Codebase Memory MCP vs Launches

A side-by-side look at the Codebase Memory MCP and Launches MCP servers: transport, auth, tools, quality signals, and the config to install either one in Claude, Cursor, Windsurf or VS Code.

Codebase Memory MCP logoCodebase Memory MCPKnowledge & Memory · Local subprocess (stdio)Code-intelligence engine that indexes a repo into a persistent knowledge graph — functions, classes, call chains, HTTP routes, cross-service links. 159 languages via tree-sitter + Hybrid LSP, sub-ms structural queries, 99% fewer tokens than grep. Single static binary, zero dependencies, 100% local. npx codebase-memory-mcp73GreatAuth: no auth requiredLaunches logoLaunchesAerospace & Astrodynamics · Local subprocess (stdio)Launches MCP — wraps Launch Library 2 API (ll.thespacedevs.com, free, no auth)53GoodAuth: not declared

Verdict: choose Codebase Memory MCP for knowledge & memory work as a local process; choose Launches for aerospace & astrodynamics as a local process. You can also run both side by side in one mcpServers block.

Which MCP server should you choose?

Codebase Memory MCP logoChoose Codebase Memory MCP when

  • You need dedicated capabilities in the Knowledge & Memory domain.
  • You prefer a local stdio subprocess transport.
  • Its auth model fits you: No auth required.
  • You want tools like index_repository, search_graph, query_graph.
Explore Codebase Memory MCP

Launches logoChoose Launches when

  • You need dedicated capabilities in the Aerospace & Astrodynamics domain.
  • You prefer a local stdio subprocess transport.
  • You want tools like get_upcoming_launches, get_past_launches, get_launch.
Explore Launches

Feature & specification comparison

Rows where the two servers differ are marked.

SpecCodebase Memory MCP logoCodebase Memory MCPLaunches logoLaunches
CategoryKnowledge & MemoryAerospace & Astrodynamics
Quality signal73/100 · Great53/100 · Good
Install commandConfirmedConfirmed
TransportLocal subprocess (stdio)Local subprocess (stdio)
AuthNo auth requiredNot declared
PricingFreeNot declared
Required env varsNone listedNone listed
Verified ownerCommunity listingCommunity listing
GitHub stars47,3080
Directory activity 8 views 1 installs 1 upvotes 2 views 0 installs 0 upvotes
Tools174

Tools & capabilities

Codebase Memory MCP tools 17

  • index_repositoryIndex a repository. full/moderate add semantics; fast omits them; cross-repo-intelligence links services. Reports coverage gaps.
  • search_graphFind symbols via BM25 query, regex name/qn filters, or semantic_query. Rows keep qn/file/lines and in/out over CALLS/USAGE/CALL_REFERENCE/INHERITS/IMPLEMENTS.
  • query_graphRead-only Cypher for multi-hop, aggregation, complexity, or cross-service analysis. Default: 200 visible rows with exact/lower-bound totals and truncation; continue safely with next_cursor. graph=missed is a file tree of flagged coverage gaps; absence is not proof of completeness. Use get_graph_schema(diagnostics=full) for properties.
  • trace_pathTrace callers/callees, data flow, or cross-service paths. Defaults exclude tests and resolver evidence. Rows keep qn/hop with explicit totals, relations, and continuations.
  • get_code_snippetRead a search_graph symbol. auto bounds source and outlines large containers; full restores up to 500 lines. Source/outline pages continue; coverage_note marks gaps.
  • get_file_outlineDeclaration outline of one exact repository-relative file: optional exact label filter, source order, exact total/offset/limit paging; file/folder/container nodes excluded.
  • get_graph_schemaGet node-label and edge-type counts. diagnostics=full also lists queryable properties.
  • compare_graphsCompare two indexed snapshots: deterministic target-only additions and base-only removals of stable node/edge identities; each set capped by limit and a 512 KiB budget with exact totals and truncation reasons.
  • get_architectureCompact counts, languages, packages, entry points. Request structure, dependencies, routes, hotspots, boundaries, layers, clusters, cycles, or file_tree; path scopes a directory.
  • search_codeGraph-ranked text search: compact symbols, full bounded source, or file paths.
  • list_projectsList projects with stable paging. Identity is lean; stats adds graph sizes.
  • delete_projectDelete a project from the index
  • +5 more on the listing page

Launches tools 4

  • get_upcoming_launchesFetch the next scheduled rocket launches from Launch Library 2. Returns launch name, NET (no-earlier-than) time, status, launch pad, rocket type, and mission description. Default 10 results.
  • get_past_launchesFetch rocket launches that have already flown, sorted newest-first, from Launch Library 2. `launches` holds only those with a confirmed outcome — successful, failed or partial failure — so counting them answers "how many launches happened". A launch whose scheduled time has passed but whose outcome…
  • get_launchGet full details for a specific launch by ID. Returns name, time, status, pad, rocket, mission, orbit info, video links, and mission patches.
  • search_launchesSearch launches by keyword (rocket name, mission, agency). Returns matching launches with name, time, status, pad, rocket, and mission.

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.

Codebase Memory MCP

mcpServers (Claude Desktop / Cursor)
{
  "mcpServers": {
    "deusdata-codebase-memory-mcp": {
      "command": "npx",
      "args": [
        "-y",
        "codebase-memory-mcp"
      ]
    }
  }
}

Launches

mcpServers (Claude Desktop / Cursor)
{
  "mcpServers": {
    "launches": {
      "command": "npx",
      "args": [
        "-y",
        "@pipeworx/mcp-launches"
      ]
    }
  }
}

Frequently asked questions

Codebase Memory MCP is categorized under Knowledge & Memory and uses a local stdio subprocess. Launches belongs to Aerospace & Astrodynamics and uses a local stdio subprocess. Pick Codebase Memory MCP for knowledge & memory work and Launches for aerospace & astrodynamics.

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.

Codebase Memory MCP is listed as free. Auth: no auth required. Launches has no declared pricing — check the project's own site. 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 deusdata-codebase-memory-mcp and launches as separate keys in the same mcpServers object, and your assistant will call tools from either one.

On AllMCPs, Codebase Memory MCP has a quality signal of 73/100 (Great) with 8 views, 1 installs and 47,308 GitHub stars. Launches has 53/100 (Good) with 2 views, 0 installs and 0 GitHub stars.