ZeroDB MCP Server vs Agent Lsp
A side-by-side look at the ZeroDB MCP Server and Agent Lsp MCP servers: transport, auth, tools, quality signals, and the config to install either one in Claude, Cursor, Windsurf or VS Code.
Verdict: choose ZeroDB MCP Server for databases work as a local process; choose Agent Lsp for databases as a local process. You can also run both side by side in one mcpServers block.
Which MCP server should you choose?
Choose ZeroDB MCP Server when
- You need dedicated capabilities in the Databases domain.
- You prefer a local stdio subprocess transport.
- You have the keys it needs:
ZERODB_API_URL, ZERODB_PROJECT_ID, ZERODB_API_KEY. - You want tools like
zerodb_generate_embeddings, zerodb_embed_and_store, zerodb_semantic_search.
Choose Agent Lsp when
- You need dedicated capabilities in the Databases domain.
- You prefer a local stdio subprocess transport.
- Its auth model fits you: No auth required.
- You have the keys it needs:
AGENT_LSP_OUTPUT_FORMAT. - You want tools like
activate_skill, add_workspace_folder, apply_edit.
Feature & specification comparison
Rows where the two servers differ are marked.
| Spec | ||
|---|---|---|
| Category | Databases | Databases |
| Quality signal | 63/100 · Good | 65/100 · Great |
| Install command | Confirmed | Confirmed |
| Transport | Local subprocess (stdio) | Local subprocess (stdio) |
| Auth | Not declared | No auth required |
| Pricing | Not declared | Free |
| Required env vars | ZERODB_API_URLZERODB_PROJECT_IDZERODB_API_KEY | AGENT_LSP_OUTPUT_FORMAT |
| Verified owner | Community listing | Community listing |
| GitHub stars | 0 | 164 |
| Directory activity | 1 views 0 installs 0 upvotes | 11 views 0 installs 0 upvotes |
| Tools | 85 | 65 |
| Full listing | View ZeroDB MCP Server | View Agent Lsp |
Tools & capabilities
ZeroDB MCP Server tools 85
zerodb_generate_embeddingsGenerate embeddings using specified model (384/768/1024 dimensions). Supports BAAI/bge-small-en-v1.5 (384-dim, default), BAAI/bge-base-en-v1.5 (768-dim), BAAI/bge-large-en-v1.5 (1024-dim). Use when you need raw embedding vectors without storing them. Does not persist data — for embed + store in one step, use zerodb_embed_and_store instead.zerodb_embed_and_storeGenerate embeddings and store in ZeroDB in one step. Auto-detects dimension based on model and routes to correct storage. Use when you want to embed text and persist the vectors in a single call. Combines zerodb_generate_embeddings + zerodb_upsert_vector.zerodb_semantic_searchSemantic search using text query (auto-embeds query text). Searches vectors in the same dimension as the model used. Use when searching vectors using a text query (auto-embeds the text). Unlike zerodb_search_vectors which requires a raw vector, this accepts plain text. Unlike zerodb_search_memory which searches agent conversation memory, this searches the general vector store.zerodb_store_memoryStore agent memory in ZeroDB for persistent context. Use when the agent needs to persist conversation turns, decisions, or observations for later recall. Stores with role, session, and agent metadata for filtered retrieval.zerodb_search_memorySearch agent memory using semantic similarity. Use when searching agent conversation memory by natural language. Unlike zerodb_search_vectors which requires a raw vector, and zerodb_semantic_search which searches the general vector store, this searches agent-specific memory entries filtered by session/agent/role.zerodb_get_contextGet agent context window for current session. Use when the agent needs to retrieve its recent conversation context within token limits. Returns the most recent memories for a session, bounded by max_tokens.zerodb_upsert_vectorStore or update a vector embedding with metadata. Supports 384, 768, 1024, or 1536 dimensions. Dimension is auto-detected and validated. Use when you have a pre-computed embedding vector to store or update. For embedding text and storing in one step, use zerodb_embed_and_store instead.zerodb_batch_upsert_vectorsBatch upsert multiple vectors for efficiency. Use when storing many vectors at once to reduce API round-trips. Accepts an array of vector objects and processes them in a single request.zerodb_search_vectorsSearch vectors using semantic similarity. Supports 384, 768, 1024, or 1536 dimension query vectors. Auto-detects dimension. Use when searching raw vector embeddings by similarity with a query vector. Unlike zerodb_semantic_search which accepts text (auto-embeds), this requires a pre-computed vector. Unlike zerodb_search_memory which searches agent memory, this searches the general vector store.zerodb_delete_vectorDelete a specific vector by ID. Use when removing a single vector embedding from the store. WARNING: This operation is irreversible.zerodb_get_vectorRetrieve a specific vector by ID. Use when you need to inspect a particular vector's metadata or embedding values. Optionally includes the full embedding array.zerodb_list_vectorsList vectors in a project/namespace with pagination. Use when the agent needs to browse or enumerate stored vectors, or answer "what vectors exist?". Supports filtering by namespace and metadata.- +73 more on the listing page
Agent Lsp tools 65
activate_skillActivate phase enforcement for a skill workflow. Once active, tool calls are checked against the skill's phase permissions. Phases advance automatically as you call tools from later phases. Use this at the start of a skill workflow to enable safety guardrails that prevent out-of-order operations (e.g., applying edits before completing blast-radius analysis).add_workspace_folderAdd a directory to the LSP workspace, enabling cross-repo references, definitions, and diagnostics. Useful when working across a library and its consumers — after adding the consumer repo, find_references on a library function returns call sites in both repos. Requires start_lsp to have been called first. Language servers that support multi-root workspaces (gopls, rust-analyzer, typescript-language-server) will re-index the new folder automatically.apply_editApply an edit to a file. Two modes: (1) WorkspaceEdit mode: pass workspace_edit with positional changes returned by rename_symbol or format_document; (2) Text-match mode: pass file_path + old_text + new_text to find and replace text. For full function/method body replacements, consider replace_symbol_body which resolves by symbol name instead of text matching. Always call preview_edit first to verify the edit is safe.blast_radiusEnumerate all exported symbols in the specified files, resolve their references across the workspace, and partition callers into test vs non-test. Returns affected_symbols (name, file, line), test_callers (with enclosing test function names), and non_test_callers. Use before editing a file to understand blast radius. Set include_transitive=true to surface second-order callers (callers of callers). Set scope='all' to include unexported symbols for comprehensive dead code detection.callersFind all incoming callers of a function or method. Shortcut for find_callers with direction='incoming'. Use before deleting or refactoring a function to see who depends on it.close_documentClose a file in the LSP server. Use this tool when you're done with a file to free up resources and reduce memory usage. It's good practice to close files that are no longer being actively analyzed, especially in long-running sessions or when working with large codebases.commit_sessionCommit a simulation session. With apply=true, writes changes to disk and notifies LSP servers. With apply=false, returns a unified diff patch. Use after evaluate_session confirms the changes are safe.create_simulation_sessionCreate a new speculative code session for simulating edits without committing to disk. Returns a session ID. Baseline diagnostics are captured lazily on first edit per file. Use this to explore what-if scenarios before applying changes.deactivate_skillDeactivate phase enforcement for the currently active skill. Tool calls will no longer be checked against phase permissions. Call this when the skill workflow is complete or when you need to exit the workflow early.destroy_sessionDestroy a simulation session and release all resources. Call this after commit or discard to clean up. Sessions in terminal states (committed, discarded, destroyed) cannot be reused.detect_changesRun git diff to identify changed files, analyze their exported symbols via blast_radius, and return affected symbols with risk classification. Risk levels: 'high' (callers from multiple packages), 'medium' (callers from same package only), 'low' (zero non-test callers). Use before committing to understand the blast radius of uncommitted or recently committed changes.detect_lsp_serversScan a workspace directory for source languages and check PATH for the corresponding LSP server binaries. Returns detected workspace languages (ranked by prevalence), installed servers with their paths, and a suggested_config array ready to paste into the agent-lsp MCP server args. Use this to set up agent-lsp for a new project or verify your configuration.- +53 more on the listing page
Ready-to-paste client configs
Paste either block (or both) into your client config, e.g. claude_desktop_config.json or ~/.cursor/mcp.json. We only show a config when the install command is confirmed.
ZeroDB MCP Server
{
"mcpServers": {
"ainative-zerodb-mcp-server": {
"command": "npx",
"args": [
"ainative-zerodb-mcp-server"
],
"env": {
"ZERODB_API_URL": "YOUR_ZERODB_API_URL_HERE",
"ZERODB_PROJECT_ID": "YOUR_ZERODB_PROJECT_ID_HERE",
"ZERODB_API_KEY": "YOUR_ZERODB_API_KEY_HERE"
}
}
}
}
Agent Lsp
{
"mcpServers": {
"blackwell-systems-agent-lsp": {
"command": "uvx",
"args": [
"agent-lsp"
],
"env": {
"AGENT_LSP_OUTPUT_FORMAT": "YOUR_AGENT_LSP_OUTPUT_FORMAT_HERE"
}
}
}
}
Frequently asked questions
ZeroDB MCP Server is categorized under Databases and uses a local stdio subprocess. Agent Lsp belongs to Databases and uses a local stdio subprocess. Pick ZeroDB MCP Server for databases work and Agent Lsp for databases.
Copy the mcpServers block from the config section on this page into your client's config (for example claude_desktop_config.json or ~/.cursor/mcp.json), then fully restart the client.
ZeroDB MCP Server has no declared pricing — check the project's own site. Agent Lsp is listed as free. Auth: no auth required. If a server needs environment variables such as API keys, define them under the env key in your client's MCP config.
Yes. MCP clients support multiple servers: add ainative-zerodb-mcp-server and blackwell-systems-agent-lsp as separate keys in the same mcpServers object, and your assistant will call tools from either one.
On AllMCPs, ZeroDB MCP Server has a quality signal of 63/100 (Good) with 1 views, 0 installs and 0 GitHub stars. Agent Lsp has 65/100 (Great) with 11 views, 0 installs and 164 GitHub stars.