Connect Wire context containers to your agent, harness, or AI infrastructure with three method calls. Your user authorizes in their browser, you get back a scoped MCP endpoint and API key. Wire owns the consent flow, the auth, and the connection lifecycle. Your agent keeps speaking MCP, now with whatever the user has brought along. Register your app at Organization → Apps in the dashboard, install npm install @usewire/sdk, and you're shipping. See the docs.
Experimental
WebMCP embeds for public containers (beta)
Drop a single <script> tag onto any website and expose a public container's read-only tools to the visitor's in-browser AI agent. Visitors using Chrome 146+ get wire_explore, wire_search, and wire_navigate registered with navigator.modelContext for the current tab. Open a public container's Settings → Embed to mint a publishable pk_… key, set an origin allowlist, and copy a ready-to-paste snippet. This is a beta of the WebMCP proposal and the consumer ecosystem is still maturing. See the docs.
New Feature
Export a container as a portable archive
Download everything you put into a container, your original files, the entries you and your agents wrote, and a manifest with provenance, as a single zip. Wire builds it in the background and emails you a download link when it's ready, good for 7 days. Anything Wire can recompute from the source (knowledge graph, embeddings) is intentionally left out so re-importing into a fresh container produces a clean re-derive. Containers in the trash are exportable too, so you can grab a permanent copy before they're gone for good. See the docs.
New Feature
Send to a container from your automation tools
Every container now has a webhook URL in its Sources tab. Point any automation tool, script, or cron job at it with a container API key and entries land searchable in seconds, same as anything else in the container. Each entry is automatically tagged with where it came from, so you can trace what arrived from which workflow. See the docs.
New Feature
File downloads via MCP resources
Agents can now pull the original bytes of any file in a container, not just chunks or summaries. Every container MCP server exposes uploaded files as resources under the wire://container/{id}/file/{id} scheme. Resolving one returns a 5-minute signed URL the client fetches out-of-band. Resource links surface automatically in wire_navigate source-mode responses (next to the chunks from that file) and in wire_exploreget calls on _document entries, so agents discover the download affordance in-flow instead of hunting through a catalog.
New Feature
New tool: wire_navigate for moving around a search result
After a wire_search match, agents can now navigate to adjacent chunks in the same source, pull the full contents of the file or session the chunk came from, or follow semantic connections to things that elaborate on, contradict, or corroborate the chunk. All three modes accept time filters, so "what's new in this file since yesterday" is a single call. 1 credit per call. Every wire_search match now tells the agent upfront whether navigate will find anything, so no fishing for connections that aren't there. See the docs.
Improvement
Richer results from wire_search
Every match now comes back with structured provenance: source file, position in the document, ingestion time, tags, and more. No loose metadata blob to parse. The shape is part of the tool's declared contract, so clients validate it and handle it without guesswork.
Improvement
Cleaner tool surface: one job per tool
wire_search is now exclusively fuzzy retrieval over raw content at a flat 5 credits. Structured access (list by type, get by id, filter by field, keyword search) moved to wire_explore at 1 credit. Migration: wire_search mode: list/get/filter/text callers move to wire_explore with the same mode; mode: "semantic" callers just drop the mode. See the tool reference.
Improvement
Faster semantic search
Semantic search in wire_search is now noticeably faster. The AI steps that refine your query and rank results now run at the edge, right next to the container that holds your data, instead of hopping out to a separate service. Same tool, same quality, less waiting.
Improvement
Automatic titles and summaries for every uploaded file
Every file uploaded to a container now gets a short title and a 2-4 sentence summary describing the actual topics, entities, and document type inside, not just the filename. Containers become easier to scan in the dashboard, and wire_search can surface the right document before drilling into chunks.
Improvement
Per-container API keys with rotation
Give individual agents and integrations access to just one container, not all of them. Every container now has an Access tab where you can create, rotate, and revoke API keys scoped to that container only. Rotation works in place with one click for account and container keys alike, new badges show whether a key was created from the dashboard or by a plugin connect flow, and scoped keys are now strictly enforced on both the MCP and REST transports.
New Feature
Container sharing and access control
Share containers with specific people in your organization. Each person gets a permission level: viewer, editor, or admin. The dashboard now separates your containers from ones shared with you, and a new "Shared with me" tab on the containers page lets you filter by access type. Stacked avatars on every container card show who has access at a glance.
New Feature
REST API tool endpoints
Every container tool is now available over REST. Call wire_explore, wire_search, wire_write, wire_delete, and wire_analyze with plain HTTP requests using your existing API key. Same tools, same data, same credits as MCP. Use REST for scripts, webhooks, CI pipelines, and automation platforms like Zapier and n8n. See the docs.
New Feature
Container REST API
Every container now has a REST API for programmatic access to your data. Upload files, list them, delete them, and check container status, all over HTTP with your existing API key. The REST API runs on the same isolated infrastructure as MCP, so each container keeps its own endpoint and access controls. It complements MCP rather than replacing it: use MCP for agent workflows, REST for scripts, CI pipelines, and integrations. Request examples in curl, TypeScript, and Python are shown in the dashboard.
Improvement
Redesigned dashboard
The Wire dashboard is faster and easier to use. Navigation between container pages is instant with fewer reloads. Consistent design across all pages makes the app easier to learn and more predictable. Quick access to sources, settings, usage, and activity from any container page.
March 2026
Launch
wire-memory: persistent memory for AI coding agents
Your agent forgets everything between sessions. wire-memory fixes that. It's a free, open source Claude Code plugin that automatically captures decisions, corrections, and coding patterns, then retrieves them when relevant. Memory is stored in a Wire container, so it's portable to any MCP-compatible tool. Install with two commands, connect with one slash command, and your agent stops repeating mistakes. Learn more.
Improvement
Improved semantic retrieval
wire_search now returns more relevant results with better ranking. Your agents get higher quality context from every search call, and each call returns fewer tokens, keeping costs low even when the agent explores across multiple turns. See the benchmarks.
Launch
5 tools for any container
Every Wire container now ships with the same 5 tools: explore, search, write, delete, and analyze. No matter how much data is inside. Agents discover your schema and relationships through wire_explore, then query across fields, text, and semantics with wire_search. Write entries, delete them, batch up to 50 operations at once, or trigger analysis to regenerate query tools as your data evolves. Previously a container could generate 45+ tools. Now it's always 5, cutting token overhead by 90% and eliminating the need to reconnect when your schema changes.
Improvement
Faster container analysis
Container analysis is now ~40% faster on subsequent runs. As Wire builds a deeper understanding of your context, it gets faster at connecting new information to what it already knows. Relationships between entries are discovered more efficiently, so your containers are ready to query sooner.
February 2026
Launch
Ephemeral containers and instant onboarding
Start using Wire without signing up. Add a container to your MCP client and begin uploading files, writing entries, and querying context immediately. Your container runs for 7 days as an ephemeral session. When you're ready to keep it, call the wire_claim tool to generate a claim link. Sign up or log in, and your container moves into your existing organization or a new one, all data, tools, and MCP connections preserved.
Improvement
Enhanced activity view
The Activity tab in container details now shows richer information about every action. See who committed changes, what type of action was performed, and detailed context for each event. Agent writes, file uploads, analysis runs, and configuration changes are all tracked with full attribution.
Improvement
Source attribution in query results
When data is returned from tool calls, results now include source attribution showing where each piece of data originated. See which file, agent session, or entry contributed to each result, making it easy to trace information back to its source and verify accuracy.
Improvement
Multi-pass analysis
Container analysis now runs multiple passes over your data, continually recontextualizing entries based on the overall dataset. Each pass builds on the previous one, so relationships between entries are discovered and context is enriched across the entire container. The result is richer, more connected context for your agents to work with.
Improvement
File ingestion now takes seconds
Rebuilt the file ingestion pipeline for dramatically faster processing. Files that previously took minutes to process now complete in seconds. Upload a CSV, PDF, or any supported file and your content is ready to query almost immediately.
Launch
Agent operation tools
Containers now ship with tools that let agents read and write context directly. Write entries, delete them, batch up to 50 operations at once, or trigger analysis to generate query tools from your data. Use them to capture meeting notes, log experiment results, track customer feedback, or build a knowledge base over time without any file uploads.
Improvement
Container activity feed
A new Activity tab on each container shows a timeline of everything that's happened, file uploads, container updates, visibility changes, pauses, and more. Filter between container lifecycle events and file events, and a blue dot on the tab lets you know when there's new activity you haven't seen yet.
Improvement
50% faster container processing
Container initialization, file additions, and file removals are now significantly faster. Flows that previously took over 3 minutes now complete in under 100 seconds. We also improved tool name stability, when you add or remove files, your existing MCP tool names are preserved so connected agents don't break.
Improvement
Copy docs to AI assistants
Documentation pages now have a "Copy to AI" button. Copy any page as clean markdown or open it directly in Claude or ChatGPT with full context. Great for asking specific questions about Wire without leaving the docs.
Launch
New onboarding experience
Completely redesigned onboarding flow for new users. Create your first container, upload files, and set up your organization all in one guided experience. The new flow includes organization creation with custom slugs and optional billing setup. Anonymous users can now try Wire before creating an account.
January 2026
New Feature
Move containers between organizations
Transfer containers between your organizations. All files, tools, and context move with the container. Access this from container settings if you're a member of both organizations.
Improvement
Auto-generated container names and descriptions
Containers now get automatic names and descriptions based on their content. When you create a container, it starts with a fun placeholder name. After you upload files and initialize, Wire analyzes the content and generates a descriptive name and purpose-focused description. You can still set your own name and description in container settings if you prefer.
Launch
Documentation site
Wire now has a dedicated documentation site here. Find guides for connecting your containers to Claude Code, Claude Desktop, Cursor, Cline, and other MCP clients. Includes quick start guides, authentication docs, and reference material for all available tools.
Improvement
Faster container initialization and updates
Improved the resilience and speed of container initialization and update flows. Some operations are now up to 40% faster with better error recovery and retry handling.
Improvement
Low credit notifications
Stay ahead of credit depletion with smart notifications. A warning banner appears when your balance drops below your configured threshold, and turns critical when credits run out. Dismiss warnings for 24 hours with smart snooze. If your balance drops significantly, the warning comes back early. Configure your low credit threshold in billing settings to match your usage patterns.
Improvement
Container usage tracking
See exactly how your containers are being used with the new Usage tab. Track credits consumed and tool calls at a glance, then browse the full event history with filtering by date range and event type. Color-coded badges distinguish between tool calls and file processing. Timestamps display in your local timezone.
Improvement
Soft delete with 14-day recovery
Deleted containers now go to trash instead of being permanently removed. You have 14 days to recover a deleted container with all its files, tools, and context intact. Access your trash from the Containers page to view deleted containers, recover them, or permanently delete them before the retention period ends.
New Feature
OAuth authentication for MCP clients
Connect to your Wire containers using OAuth 2.1. MCP clients like Claude Desktop can now authenticate through your browser with a simple authorization flow. Tokens are scoped to specific containers using RFC 8707 resource indicators, so each connection only has access to the container you authorize. Your MCP client needs to support OAuth with resource indicators for this to work. No more copying API keys around.
New Feature
Tool visibility with live updates
Control which tools are advertised to AI agents. The redesigned Tools tab lets you list or unlist individual tools with a single click. Unlisted tools are hidden from MCP clients while remaining preserved in your container, and can still be called directly if needed. Connected agents receive instant notifications when tools change via MCP list_changed notifications. Your MCP client or agent needs to support this notification type to see updates without reconnecting.
New Feature
Add files to existing containers
You can now add new files to containers that are already initialized. Upload additional documents, data, or content and Wire will intelligently merge them with your existing context. New entities are created, existing entities are updated with new records, and your MCP tools are automatically regenerated. Combined with file deletion, you now have full control over your container contents without rebuilding from scratch.
Improvement
Background uploads
File uploads now continue in the background while you navigate around the app. Start uploading files to a container, then browse other containers or check your settings. Your uploads keep going. A new upload indicator in the header shows progress across all active uploads, grouped by container. Click any upload to jump straight to that container.
Improvement
Batch file deletion & improved container details
Delete multiple files at once with the new batch delete feature. Enter edit mode in the Sources tab, mark files for deletion, and update your container in a single operation. We've also redesigned the container details page with a cleaner tabbed interface. Quickly switch between connection info, MCP tools, and source files. Tool counts now appear directly on the tabs so you can see what's available at a glance.
December 2025
Improvement
Delete files from containers
You can now delete individual files from your containers. When you remove a file, Wire cleans up all associated data while preserving everything else to continue operation. No more rebuilding containers from scratch just to remove a file. Your MCP tools are automatically regenerated to reflect the updated contents.
Launch
Explore public MCP servers
Discover public MCP servers built with Wire. The Explore page showcases ready-to-use context servers you can connect to Claude or other MCP clients instantly. Each server page includes connection instructions, available tools, and example queries. Now featuring UN World Population data, A Christmas Carol, and 146 vintage chocolate recipes from 1914.
Improvement
Better tool discovery for AI agents
MCP tools now share their full parameter schemas with AI agents. When agents list available tools, they receive detailed information about expected parameters including types, constraints, and descriptions. This makes tool invocation more reliable and reduces errors from incorrect parameter usage.
New Feature
TXT and TSV file support
Added support for TXT and TSV (tab-separated values) files. For TXT files, Wire automatically detects whether the content is structured data or plain text, and generates the appropriate tools for your AI agents.
Improvement
Improved container delete
When you delete a container, you now see a progress indicator while deletion is in progress.
Improvement
Faster container initialization
Improved how we handle structured data, especially for larger datasets. Container initialization is now faster and more resilient to failures.
Launch
Public containers
Make your containers publicly accessible. Perfect for sharing documentation, research, or datasets with AI agents worldwide. Anyone with the MCP URL can access public containers without authentication. Toggle visibility in container settings to enable or disable public access at any time.
Improvement
Container settings page
A dedicated settings page for each container. Rename containers, update descriptions, toggle public access, pause or unpause containers, and manage deletion all in one place.
New Feature
Pause and unpause containers
You can now temporarily pause containers to block MCP access without deleting them. When a container is paused, connected AI agents will receive a clear message that the container is temporarily unavailable. Unpause at any time to restore full access. Perfect for maintenance windows or when you need to temporarily disable context sharing.
Improvement
Login button on marketing site
Added a login button to the navigation bar on the marketing site, making it easier for existing users to access their accounts.
Improvement
Enhanced file processing
Improved handling for larger files with better progress tracking and error recovery. Files over 1MB are now processed more efficiently.
Launch
Wire Platform launch
Introducing Wire: composable context containers for AI agents. Create containers, upload your documents, and connect your favorite AI tools through MCP. Your context, accessible everywhere.