TROVE
Provides tools for retrieving and interacting with WeChat chat data as a source Provider for evidence and replies.
Click on "Install Server".
Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state.
In the chat, type
@followed by the MCP server name and your instructions, e.g., "@TROVErecall evidence about Jane Smith"
That's it! The server will respond to your query, and you can continue using it as needed.
Here is a step-by-step guide with screenshots.
TROVE is not a general-purpose autonomous agent and it is not a hosted chat database. It is a local capability runtime: external agents ask for recall, search, context, or a controlled operation; TROVE returns a typed, size-bounded result with citations and coverage metadata.
The product is TROVE. WeChat is one optional source Provider, not the product identity.
Why TROVE
Common approach | TROVE |
Copy whole conversations into an agent prompt | Return only bounded evidence needed for the current task |
Let every client open the database directly | One owner-only daemon coordinates each canonical Vault |
Treat retrieved text as instructions | Treat messages, filenames, OCR, and transcripts as untrusted evidence |
Give an agent ambient write or send authority | Separate requests from human approval and delivery policy |
Hide partial retrieval behind a confident answer | Return citations, coverage, cursors, and typed errors |
Related MCP server: macOS Companion MCP Server
Architecture
flowchart LR
A["Codex / Claude Code / MCP client"] --> M["trove-mcp"]
O["Local operator"] --> C["trove CLI"]
M --> L["Shared client"]
C --> L
L -->|"trove/1 over owner-only Unix socket"| D["troved"]
D --> K["Capability catalog + dispatcher"]
K --> V["Private local Vault + indexes"]
K --> P["Verified source Provider"]
P --> W["Optional WeChat source"]
D --> R["Optional Reply Runtime — off by default"]
O -->|"exact local decision"| R
R --> PThere is no public network listener. One canonical Vault maps to one daemon. The CLI and MCP adapter use the same protocol, catalog, validation, and dispatcher, so the recovery path and agent path cannot silently diverge.
Core capabilities
Bounded recall and search — result limits, response budgets, opaque cursors, coverage metadata, and stable citations.
Local-first storage — Vault data, indexes, caches, and operation journals stay under an owner-controlled path outside this repository.
Agent-native MCP — cumulative
standard,operations, andadminpacks; use the smallest pack that completes the task.Typed failure semantics — retry only when
error.retryableis true; ambiguity and incomplete coverage are explicit.Provider boundary — source integrations implement a verified contract; WeChat support is independently packaged.
Human-controlled actions — approval decisions require an interactive controlling terminal. MCP and background jobs cannot approve themselves.
Privacy gates — synthetic fixture rules, current-tree scanning, full Git history scanning with Gitleaks, and CI checks on every push and pull request.
Quick start from source
Requirements
macOS
Python 3.11 or newer
Git
Clone the public source and install the lightweight base runtime:
git clone https://github.com/JNHFlow21/trove.git
cd trove
TROVE_RUNTIME_INSTALL_EXTRAS="" bash scripts/bootstrap_runtime.shCreate an owner-only Vault outside the source checkout and run the redacted health check:
export TROVE_VAULT_ROOT="$HOME/Trove/trove-vault"
mkdir -p "$TROVE_VAULT_ROOT"
chmod 700 "$TROVE_VAULT_ROOT"
.venv/bin/trove --vault "$TROVE_VAULT_ROOT" doctorThe default macOS bootstrap additionally supports
local-vision,local-embedding,zvec. See testing before
installing optional local ASR, VLM, key-capture, or cloud-retrieval extras.
Connect an MCP client
Register the installed trove-mcp through
Agent Switch with:
--pack standard --vault $TROVE_VAULT_ROOTRun agent-switch doctor before changing central tool configuration and
agent-switch reconcile afterward. Do not copy credentials into native client
configuration. Ask the agent to call trove_recall, or use the recovery CLI:
.venv/bin/trove --vault "$TROVE_VAULT_ROOT" recall \
--target "Example person" --limit 50Follow a returned cursor only when the task needs more coverage. Stop on
complete coverage, no_results, or a terminal error.
Privacy and safety boundary
The public repository contains source code, schemas, public documentation, and synthetic tests only. It must never contain real chats, contacts, account IDs, media, transcripts, OCR, provider payloads, local Vaults, logs, credentials, machine-specific paths, or evidence from real runs.
./scripts/trove-python scripts/privacy_scan.py .
./scripts/trove-python scripts/check.py contract
gitleaks git --redactThe scanners are guardrails, not a substitute for human review. See Open-source privacy and the Security Policy.
The optional Reply Runtime is disabled by default. An agent may request or inspect approval, but only a human at the controlling terminal can decide an exact action. Live delivery requires a separate, explicit policy grant.
Repository map
Path | Responsibility |
| Versioned |
| Capability catalog, application services, search, Vault, safety boundaries |
| One local daemon per canonical Vault |
| Shared client used by every adapter |
| Primary stdio MCP interface for external agents |
| Operator, recovery, diagnostics, and explicit approval interface |
| Optional independently packaged WeChat Provider |
| Outcome-oriented agent Skills and generated manifest |
| Build, test, privacy, release, benchmark, and migration gates |
Documentation
Project activity
Public signal | Live or latest owner-visible value |
Stars / forks / commits | Live badges above |
README visits | Public counter above; may include bots and repeat visits |
Unique repository visitors | 0 in the rolling 14-day GitHub Traffic window |
Unique Git cloners | 15 (21 total clones) in the rolling 14-day window |
Traffic snapshot: 2026-08-10. GitHub exposes clone and unique-visitor analytics only to maintainers, so those values are a dated, transparent snapshot rather than a token-backed public badge.
Clone activity
The curve shows cumulative clones inside GitHub's rolling 14-day Traffic window. The Traffic series is a dated aggregate owner snapshot; stars, forks, and commits in the side cards refresh after every new star and weekly. No long-lived token is embedded in this README.
Contributing
Read CONTRIBUTING.md before opening a pull request. Privacy regressions and changes that weaken the application or approval boundaries will not be accepted. Please report vulnerabilities through GitHub private vulnerability reporting rather than a public issue.
License
Apache License 2.0 © 2026 TROVE contributors
This server cannot be installed
Maintenance
Resources
Unclaimed servers have limited discoverability.
Looking for Admin?
If you are the server author, to access and configure the admin panel.
Related MCP Servers
- AlicenseNot gradedqualityBmaintenanceA read-only MCP server that exposes data from native macOS apps (Mail, Notes, Calendar, Reminders, Contacts, Messages, Spotlight) to AI agents over stdio, currently in early development with no domain tools wired yet.114MIT
- AlicenseBqualityAmaintenanceEnables AI agents to directly access native macOS services, media, system health, and administration tools through a local MCP server.40218MIT
- AlicenseAqualityBmaintenanceA local-first MCP server for retrieving a small evidence set and recording reviewed conclusions, policy-gated and redacted without giving an agent general filesystem access.5MIT
- AlicenseNot gradedqualityAmaintenanceA macOS-native MCP server that provides AI hosts with fresh workspace state, bounded context, and retained execution evidence, avoiding collapsing operations into shell strings.801Apache 2.0
Related MCP Connectors
Private-by-default, local-first memory/context/task orchestrator for MCP apps and agents.
A paid remote MCP for agent memory MCP, built to return verdicts, receipts, usage logs, and audit-re
OCR, transcription, file extraction, and image generation for AI agents via MCP.
Latest Blog Posts
- Who's Calling? MCP Hosts Are an Identity Blind Spot (And the Spec Knows It)By Om-Shree-0709 on .mcpAgent IdentityOAuth 2.1
- Your AI Chatbot Just Exposed Your CEO's Salary to an InternBy Om-Shree-0709 on .Agent IdentityMCP SecurityOAuth Delegation
- Why MCP Servers Need Execution Sandboxing (And Why Your Current Stack Isn't Enough)By Om-Shree-0709 on .Agentic AiPrompt InjectionWebAssembly
MCP directory API
We provide all the information about MCP servers via our MCP API.
curl -X GET 'https://glama.ai/api/mcp/v1/servers/JNHFlow21/trove'
If you have feedback or need assistance with the MCP directory API, please join our Discord server