recall
Skill19 starsChanged 3 months agoMITView on GitHub
Search memories and decisions to answer questions about past learnings, choices, and context
142 other projects use a version of this.
Adopted by
Most recently taken up by
- Yeachan-Heo/oh-my-claude-sisyphustheir own version, first seen Nov 8, 2026
- jskswamy/skillstheir own version, first seen Nov 8, 2026
- hydra-db/hydradb-claude-codetheir own version, first seen Nov 8, 2026
- caidanw/skillstheir own version, first seen Nov 8, 2026
- Yeachan-Heo/oh-my-claudecodetheir own version, first seen Nov 8, 2026
- paramcodes/skillstheir own version, first seen Nov 8, 2026
Used with
Projects with it also use addskill, apply-firmware and 10 more.
Other files people use alongside this one.
Files found in the same public projects as a version of this one, more often than they turn up anywhere else. Each project counts once, large collections count for less, and this file's own repository is left out.
ryanportfolioSkilladdskill
Create, import, update, or install repo or personal skills: runtime ownership, resources, discovery checks.
Also in 6 projects that use this
- ryanportfolioSkill
apply-firmware
Bring current folder (plain folder, existing repo, old or partial firmware copy) up to full Harness Firmware in place. Mirror external repo → adopt-repo.
Also in 6 projects that use this
- +10 more from ryanportfolio
Other versions142 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 142
- Yeachan-Heo/oh-my-claude-sisyphus★ 41ksame name
- Yeachan-Heo/oh-my-claudecode★ 41ksame name
- parcadei/Continuous-Claude★ 3.9ksame name
- parcadei/Continuous-Claude-v2★ 3.9ksame name
- parcadei/Continuous-Claude-v3★ 3.9ksame name
- backnotprop/pstack★ 3.8ksame name
- indranilbanerjee/digital-marketing-pro★ 934same name
- ArtemXTech/personal-os-skills★ 545same name
- entireio/skills★ 239same name
- termdock/termdock-issues★ 160same name
132 more not listed
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
In this repository25 other files it gives its agents.
- assess-findingsSkill
- autopilotSkill
- build-fixSkill
- code-searchSkill
- context-usageSkill
- debugSkill
- decideSkill
- designSkill
- docsSkill
- forgetSkill
- gitSkill
- implementSkill
- memoriseSkill
- patternsSkill
- perfSkill
- plan-swarmSkill
- reflectSkill
- reviewSkill
- semgrepSkill
- surveySkill
- swarmSkill
- swarm-statusSkill
- testSkill
- verifySkill
- worktree-resolveSkill
The file
We split this skill into the rules it gives an agent
12 rules. 0 are common, 6 are distinctive, and 6 are very specific to this project.
0
Common
Most of the 129 edited versions we read keep these.
6
Distinctive
This author's own choices. Worth a look.
6
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 19
Search stored memories and decisions to answer questions about past learnings, architectural choices, patterns, and project context.
- Very specific: line 42
Use mcp__plugin_aide_aide__memory_search with relevant keywords
- Very specific: line 43
Use mcp__plugin_aide_aide__decision_get with the topic, or mcp__plugin_aide_aide__decision_list
- Distinctive: line 44
Analyze timestamps: - Prefer most recent (ULIDs are time-ordered)
- Distinctive: line 49
When the user asks about previous context:
- Very specific: line 52
Use mcp__plugin_aide_aide__decision_get with topic (e.g., "testing")
- Very specific: line 53
If unsure of topic name, use mcp__plugin_aide_aide__decision_list
- Very specific: line 56
Use mcp__plugin_aide_aide__memory_search with query (e.g., "ESM imports")
- Distinctive: line 79
If no results found:
- Distinctive: line 81
Try alternative terms: - search with synonyms or related keywords
- Very specific: line 82
Broaden the search: - use mcp__plugin_aide_aide__memory_list to browse all memories
- Distinctive: line 90
Always prefer the most recent when there are conflicts
“Common” is measured: kept by at least 6 in 10 of the 129 edited versions of this file we could read. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
Recall
Recommended model tier: balanced (sonnet) - this skill performs straightforward operations
Search stored memories and decisions to answer questions about past learnings, architectural choices, patterns, and project context.
MCP Tools
Search Memories
| Tool | Purpose |
mcp__plugin_aide_aide__memory_search | Full-text search (fuzzy, prefix, substring matching) |
mcp__plugin_aide_aide__memory_list | List memories, optionally filtered by category |
Get Decisions
| Tool | Purpose |
mcp__plugin_aide_aide__decision_get | Get specific decision by topic |
mcp__plugin_aide_aide__decision_list | List all decisions |
mcp__plugin_aide_aide__decision_history | Get all versions of a decision |
Workflow
- Parse the question - Extract key terms
- Search both sources:
- Use
mcp__plugin_aide_aide__memory_searchwith relevant keywords - Use
mcp__plugin_aide_aide__decision_getwith the topic, ormcp__plugin_aide_aide__decision_list
- Use
- Analyze timestamps - Prefer most recent (ULIDs are time-ordered)
- Answer - Combine relevant context from both sources
Instructions
When the user asks about previous context:
- For architectural/design questions (testing, auth, database, etc.):
- Use
mcp__plugin_aide_aide__decision_getwith topic (e.g., "testing") - If unsure of topic name, use
mcp__plugin_aide_aide__decision_list
- Use
- For learnings/patterns/gotchas:
- Use
mcp__plugin_aide_aide__memory_searchwith query (e.g., "ESM imports")
- Use
- When answering:
- Cite the source (memory or decision)
- Include the date for context
- Note if something was updated/changed
Examples
User: "What testing framework did we decide on?"
→ Use mcp__plugin_aide_aide__decision_get with topic="testing"
→ Answer with the decision and rationale
User: "What was the issue with ESM imports?"
→ Use mcp__plugin_aide_aide__memory_search with query="ESM imports"
→ Answer with the learning
User: "What approach did we take for auth?"
→ Use both mcp__plugin_aide_aide__decision_get (topic="auth") and mcp__plugin_aide_aide__memory_search (query="auth")
→ Combine both sources in answer
Failure Handling
If no results found:
- Try alternative terms - search with synonyms or related keywords
- Broaden the search - use
mcp__plugin_aide_aide__memory_listto browse all memories - Report clearly: "No memories or decisions found for '
<topic>'. This may not have been recorded previously."
Notes
- This skill is READ-ONLY - searches but doesn't modify
- Decisions are structured (topic → decision + rationale)
- Memories are freeform learnings, gotchas, patterns
- Always prefer the most recent when there are conflicts
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