Publisher MCP server

Tools: 13

Kit for AI

Persistent memory and grounded knowledge for AI agents — native MCP tools your agent calls directly. Drop in any file or URL; skip building and babysitting a RAG stack. One API, works with any model. Free to start.

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MCP

MCPBundles

Remote MCP URL

https://kitforai.com/api/mcp

This server may ask you to sign in when your AI client connects.

Last probed Nov 3, 2026 · kitforai.com

13tools discovered

For AI agents — MCPBundles Directory API
For MCP client apps (human connect):
MCP connect URL: https://kitforai.com/api/mcp
Skill page: https://www.mcpbundles.com/skills/kitforai-mcp-c47869b2b8

Explore capabilities (13)

other 9

List

Remember

Other capabilities

Convert Url

other

convert_url

Fetch a document or web page by URL and convert it to clean Markdown (or structured JSON). Supports PDF, Office files, HTML, CSV, and images.

Add to workspace

Tool inventory (13 tools)

Convert Url — Fetch a document or web page by URL and convert it to clean Markdown (or structured JSON). Supports PDF, Office files, HTML, CSV, and images.
List Recent Conversions — List the user's most recent conversions (id, file name, status).
List Knowledge Bases — List the user's knowledge bases (named knowledge bases of converted documents), with each knowledge base's id, name, kind, and document count.
Read Knowledge Base — Read every document in a knowledge base as one combined Markdown document — use this to give the model access to all docs in a category. Large knowledge bases are truncated to bound token usage; prefer search_knowledge_base for targeted retrieval. Reference the knowledge base by id or name.
Search Knowledge Base — Semantically search a knowledge base and get back the most relevant chunks (ranked by score) instead of the whole knowledge base — use this for large knowledge bases or targeted questions. Reference the knowledge base by id or name.
Write Knowledge Base — Write content back into a knowledge base as a versioned document — use this to save notes, memories, or generated content the user can review and revert. Creates a new document, or replaces an existing one's content (a new revision) when you pass its title as the document. Reference the knowledge base by id or name.
Append Knowledge Base — Append content to a knowledge base — adds a new versioned document with the given content (searchable like any other doc). Reference the knowledge base by id or name.
Edit Knowledge Base — Correct an existing document in a knowledge base by replacing a specific piece of text — use this for targeted fixes instead of rewriting the whole document. Creates a new revision (the old one is kept, revertible). `find` must be text that currently appears in the document. Get the document id from search_knowledge_base or list results.

Get your MCP into directories

A working endpoint is step one. Directory coverage is the coordinated launch across ChatGPT, Claude, Cursor, the MCP Registry, and community indexes.

Directory coverage for brands

Frequently Asked Questions

What is the Kit for AI MCP server?

How do I connect Kit for AI to my AI agent?

Use the MCP endpoint listed on this page in your MCP client configuration. One-click install pills support Claude, Cursor, VS Code, and other hosts. Copy the remote MCP URL if your client needs a manual entry.

How many tools does Kit for AI provide?

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Remember — Save a fact, preference, or piece of context to the user's persistent memory. Use after learning something worth keeping across conversations (user preferences, project facts, decisions). Near-duplicate memories are automatically skipped. Stored in the auto-created 'Memory' knowledge base, reviewable by the user.

Remember Conversation — Extract and store the durable facts from a conversation transcript in ONE call — preferences, decisions, stable facts (transient chit-chat is dropped, near-duplicates skipped). Use at the end of a session instead of many individual remember calls.

Memory Profile — Get a compact synthesized profile of the user (or one end user) from their stored memories — who they are, preferences, projects, decisions in force. Cheaper than many recall calls when you just need orientation at the start of a session.

Recall — Search the user's persistent memory for relevant facts/context before answering. Returns the most relevant remembered items with scores. Use at the start of tasks to recover prior context.

Crawl — Crawl a website (same-domain, bounded) and build a searchable knowledge base from it — then your agent can search_knowledge_base it. Give a start URL and a knowledge base name.

Schemas and invoke metadata: Directory API

MCPBundles probed 13 tools on the live server. The tool list on this page reflects what was discovered at the last refresh — connect your client to see the full set available to your session.

What authentication does Kit for AI require?

Kit for AI may require signing in to the provider before tools can run. Connect through MCPBundles or your MCP client and complete any provider login when prompted.

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