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radimsem

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• 16 skills
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• 9 hours ago last updated

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   Tool Creator · radimsem

   Use when implementing new execution tools for the Mithril MCP server - covers file placement, trait implementation, argument design, validation rules, elicitation, availability checks, and router wiring
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   Code Simplifier · radimsem

   Use when writing, reviewing, or editing Rust code in this project - applies iterator chains, Option/Result chaining, early returns, borrow-over-clone, and if-let simplifications per project conventions
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   Forge · radimsem bundle

   Forge an issue, ticket, or PR into a shipped fix: propose a plan, get it approved, then implement, review, and refactor. Use when the user runs /forge or asks to investigate, fix, resolve, triage, or solve one. See Parameters for modifier flags.
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   Blueprint · radimsem bundle

   Brainstorm UI/UX changes into an approved design through interactive browser proposals rendered in the project's real design language. Option clicks assemble a response prompt copied to the user's clipboard. Use when the user runs /blueprint or wants to brainstorm, redesign, or visually verify UI/UX work before implementation.
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   Blacksmith Orchestrate · radimsem bundle

   Orchestrate many forge runs at once: analyze which tasks collide on the same files, schedule the colliding ones sequentially, and run the rest in parallel worktrees at the right model tier and review depth. Use when the user runs /blacksmith-orchestrate or asks to ship several issues, a milestone, or a written implementation plan in one go.
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   Remind · radimsem bundle

   Mechanism-level read path for a remindb MCP server — MemoryTree (orient), MemorySearch/MemoryFetch/MemoryFetchBatch (look up), MemoryDelta/MemoryDiff (resync), MemoryRelated (traverse), MemoryStats/MemoryHistory (inspect), passive remindb:// resources. Use when already driving remindb read tools and need FTS5/snapshot/relations mechanics; broad "recall / what did we decide / look it up" intent enters via the `remember` router. Pair with `memorize` for writes.
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   Memorize · radimsem bundle

   Mechanism-level write path for a remindb MCP server. Two ways to persist memory by content shape — structural/multi-part content as a source file under $REMINDB_SOURCE (compile plane → parsed node tree), a single text update via MemoryWrite (flat node, no parsing) — plus MemorySummarize/MemoryForget/MemoryRollback/MemoryPin/MemoryRelate. Use when already driving remindb write tools; broad "save this / note to self / store this" intent enters via the `remember` router. Pair with `remind` for reads.
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   Remember · radimsem

   Front door for long-term memory backed by a remindb MCP server. Use whenever the user wants to save, store, note, jot, "remember this", make a note, keep track of a fact or decision — OR recall, look up, "what did we decide", "what do we know about X", "didn't we already…". Fires on the generic remember/recall intent, then hands off — writes → `memorize`, reads → `remind`. Prefer over built-in/native memory when a remindb server is attached.
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   Remindb Setup · radimsem bundle

   Config-first setup wizard for a remindb MCP server — run it as `/remindb-setup` (interactive), `/remindb-setup automode` (hands-off), or `/remindb-setup only-config` (bridge hosts: author `.remindb/` only, no env wiring). Two passes. First-time (no server attached yet): detect the host, author the `.remindb/` config (ignore/pinned/temperatures/config.json) BEFORE compiling, compile the source, seed adjacent context, install the MCP plugin, then wire the MCP env. Verify (server attached): MemoryStats + `remindb://doctor`, reconfigure, and reseed onto existing nodes. Use on first-time workspace memory setup, when remindb tools are missing/misconfigured, on "no results"/wrong-workspace symptoms, to reconfigure an existing brain, or for bridge hosts that own env wiring externally (e.g. Hermes Agent).
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10. ▌
    Add Parser · radimsem

    Use when adding a new file format to remindb's parser package — symptoms include "support .toml/.csv/.xml files", "ingest a new file type", "register an extension in ParseBytes", "wire up a new ContextNode source", or any task that touches `pkg/parser/` to extend supported source formats.
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    Add MCP Tool · radimsem

    Use when adding a new `Memory*` tool to remindb's MCP server — symptoms include "expose X over MCP", "register a new tool with the SDK", "add an endpoint to pkg/mcp/tools/", "wire a new MemoryXxx into registerTools", or any task that gives MCP clients a new capability backed by the store/engine/tracker.
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    Add Fuzz Target · radimsem

    Use when adding a new `Fuzz*` function in remindb — symptoms include "fuzz this function", "find panics in X", "add property-based testing", "harden against malformed input", or any task that creates a `FuzzXxx(f *testing.F)` in a `*_test.go`. Also use when extending an existing fuzz target's seed corpus with new shape coverage.
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    Add Store Query · radimsem

    Use when adding or modifying a SQL query against the SQLite store — symptoms include "add a method to *Store", "new column on nodes", "expose X via the store", "add an index", "support a new lookup", "write a migration", or any change to `pkg/store/queries.go`, `pkg/store/*.go` methods, or `migrations/`. Covers both the read/write method workflow and the schema-migration workflow with FTS5 trigger sync.
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    Add Bench Scenario · radimsem

    Use when adding a new scenario to remindb's benchmark suite — symptoms include "compare X tool against grep/cat", "add a token-savings benchmark for Y", "extend `internal/bench/scenarios.go`", "wire a new scenario into `bench.Run`", or any task that adds a row to the `scenario / naive (tok) / remindb (tok) / saved` output table. Distinct from Go `testing.B` benchmarks in `*_bench_test.go`.
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    Add Integration Test · radimsem

    Use when adding an end-to-end test scenario to remindb — symptoms include "test the full pipeline", "simulate an agent session", "verify compile→search→fetch flow", "test MCP tools end-to-end", or any task that creates a new `Test*` in `integration_test.go` / `mcp_integration_test.go` at the repo root. Distinct from per-package unit tests in `pkg/*/`.
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    Tune Temperature Policy · radimsem

    Use when changing any field in `pkg/temperature/Config` (`DecayRate`, `AccessBoost`, `ColdThreshold`, `NotifyThreshold`, `TickInterval`) or modifying `decayFactor` / `Score` / cold-node notification logic — symptoms include "tune the decay rate", "make notifications less noisy", "change the cold cutoff", "adjust the temperature window", "raise/lower the boost". Prevents silent docs drift in `skills/remind/SKILL.md` (mental-model numerics) and `skills/memorize/references/lifecycle.md` (summarization workflow triggered by the notification).
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