Must be used at the start of any non-trivial task involving code changes, debugging, repo exploration, file inspection, or environment/tooling investigation to surface stored guidance before analysis or tool use.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Entity Retrieval
## Overview
This skill loads relevant stored Evolve entities into the current turn before substantive work begins.
Use this skill first whenever the task involves:
- code changes
- debugging
- code review
- repo exploration
- file inspection
- environment/tooling investigation
Skip only for trivial conversational requests with no local context.
## Required Action
Before any non-trivial local work, you must complete the recall workflow below. Reading this `SKILL.md` alone does not satisfy the skill.
### Completion Rule
Do not proceed to other analysis or tool use until all steps below are complete.
1. If a manifest has already been injected for this turn, use it to pick which entity files to open. Otherwise inspect `${EVOLVE_DIR:-.evolve}/entities/` and `${EVOLVE_DIR:-.evolve}/public/` for guidance relevant to the current task.
2. Read each matching entity file that appears relevant.
3. Summarize the applicable guidance in your own words before proceeding.
4. If no relevant entities exist, state that explicitly before proceeding.
### Required Visible Completion Note
…
The line at the top of this page pins the label git:20260511.003bd53, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
GET https://markdownregistry.com/api/v1/artifacts/art_x25vii7s4efrgjvr
GET https://markdownregistry.com/api/v1/resolve?ref=agenttoolkit/altk-evolve/recall
GET https://markdownregistry.com/api/v1/blob/5ce395bc2bd555c7408972a01b66f9c96ed365fd40952c3c4ecf5049253ebd3a
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
agenttoolkit/altk-evolve · explorations/agent-wiki/skills/agent-wiki-consolidate-guidelines/SKILL.md · Read all atomic guidelines in wiki-twobatch/guidelines/ and propose themed clusters that group near-duplicates. Writes…
agenttoolkit/altk-evolve · explorations/agent-wiki/skills/agent-wiki-consult/SKILL.md · Consult an agent-wiki for guidelines relevant to the task at hand. The wiki itself documents how to retrieve from it…
agenttoolkit/altk-evolve · explorations/agent-wiki/skills/agent-wiki-extract-guidelines/SKILL.md · Read a normalized Claude Code trajectory JSON and extract reusable guidelines into wiki-twobatch/guidelines/. Use when…
agenttoolkit/altk-evolve · explorations/agent-wiki/skills/agent-wiki-ingest/SKILL.md · Ingest one or more agent trajectories (raw bob/claude traces or normalized JSON) into an agent-wiki end-to-end —…
agenttoolkit/altk-evolve · explorations/agent-wiki/skills/agent-wiki-summarize/SKILL.md · Read a normalized Claude Code trajectory JSON and write an episodic summary page to wiki-twobatch/summaries/. Use when…
agenttoolkit/altk-evolve · explorations/agent-wiki/skills/agent-wiki-synthesize-skill/SKILL.md · Read a normalized Claude Code trajectory JSON and produce a wiki-resident SKILL.md page that future agents can invoke…
agenttoolkit/altk-evolve · platform-integrations/bob/evolve-lite/skills/evolve-lite-adapt-memory/SKILL.md · Mirror a just-saved native memory into the shared evolve store so it becomes shareable and auditable
cursor/plugins · harness/pstack/claude-code/skills/recall/SKILL.md · Reconstruct your recent working context from your own chat history, live state, and the shared record (user reports…
cursor/plugins · pstack/skills/recall/SKILL.md · Reconstruct your recent working context from your own chat history, live state, and the shared record (user reports…
nightly-labs/openbot · marketplace/production-catalog/bundles/pstack/skills/recall/SKILL.md · Reconstruct your recent working context from your own chat history, live state, and the shared record (user reports…
michael-denyer/pstack-claude · plugins/pstack/skills/recall/SKILL.md · Reconstruct your recent working context from your own chat history, live state, and the shared record (user reports…
backnotprop/pstack · skills/recall/SKILL.md · Reconstruct your recent working context from your own chat history, live state, and the shared record (user reports…
indranilbanerjee/digital-marketing-pro · skills/recall/SKILL.md · Recall past learnings for a channel or audience as a confidence-ranked playbook. "what worked last time"
snowflake-labs/cocoplus · .cortex/skills/cocorecall/recall/SKILL.md · CocoPod session history retrieval — a local SQLite index over past session transcripts, enabling precision retrieval at…
oliver-kriska/claude-elixir-phoenix · plugins/elixir-phoenix/skills/recall/SKILL.md · Recall prior work from past sessions — how a bug was fixed, what was decided, where a pattern lives. Use when asked…