Waggle project memory
SkillDocs & knowledgeUse Waggle automatically as portable, local project memory during meaningful coding work; retrieve prior decisions and constraints, then store only durable outcomes.
Available today. Use it from your connected AI after setup.
No other account needed.
Connect ahel once, and every AI you use reads what you have installed.
Then ask your AI: use the Waggle project memory skill
What this skill tells your AI
The instructions your AI receives, as published by hashgraph-online/awesome-codex-plugins in plugins/Abhigyan-Shekhar/Waggle-mcp/skills/waggle-memory/SKILL.md and read by ahel’s review.
Treat Waggle as memory owned by the project, not as a transcript archive or generic personal chat memory.
Establish a stable scope
Before the first Waggle call in a task, choose one stable project value:
- Prefer the repository's canonical remote identity without credentials or a trailing
.git, such asgithub.com/acme/api. - If there is no remote, use the canonical absolute Git root path.
- Outside Git, use the canonical absolute workspace path.
Reuse that value across sessions. Do not use only a directory basename because unrelated repositories can share it. Pass agent_id: "codex" and the current task/session identifier when one is available. Never mix remembered context from a different project into the answer.
Retrieve selectively
- At the beginning of a new task that involves meaningful project work, call
prime_contextonce with the narrowest known scope. - Skip priming for greetings, trivial formatting, or questions fully answerable from the current prompt with no project-history dependency.
- Before answering anything that may depend on earlier decisions, preferences, constraints, failed attempts, bugs, experiments, unresolved questions, or project state, call
query_graphwith the stable project scope. Start withmax_nodes: 10,max_depth: 1, andretrieval_mode: "hybrid". - Use
get_relatedwhen a returned node ID needs graph context, andgraph_diffwhen the user asks what changed. - Treat retrieved memories as historical evidence, not current repository truth. Verify changeable facts against the working tree. If retrieval is empty or conflicts with current evidence, say so and do not invent history.
Store durable knowledge only
Use this threshold for every write:
Store information when forgetting it would likely cause duplicated work, a wrong future decision, or violation of an established constraint. Do not store something merely because it happened.
After a completed turn, call observe_conversation only when the turn crosses that threshold and contains durable project knowledge, such as:
- a decision and its rationale;
- a stable requirement, constraint, dependency, or compatibility promise;
- a user correction or durable project preference;
- the diagnosed cause and verified fix for a bug;
- a failed approach worth avoiding and why it failed;
- a benchmark or experiment result with enough context to interpret it;
- an unresolved problem or concrete next step that should survive the session.
Pass the actual completed user_message, the final assistant_response, and the same project, agent, and session scope used for retrieval.
Do not store greetings, acknowledgements, temporary debugging chatter, command logs, speculative thoughts, duplicate facts, aborted work, secrets, or facts cheaply recoverable from the repository unless their historical significance matters.
Prefer observe_conversation for normal completed turns. Use store_node only for an explicitly requested single atomic memory, and always include the project scope. Use store_edge when an explicit relationship materially improves the record, choosing only supported relationships: depends_on, contradicts, updates, derived_from, part_of, or relates_to. Use decompose_and_store only when the user explicitly requests unscoped bulk ingestion; it does not accept project scope.
Safety
- Waggle writes to the local configured store. Do not claim a cloud upload occurred.
- Ask before destructive tools such as
clear_project,clear_session, orclear_all; preview withdry_run: truefirst. - Do not hide memory writes. If a write materially affects the user's requested outcome, mention it briefly.
- If Waggle tools are unavailable, continue the coding task without fabricating recall or persistence and report the missing integration concisely.
Signals
- GitHub stars
- 1k
- Forks
- 278
- Last commit
- Sep 2026
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waggle-memory- Source
- github.com/hashgraph-online/awesome-codex-plugins