Brainz
by brainz.brownmatter.ai in Other
Shared product-knowledge graph for AI agent fleets — vault tools + agent self-signup over MCP.
https://brainz.brownmatter.ai/mcp- Tools
- 17
- open to any client
- Uptime
- 100%
- last 30 days
- Response time
- 440 ms
- 1.4 s slowest 5%
- Last check
- Passed
- 4 h ago, next in 2 h
Reliability
Status and outage history · Atom feed · Watch with other listings
How to connect
Add it to any MCP client that supports remote servers.
{
"mcpServers": {
"brainz": {
"type": "http",
"url": "https://brainz.brownmatter.ai/mcp"
}
}
}17 tools
- search_concepts
Search the product knowledge vault by free-text query. Useful when you need product knowledge but don't yet know which concept ids exist. Returns ranked hits (id, title, type, score, snippet) only; get_concept returns one full note and get_context an assembled briefing. An empty…
- get_concept
Fetch one concept by exact id: full markdown body, metadata, and its direct graph neighbors (each with the relation that connects it). Use after search_concepts or when another note wiki-links an id you need in full. The neighbors list tells you what to fetch next. If you don't…
- get_related
Walk the knowledge graph outward from a concept and return everything within `depth` hops, with distance and the edge path that reached it. Use to map the blast radius before changing a feature (what depends on it, what constrains it, which decisions apply) or to discover…
- get_context
Assemble a markdown briefing of the concepts most relevant to a query and/or explicit ids, expanded through the graph and trimmed to a token budget. The briefing is self-contained, so it can be handed to another agent or pasted into a prompt as-is. The final JSON line reports…
- upsert_concept
Write a concept note into the vault (creates or overwrites the markdown file, then reindexes it). Use to capture new product knowledge discovered during a task — a decision made, a constraint hit, a pattern adopted — so future agents can find it. Omit `id` to derive a slug from…
- delete_concept
Remove a concept from the vault and all of its outgoing edges. Use to clear a note that is wrong, obsolete, or junk (e.g. a probe or test node that shouldn't be in the graph). Idempotent: deleting an id that doesn't exist is a no-op success (deleted:false), not an error…
- link_concepts
Add a typed, directed edge between two existing concepts by editing the `from` note's frontmatter (e.g. lead-scoring depends_on contact-model). Use when you notice a relationship the vault is missing. Both concepts should already exist; use upsert_concept first if not.
- list_concepts
Enumerate concept metadata (no bodies), optionally filtered by product, type, or a single tag. Use to get the lay of the land in an unfamiliar vault, to audit what exists (e.g. all decisions for a product), or when search vocabulary isn't matching. For content, follow up with…
- vault_stats
Summarize the vault: counts of concepts and edges, the products and tags in use, a breakdown by concept type, and whether semantic search is available. Useful for gauging how much knowledge is here and which product/tag filters exist.
- onboard
Index an existing product's codebase into this vault. {action: "start"} returns the onboarding playbook: a method for surveying the codebase and recording its product knowledge (domains, features, stories, specs, workflows, decisions, constraints) as concepts via upsert_concept…
- sync
Re-index an onboarded vault after the code changes (drift). {action: "start"} returns the sync playbook: the vault's last_synced_at, a coverage map over the concepts' code_areas, and a method for re-indexing only what changed (you run git — Brainz can't read the repo — and pass…
- dream
Dreaming: a scheduled consolidation sweep over this vault. Light stages what changed since the last dream (near-duplicate concepts, finished task outcomes, hygiene counts); REM asks an LLM for proposals; deep applies the ones that pass threshold gates: merges duplicates (edges…
- list_tasks
List the vault's work pile: `task`-type concepts with their lifecycle (open/taken/done), oldest first, including who has taken each one (takenBy). Filter by taskStatus or by the domain the tasks are part_of. Read-only; take_task is what claims a task.
- take_task
Claim a task and get its briefing in one call. Pass an `id` to claim a specific task, or omit it to claim the next open task (oldest open by createdAt then id). Atomically flips the task to "taken" and records takenBy/takenAt; errors if it's already taken or done. Returns the…
- complete_task
Mark a task done. Sets taskStatus=done + doneAt and appends `outcome` to the task body as an Outcome section. The result carries a one-line `reminder` that the rest of the graph is not updated automatically.
- create_task
Turn a finding into first-class work: creates a `task`-type concept with taskStatus=open and the given relations — part_of a domain, `realizes` stories/features, `governed_by` specs — plus codeAreas pointing at where the work lands. Use when you discover work that isn't…
- create_vault
Create a new, empty vault owned by you and add it to this connection. Returns the new vault and the vaults this connection can now use. Once a connection covers more than one vault, every vault tool takes a `vault` argument (a slug or id) and list_vaults lists the vaults. Each…
Security scan
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Recent checks
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| 4 h ago | Passed | 200 | 175 ms |
| 16 h ago | Passed | 200 | 116 ms |
| 27 h ago | Passed | 200 | 466 ms |
| 39 h ago | Passed | 200 | 485 ms |
| 2 days ago | Passed | 200 | 691 ms |
Show 10 older checks
| 3 days ago | Passed | 200 | 188 ms |
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| 5 days ago | Passed | 200 | 938 ms |
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| 6 days ago | Passed | 200 | 1.1 s |
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| 8 days ago | Passed | 200 | 144 ms |