar) automatically fall through to free-text search. Tip: Quote your search string when it contains spaces, filter colons, or words matching subcommands (e.g.bd-explore "serve refactor").
Transitive Blast Radius
Compute the full transitive dependency graph for any bead:
bd-explore --blast 9o32
Outputs:
- Upstream Blockers: All issues directly or transitively blocking this bead.
- Downstream Blocked: All issues directly or transitively waiting on this bead.
- Epic Ancestry: Direct and ancestor epics.
Stdio MCP Server
bd-explore includes a built-in JSON-RPC 2.0 stdio MCP server for agent integration. It supports both newline-delimited JSON (NDJSON) and HTTP-style Content-Length: header framing.
Run server directly:
bd-explore serve --mcp
# Or with explicit store:
bd-explore serve --mcp --store ~/Projects/my-project
MCP Tool: bd_explore
Exposes the bd_explore tool with schema:
query(string): Search query string with optional field filters (status:open type:task).blast(string): Bead ID to calculate transitive blast radius.limit(integer, default 5): Maximum number of seed beads.budget(integer, default 24000): Output character budget cap.store(string, optional): Explicit store path or repository directory.
Multi-Target Agent Installer
bd-explore install discovers installed AI developer tools, adds MCP configuration, injects marker-fenced agent guidelines, and injects beads persistent memory.
# Interactive setup (prompts for targets and location)
bd-explore install
# Automated non-interactive batch install
bd-explore install --yes
# Install for specific targets and location
bd-explore install --targets claude,gemini,cursor --location global --auto-allow --yes
# Uninstall configurations
bd-explore uninstall --yes
# Print MCP configuration snippet without modifying files
bd-explore print-config claude
bd-explore print-config cursor
Supported Platforms
| Platform | MCP Configuration | Instructions & Rules |
|---|---|---|
| Claude Code | ~/.claude.json / .mcp.json |
~/.claude/CLAUDE.md / CLAUDE.md |
| Gemini CLI / Antigravity CLI | ~/.gemini/settings.json / .gemini/settings.json |
~/.gemini/GEMINI.md / GEMINI.md |
| Antigravity IDE | ~/.gemini/config/mcp_config.json |
IDE instructions / workspace rules |
| OpenAI Codex | ~/.codex/config.toml |
~/.codex/AGENTS.md |
| Cursor | ~/.cursor/mcp.json / .cursor/mcp.json |
.cursor/rules/bd-explore.mdc |
| Generic Agent Rules | — | ~/.config/AGENTS.md / AGENTS.md |
Marker-Fenced Instructions
Instructions are safely injected with marker fences for clean updates and uninstalls:
<!-- BD_EXPLORE_START -->
## bd-explore
In repositories with a beads store (a `.beads/` directory exists at the repo root), reach for `bd-explore` BEFORE searching raw files or relying only on `bd search`:
- **MCP tool** (when available): `bd_explore` answers questions about beads/issues/decisions/memories verbatim — description, notes, comments, close reason, plus relationship neighborhood under an output budget.
- **Shell** (always works): `bd-explore "<query>"` (e.g. `bd-explore "why did we re-point SYRP status:open"`, `bd-explore --blast <id>`).
If there is no `.beads/` directory, skip bd-explore.
<!-- BD_EXPLORE_END -->
What Gets Indexed
| Content | Source | Notes |
|---|---|---|
| Title, description, design, acceptance criteria | .beads/issues.jsonl |
Primary issue content |
| Notes, close reason | .beads/issues.jsonl |
Critical context and postmortems |
| Author comments | .beads/issues.jsonl |
Timestamped conversation history |
| Full memory bodies | bd memories --json |
Persistent memory records |
| Explicit dependency edges | dependencies array |
blocks, parent-child, supersedes, related, etc. |
| Mention edges | Prose cross-references | Mined regex matches of bead IDs cited across issue prose |
| GitHub references | Prose cross-references | Mined #NNN issue and pull request references |
Design Principles
- Derived and disposable. Reads
.beads/issues.jsonl(requiresexport.auto: true) into a SQLite FTS5 index under~/.cache/bd-explore/, rebuilt automatically when the export changes. The beads store remains the sole source of truth; delete the cache freely. - Staleness is first-class. Every hit is stamped
[STATUS · P<n> · type · updated YYYY-MM-DD]. - Closed beads included by default. History is most of the value; closed hits rank below open ones at equal relevance. Use
status:opento narrow. - Context window friendly. Strictly enforces output character budgets to fit comfortably into agent conversations.
Architecture
The explore pipeline sits behind one deep module; everything else adapts to it.
CLI (cli.py) MCP server (mcp.py)
│ thin adapters: args / JSON-RPC │
└──────────────┬───────────────────┘
▼
Explorer (explorer.py)
explore(query, …) → str · blast(id, …) → str
owns store discovery, index freshness, connection
lifetime, defaults/clamping, canonical errors
┌──────────────┴───────────────────┐
▼ ▼
index.py (SQLite FTS5, search.py (BM25 search,
mention mining, cache) hydrate → pure render)
explorer.py— the only interface callers need:explore()/blast()in, formatted text out,ExploreErroron failure.index.py— parses.beads/issues.jsonlandbd memoriesinto a derived SQLite FTS5 cache, rebuilt atomically when the export changes.search.py— BM25 search and query parsing;hydrate()batch-fetches neighborhoods and titles (two queries total),render()is pure and owns all budget/truncation logic.installer/— multi-target platform adapters behind a common install/uninstall seam.
Domain vocabulary lives in CONTEXT.md; repo conventions in CLAUDE.md.
Development
# Run the full test suite (stdlib unittest — no test dependencies either)
PYTHONPATH=src python3 -m unittest discover tests -v
# Run one module / one case
PYTHONPATH=src python3 -m unittest tests.test_explorer
PYTHONPATH=src python3 -m unittest tests.test_render.TestRenderPure
# Editable install
pip install -e .
CI runs the suite on Linux and macOS across Python 3.10–3.14. See CHANGELOG.md for release history.
Requirements
- Python 3.10+
- SQLite with FTS5 virtual table support (standard in official CPython distributions)
License
MIT License. See LICENSE for details.
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