Waggle MCP
未认领MCP server for external memory layer for AI agents + more . Download from pypi , and get started
安装
claude mcp add --transport stdio waggle -- waggle-mcp serve --transport stdio更多AI & ML服务器
浏览完整目录安全概况
已认领和已认证的服务器每周接受一次静态扫描，显示代码能触及的范围（外部服务、环境变量、shell 命令、代理配置目录）以及带有已知公告的依赖。认领此列表即可获得。 安全概况的工作原理
39 个工具中显示 39 个
文档中列出的工具 (39)
内容来自项目文档。服务器握手不会验证每个工具的说明或行为。
aggregate_graph
Broad filtered subgraph for map-reduce tasks. Use when you want a large scoped slice rather than high-precision top-K. Supports nodetypes, tags, asof, includeinvalidated.
apply_approved_memory_change
Applies the exact approved value using only a proposal ID.
canonicalize_node
Merge multiple nodes into one canonical node. Repoints all edges, collects aliases. Idempotent.
close_context_window
Close a session window and derive cross-window edges.
debug_retrieval
Diagnose retrieval ranking for a query — embedding scores, window routing, tiered vs flat comparison.
decompose_and_store
Break long content into atomic nodes and infer edges automatically.
dedup_candidates
Return near-duplicate node pairs above a similarity threshold for human review.
delete_node
Delete a node and all its edges.
diff
git diff
edge_quality_report
Audit edge quality — counts, average confidence per type, top/bottom confidence edges.
export_graph_html
Export the memory graph as an interactive HTML visualization.
export_markdown_vault
Export the graph as an Obsidian-compatible Markdown vault.
fsck
git fsck
get_context_window
Inspect one context window and its nodes.
get_node_history
Inspect a node's evidence, validity window, and connected context.
get_project_brief
Returns the project's goal, current decisions, constraints, state, and open questions.
get_related
Fetch the neighborhood around a specific node by ID.
get_stats
Node/edge counts, type breakdowns, and recent highly-connected nodes.
get_topics
Topic clusters via community detection across the full tenant graph.
graph_diff
When the user asks what changed recently.
grep
git grep
import_markdown_vault
Import an edited Obsidian vault back into the graph non-destructively.
list_conflicts
List unresolved contradiction and update edges.
list_context_scopes
Known agent, project, and session scope values.
list_context_windows
Chat/session-level memory containers with status and node counts.
load_abhi_chunks
—
load_abhi_for_session
Loads a portable graph into this browser tab and returns a brief.
merge
git merge
observe_conversation
After any turn containing a decision, preference, constraint, correction, or project fact. Persists the verbatim turn first, then extracts graph nodes. Returns turnid, verbatimstored, nodesextracted, edgesinferred.
prime_context
At the start of a new session to hydrate context from the most relevant scoped memories.
propose_memory_change
Creates a pending correction for human review without changing authoritative memory.
pull
git pull
query_graph
Before answering questions that may depend on prior context. Hybrid retrieval (graph + verbatim transcript) by default. Supports asof for point-in-time queries.
recall_memory
Finds current authoritative memories for a query, with supersession provenance when available.
resolve_conflict
Mark a conflict resolved. Pass winner (node ID) to supersede the losing node — sets its validto to now.
show
git show
timeline
Chronological view of memory changes for a node or query.
update_node
Update an existing node's content, label, or tags.
window_graph_viz
Export the context-window graph as an interactive HTML visualization.