{"slug":"agricidaniel-wiki-retrieve","name":"wiki-retrieve","description":"Build and query a vault-local contextual BM25 retrieval index with optional multilingual Nomic cosine reranking; use for retrieve, hybrid retrieval, BM25, rerank, contextual retrieval, chunk search, vault search, semantic search, find relevant passages, or retrieval diagnostics. Derived caches stay under .vault-meta, remote egress requires explicit consent, and unavailable reranking falls back deterministically.","long_description":"---\nname: wiki-retrieve\ndescription: \"Build and query a vault-local contextual BM25 retrieval index with optional multilingual Nomic cosine reranking; use for retrieve, hybrid retrieval, BM25, rerank, contextual retrieval, chunk search, vault search, semantic search, find relevant passages, or retrieval diagnostics. Derived caches stay under .vault-meta, remote egress requires explicit consent, and unavailable reranking falls back deterministically.\"\n---\n\n# Retrieve relevant passages\n\nThis extension derives search data from `wiki/` into `.vault-meta/`. It never\nchanges canonical notes. Always pass the selected vault explicitly.\n\nResolve the installed product root from this skill's own location, not from the\nvault or current working directory:\n\n```bash\nPRODUCT_ROOT=/absolute/path/to/installed/claude-obsidian\nPREFIX=\"$PRODUCT_ROOT/scripts/contextual-prefix.py\"\nBM25=\"$PRODUCT_ROOT/scripts/bm25-index.py\"\nRETRIEVE=\"$PRODUCT_ROOT/scripts/retrieve.py\"\nRERANK=\"$PRODUCT_ROOT/scripts/rerank.py\"\ntest -f \"$PREFIX\" && test -f \"$BM25\" && test -f \"$RETRIEVE\" && test -f \"$RERANK\"\n```\n\n## Pipeline\n\n1. `contextual-prefix.py` splits pages on paragraph boundaries and stores the\n   raw chunk plus a short page-level prefix.\n2. `bm25-index.py` builds a local, standard-library BM25 index over the\n   contextualized text.\n3. `retrieve.py` selects BM25 candidates, optionally reranks them, rejects\n   invalid records, deduplicates by page, and returns paths and snippets.\n4. The caller reads the returned pages and performs synthesis; retrieval output\n   is not itself evidence.\n\n## Provision locally\n\nPreview first, then build synthetic prefixes without network egress:\n\n```bash\npython3 \"$PREFIX\" --vault \"$VAULT\" --all --no-llm --peek\npython3 \"$PREFIX\" --vault \"$VAULT\" --all --no-llm\npython3 \"$BM25\" --vault \"$VAULT\" build\npython3 \"$RETRIEVE\" --vault \"$VAULT\" \"wiki\" --top 1 --no-rerank --explain\n```\n\nChunk and index files are disposable runtime state. Incremental prefixing skips\nrecords whose chunk and page hashes still match. A complete scan removes\nsurplus records for deleted pages, and the prefixer invalidates the BM25 index\nbefore changing its chunk set so a mixed stale index is not served.\nPrefix and BM25 build operations share the vault-wide mutation lock with every\nother writer; a busy vault fails closed instead of publishing a partial index.\n\n## Contextual-prefix privacy\n\nSynthetic prefixes use only local frontmatter and page text. The Anthropic API\nand `claude` subprocess tiers can send page bodies off-machine and therefore\nrequire the user's explicit consent plus `--allow-egress`. Never infer consent\nfrom an API key or installed binary. Preview the scope first and state which\nprovider will receive what data.\n\nRemote Ollama endpoints also require explicit approval and\n`--allow-remote-ollama`; the default reranker accepts localhost only.\n\n## Query\n\nFor a strictly read-only lookup, use the prebuilt BM25 index:\n\n```bash\npython3 \"$RETRIEVE\" --vault \"$VAULT\" \"$QUERY\" --top 5 --no-rerank --explain\n```\n\nFor an explicitly requested rerank, omit `--no-rerank`. The default is Ollama's\nmultilingual `nomic-embed-text-v2-moe` model (approximately 958 MB); the product\nnever pulls it automatically. To use an already-installed, smaller,\nEnglish-oriented v1.5 model, pass `--model nomic-embed-text` explicitly.\nNomic models use `search_query:` for the query and `search_document:` for\ncandidate text. Nomic v2 has a 512-token input context and Ollama truncates\nlonger embedding inputs by default; BM25 still scores the complete chunk.\nEmbeddings are cached by exact model, input scheme, and hash of the exact\nprefixed input. A missing local Ollama service, missing selected\nmodel, unusable vector, or any candidate embedding failure falls back for the\ncomplete result set to the original BM25 order; it never mixes cosine and BM25\nscore scales.\n\nQuery input is bounded at 8,000 normalized characters and result counts must be\nbetween 1 and 1,000. Oversized queries and invalid limits fail with an\nactionable usage error instead of looking like an empty successful search.\nAn untagged model request matches only the installed untagged name or its\n`:latest` alias; select any other tag explicitly.\n\nUse direct diagnostics when needed:\n\n```bash\npython3 \"$BM25\" --vault \"$VAULT\" stats\npython3 \"$BM25\" --vault \"$VAULT\" query \"$QUERY\" --top 10\npython3 \"$RERANK\" --vault \"$VAULT\" \"$QUERY\" --peek\npython3 \"$RERANK\" --vault \"$VAULT\" \"$QUERY\" --model nomic-embed-text --peek\n```\n\n## Integrity rules\n\n- Accept only relative chunk and page paths whose resolved targets remain under\n  `$VAULT/.vault-meta/chunks/` and `$VAULT/wiki/` respectively.\n- Reject hashless legacy chunk records and require chunk-body, page, and index\n  hashes to match before a cached record can be built or served.\n- Reject absolute paths, symlink escapes, missing pages, mismatched chunk IDs,\n  changed page hashes, and stale index/chunk hash pairs.\n- Rerank the full candidate set, then deduplicate by page, then apply `--top`.\n- An empty index is an honest no-result state. A missing or corrupt index makes\n  `retrieve.py` exit 10 with a stable rebuild command; callers fall back to the\n  standard vault query/text-search path and do not fabricate matches.\n- Do not cite benchmark percentages unless a reproducible vault-specific\n  benchmark produced them.\n\n## Checkpoint\n\nObserve cache readiness and privacy boundaries, think about whether lexical or\nsemantic ranking is needed, verify returned paths and source freshness, and\ngrow by measuring retrieval misses against a maintained local query set.\n","tagline":"Build and query a vault-local contextual BM25 retrieval index with optional multilingual Nomic cosine reranking; use for retrieve, hybrid retrieval, BM25, rerank, contextual retrieval, chunk search, vault search, semantic search, find relevant passages, or retrieval diagnostics. ","category":"research","tags":["agent-skill"],"author":"AgriciDaniel","verified":false,"attribution":{"status":"registry_indexed","statusLabel":"Registry indexed","shortLabel":"REGISTRY INDEXED","sourceLabel":"github candidate review","sourceDetail":"AgriciDaniel/claude-obsidian","creatorName":"AgriciDaniel","creatorUrl":"https://github.com/AgriciDaniel","sourceUrl":"https://github.com/AgriciDaniel/claude-obsidian/tree/main/skills/wiki-retrieve","indexedBy":"OpenAgentSkill community index","claimUrl":"https://www.openagentskill.com/skills/agricidaniel-wiki-retrieve#claim-this-skill","claimCta":"Claim this skill","trustNote":"This listing was indexed from public sources and is not marked official until a maintainer claim is approved.","publicNote":"Attribution links to the public repository or creator profile. Creators can claim the listing to update ownership signals."},"stats":{"stars":14529,"forks":1457,"verified_installs":0,"successful_runs":0,"total_outcomes":0,"rating":0,"review_count":0,"quality_score":52.39},"quality":{"score":89,"tier":"excellent","label":"Excellent","summary":"High-confidence pick with strong adoption and healthy maintenance signals.","signals":[{"label":"GitHub stars","value":"15K","tone":"positive"},{"label":"Freshness","value":"12d ago","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"MIT","tone":"neutral"}],"warnings":["SKILL.md uses a hardcoded '/absolute/path/to/installed/claude-obsidian' placeholder for PRODUCT_ROOT; agents need a deterministic way to resolve the installed product root from the skill's own location or environment."]},"trust":{"version":"trust-score-v5","score":64,"base_score":72,"outcome_confidence":0,"tier":"review","label":"Sandbox only","summary":"Useful candidate with missing or mixed trust signals. 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issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":100,"weight":0.14,"status":"pass","detail":"12d since push"},{"id":"license","label":"License clarity","score":86,"weight":0.09,"status":"pass","detail":"MIT"},{"id":"documentation","label":"README/SKILL.md completeness","score":86,"weight":0.14,"status":"pass","detail":"Metadata includes enough usage and workflow context"},{"id":"dependency_risk","label":"Dependency/runtime risk","score":46,"weight":0.12,"status":"warn","detail":"command execution surface, credential or environment access"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add AgriciDaniel/claude-obsidian --skill wiki-retrieve"},{"id":"install_safety","label":"Install command safety","score":92,"weight":0.1,"status":"pass","detail":"standard package or runtime install path"},{"id":"permission_surface","label":"Permission surface","score":36,"weight":0.07,"status":"fail","detail":"secrets or environment access, shell or command execution"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.04,"status":"pass","detail":"https://github.com/AgriciDaniel/claude-obsidian/tree/main/skills/wiki-retrieve"},{"id":"review_status","label":"Review status","score":66,"weight":0.05,"status":"info","detail":"AI review data available"},{"id":"agent_outcomes","label":"Agent Proven outcomes","score":54,"weight":0.13,"status":"info","detail":"No agent outcome data yet"}],"checks":[{"status":"pass","label":"GitHub adoption","detail":"15K GitHub stars"},{"status":"pass","label":"Stars/forks activity","detail":"15K stars, 1.5K forks; issue activity unavailable in current metadata"},{"status":"pass","label":"Recent maintenance","detail":"12d since push"},{"status":"pass","label":"License clarity","detail":"MIT"},{"status":"pass","label":"README/SKILL.md completeness","detail":"Metadata includes enough usage and workflow context"},{"status":"warn","label":"Dependency/runtime risk","detail":"command execution surface, credential or environment access"},{"status":"pass","label":"Install availability","detail":"npx skills add AgriciDaniel/claude-obsidian --skill wiki-retrieve"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"fail","label":"Permission surface","detail":"secrets or environment access, shell or command execution"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/AgriciDaniel/claude-obsidian/tree/main/skills/wiki-retrieve"},{"status":"info","label":"Review status","detail":"AI review data available"},{"status":"info","label":"Agent Proven outcomes","detail":"No agent outcome data yet"},{"status":"warn","label":"Ownership","detail":"No approved owner claim yet"},{"status":"pass","label":"OpenAgentSkill usage","detail":"2 views, 0 install copies"},{"status":"info","label":"Agent outcomes","detail":"No agent outcome data yet"}],"strengths":["AI review approved","Install path is available","Repository evidence is available","Recently maintained repository","Large GitHub adoption signal","Install command has no obvious high-risk pattern"],"warnings":["SKILL.md uses a hardcoded '/absolute/path/to/installed/claude-obsidian' placeholder for PRODUCT_ROOT; agents need a deterministic way to resolve the installed product root from the skill's own location or environment.","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","Dependency/runtime risk: command execution surface, credential or environment access","Permission surface: secrets or environment access, shell or command execution"],"evidence":{"stars":"15K GitHub stars","repoActivity":"15K stars, 1.5K forks","lastPushed":"12d since push","license":"MIT","repository":"https://github.com/AgriciDaniel/claude-obsidian/tree/main/skills/wiki-retrieve","install":"npx skills add AgriciDaniel/claude-obsidian --skill wiki-retrieve","installSafety":"standard package or runtime install path","permissionSurface":"secrets or environment access, shell or command execution","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet"},"installReadiness":{"ready":true,"command":"npx skills add AgriciDaniel/claude-obsidian --skill wiki-retrieve","policy":"human_review_before_install","label":"Human review before install","notes":["Install path is available","Repository evidence is available","License is declared","No Agent Proven outcome evidence yet","12d since push"]},"agentCompatibility":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"medium","label":"Review before production","notes":["SKILL.md uses a hardcoded '/absolute/path/to/installed/claude-obsidian' placeholder for PRODUCT_ROOT; agents need a deterministic way to resolve the installed product root from the skill's own location or environment.","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","Dependency/runtime risk: command execution surface, credential or environment access","Permission surface: secrets or environment access, shell or command execution"]},"outcomeEvidence":{"total":0,"successes":0,"failures":0,"notRelevant":0,"successRate":null,"installAttempts":0,"riskBlocked":0,"setupRequired":0,"installSuccessRate":null,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"recentSuccessRate":null,"recentFailureRate":null,"uniqueAgents":0,"agentProvenScore":0,"agentProvenLabel":"Needs first agent run","lastOutcomeAt":null,"label":"No agent outcome data yet"},"autoInstall":{"allowed":false,"sandboxRequired":true,"policy":"human_review_before_install","reason":"Human review or sandbox validation is required before automatic installation."},"bestFor":["research","agent-skill"],"doNotUseFor":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"],"knownRisks":["SKILL.md uses a hardcoded '/absolute/path/to/installed/claude-obsidian' placeholder for PRODUCT_ROOT; agents need a deterministic way to resolve the installed product root from the skill's own location or environment.","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","Dependency/runtime risk: command execution surface, credential or environment access","Permission surface: secrets or environment access, shell or command execution"]},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"outcome_stats":null,"safety":{"score":39,"level":"avoid_auto_install","label":"Avoid automatic install","safety_tier":{"tier":"experimental","label":"Experimental","badge":"EXPERIMENTAL","summary":"Sparse or mixed signals. Useful for discovery, but not for autonomous installation.","recommended_action":"Test manually in an isolated workspace and compare against safer alternatives.","auto_install_policy":"review","reasons":["Metadata combines secrets access with shell or command execution","High-risk permission hints: Shell or command execution, Secrets or environment access","39/100 agent safety score"]},"auto_install_allowed":false,"human_review_required":true,"blocked":false,"audit_risk":"needs_review","permission_hints":[{"id":"shell","label":"Shell or command execution","reason":"Skill metadata references terminal, CLI, shell, subprocess, or command execution workflows.","severity":"high"},{"id":"network","label":"Network access","reason":"Skill likely fetches remote pages, APIs, repositories, or external services.","severity":"medium"},{"id":"filesystem","label":"Filesystem access","reason":"Skill may read or write project files, documents, generated artifacts, or local workspace state.","severity":"medium"},{"id":"secrets","label":"Secrets or environment access","reason":"Skill metadata references credentials, tokens, environment variables, or secret-bearing workflows.","severity":"high"},{"id":"database","label":"Database access","reason":"Skill may inspect schemas, query databases, or work with persistent stores.","severity":"medium"}],"policy_warnings":["High-risk permission hints: Shell or command execution, Secrets or environment access","Dependency or permission surface needs review"],"constraints_applied":{"max_risk":"medium","needs_install_command":true,"min_stars":0}},"safety_gate":{"tier":"experimental","label":"Experimental","badge":"EXPERIMENTAL","auto_install_policy":"review","auto_install_allowed":false,"blocked":false,"human_review_required":true,"recommended_action":"Test manually in an isolated workspace and compare against safer alternatives.","reasons":["Metadata combines secrets access with shell or command execution","High-risk permission hints: Shell or command execution, Secrets or environment access","39/100 agent safety score"]},"eval":{"version":"openagentskill-skill-eval-v1","status":"failed","score":72,"risk_level":"high","decision":{"recommendation":"do_not_auto_install","reason":"Permission surface: secrets or environment access, shell or command execution","auto_install_allowed":false,"policy":"block","human_review_required":true},"blockers":["Permission surface: secrets or environment access, shell or command execution"],"warnings":["Trust score: Good trust signals with a few areas worth checking before rollout.","Audit score: Needs review","Agent safety gate: Sparse or mixed signals. Useful for discovery, but not for autonomous installation.","High-risk permission hints: Shell or command execution, Secrets or environment access","Dependency or permission surface needs review","Permission surface may require sandboxing","SKILL.md uses a hardcoded '/absolute/path/to/installed/claude-obsidian' placeholder for PRODUCT_ROOT; agents need a deterministic way to resolve the installed product root from the skill's own location or environment.","The skill relies on external repository scripts, but SKILL.md does not include installation, dependency, or version-pinning guidance beyond checking that the script files exist.","The provided excerpt ends mid-sentence in the integrity rules ('then appl...'); ensure the full SKILL.md text is present and complete.","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","Dependency/runtime risk: command execution surface, credential or environment access"],"validation_plan":["Inspect repository, README/SKILL.md, license, and recent commits before production use.","Install in an isolated workspace or sandbox with no production secrets available.","Run the smallest representative task and record files touched, commands run, network access, and outputs.","Compare the selected skill against at least one alternative when the eval status is review or failed.","Promote only after the agent reports a successful verification result and unresolved warnings are accepted."],"checks":[{"id":"task_fit","label":"Task fit","status":"pass","score":84,"required_for_auto_install":true,"detail":"Task wording matches this skill metadata.","evidence":["Evaluate wiki-retrieve before installing it in an agent workflow","research","RAG and knowledge workflows; Claude Code teams; teams that value GitHub adoption signals"]},{"id":"install_path","label":"Install path","status":"pass","score":92,"required_for_auto_install":true,"detail":"Install handoff is available.","evidence":["npx skills add AgriciDaniel/claude-obsidian --skill wiki-retrieve"]},{"id":"install_safety","label":"Install command safety","status":"pass","score":92,"required_for_auto_install":true,"detail":"standard package or runtime install path","evidence":["npx skills add AgriciDaniel/claude-obsidian --skill wiki-retrieve"]},{"id":"trust_score","label":"Trust score","status":"warn","score":72,"required_for_auto_install":true,"detail":"Good trust signals with a few areas worth checking before rollout.","evidence":["Strong shortlist","15K GitHub stars","MIT"]},{"id":"audit_score","label":"Audit score","status":"warn","score":83,"required_for_auto_install":true,"detail":"Needs review","evidence":["Dependency or permission surface needs review"]},{"id":"agent_safety_gate","label":"Agent safety gate","status":"warn","score":39,"required_for_auto_install":true,"detail":"Sparse or mixed signals. Useful for discovery, but not for autonomous installation.","evidence":["Test manually in an isolated workspace and compare against safer alternatives.","Metadata combines secrets access with shell or command execution"]},{"id":"readme_skillmd_completeness","label":"README/SKILL.md completeness","status":"pass","score":86,"required_for_auto_install":false,"detail":"Metadata includes enough usage and workflow context","evidence":["Strong README/SKILL.md context"]},{"id":"license_clarity","label":"License clarity","status":"pass","score":86,"required_for_auto_install":true,"detail":"MIT","evidence":["MIT"]},{"id":"recent_maintenance","label":"Recent maintenance","status":"pass","score":100,"required_for_auto_install":false,"detail":"12d since push","evidence":["12d since push"]},{"id":"permission_surface","label":"Permission surface","status":"fail","score":36,"required_for_auto_install":true,"detail":"secrets or environment access, shell or command execution","evidence":["Shell or command execution: high","Network access: medium","Filesystem access: medium"]},{"id":"alternatives","label":"Alternatives available","status":"info","score":55,"required_for_auto_install":false,"detail":"No close alternatives were found in the current shortlist.","evidence":[]}],"endpoints":{"web":"https://www.openagentskill.com/skills/agricidaniel-wiki-retrieve/evals","api":"/api/agent/evals?slug=agricidaniel-wiki-retrieve","text":"/api/agent/evals?slug=agricidaniel-wiki-retrieve&format=text"}},"agent_readable_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"agricidaniel-wiki-retrieve","name":"wiki-retrieve","description":"Build and query a vault-local contextual BM25 retrieval index with optional multilingual Nomic cosine reranking; use for retrieve, hybrid retrieval, BM25, rerank, contextual retrieval, chunk search, vault search, semantic search, find relevant passages, or retrieval diagnostics. Derived caches stay under .vault-meta, remote egress requires explicit consent, and unavailable reranking falls back deterministically.","category":"research","url":"https://www.openagentskill.com/skills/agricidaniel-wiki-retrieve","repository":"https://github.com/AgriciDaniel/claude-obsidian/tree/main/skills/wiki-retrieve","github_repo":"AgriciDaniel/claude-obsidian"},"suited_tasks":["RAG and knowledge workflows","Claude Code teams","teams that value GitHub adoption signals","Chunk documents","Create embeddings","Retrieve and cite relevant passages","Navigate pages","Click and type safely"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add AgriciDaniel/claude-obsidian --skill wiki-retrieve","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.3.0/openagentskill-0.3.0.tgz add agricidaniel-wiki-retrieve"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"wiki-retrieve\" agent skill from https://github.com/AgriciDaniel/claude-obsidian/tree/main/skills/wiki-retrieve. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Build and query a vault-local contextual BM25 retrieval index with optional multilingual Nomic cosine reranking; use for retrieve, hybrid retrieval, BM25, rerank, contextual retrieval, chunk search, vault search, semantic search, find relevant passages, or retrieval diagnostics. Derived caches stay under .vault-meta, remote egress requires explicit consent, and unavailable reranking falls back deterministically. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"agricidaniel-wiki-retrieve\",\"task\":\"Install wiki-retrieve\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"wiki-retrieve\" as a Claude Code skill from https://github.com/AgriciDaniel/claude-obsidian/tree/main/skills/wiki-retrieve. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: Build and query a vault-local contextual BM25 retrieval index with optional multilingual Nomic cosine reranking; use for retrieve, hybrid retrieval, BM25, rerank, contextual retrieval, chunk search, vault search, semantic search, find relevant passages, or retrieval diagnostics. Derived caches stay under .vault-meta, remote egress requires explicit consent, and unavailable reranking falls back deterministically. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"agricidaniel-wiki-retrieve\",\"task\":\"Install wiki-retrieve\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"wiki-retrieve\" from https://github.com/AgriciDaniel/claude-obsidian/tree/main/skills/wiki-retrieve into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: Build and query a vault-local contextual BM25 retrieval index with optional multilingual Nomic cosine reranking; use for retrieve, hybrid retrieval, BM25, rerank, contextual retrieval, chunk search, vault search, semantic search, find relevant passages, or retrieval diagnostics. Derived caches stay under .vault-meta, remote egress requires explicit consent, and unavailable reranking falls back deterministically. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"agricidaniel-wiki-retrieve\",\"task\":\"Install wiki-retrieve\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."}],"handoff_url":"https://www.openagentskill.com/api/skills/agricidaniel-wiki-retrieve/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/agricidaniel-wiki-retrieve"},"trust":{"score":72,"label":"Strong shortlist","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"15K GitHub stars","repoActivity":"15K stars, 1.5K forks","lastPushed":"12d since push","license":"MIT","repository":"https://github.com/AgriciDaniel/claude-obsidian/tree/main/skills/wiki-retrieve","install":"npx skills add AgriciDaniel/claude-obsidian --skill wiki-retrieve","installSafety":"standard package or runtime install path","permissionSurface":"secrets or environment access, shell or command execution","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet"},"outcome_evidence":{"total":0,"successes":0,"failures":0,"not_relevant":0,"success_rate":null,"recent_success_rate":null,"recent_failure_rate":null,"install_attempts":0,"install_success_rate":null,"risk_blocked":0,"setup_required":0,"avg_output_quality":null,"production_outcomes":0,"last_outcome_at":null,"label":"No agent outcome data yet"},"auto_install":{"allowed":false,"sandbox_required":true,"reason":"Human review or sandbox validation is required before automatic installation."},"best_for":["research","agent-skill"],"known_risks":["SKILL.md uses a hardcoded '/absolute/path/to/installed/claude-obsidian' placeholder for PRODUCT_ROOT; agents need a deterministic way to resolve the installed product root from the skill's own location or environment.","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","Dependency/runtime risk: command execution surface, credential or environment access","Permission surface: secrets or environment access, shell or command execution"]},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"audit":{"score":83,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Dependency or permission surface needs review","Permission surface may require sandboxing","SKILL.md uses a hardcoded '/absolute/path/to/installed/claude-obsidian' placeholder for PRODUCT_ROOT; agents need a deterministic way to resolve the installed product root from the skill's own location or environment.","The skill relies on external repository scripts, but SKILL.md does not include installation, dependency, or version-pinning guidance beyond checking that the script files exist.","The provided excerpt ends mid-sentence in the integrity rules ('then appl...'); ensure the full SKILL.md text is present and complete.","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","Dependency/runtime risk: command execution surface, credential or environment access"]},"safety_gate":{"tier":"experimental","label":"Experimental","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Test manually in an isolated workspace and compare against safer alternatives."},"quality":{"score":89,"label":"Excellent"},"supply":{"track":"Research and knowledge work","scenario":"RAG and knowledge","maintenance":"12d since push","risk":"Needs review"},"alternative_skills":[],"do_not_use_when":["teams that need a vendor-supported SLA","production agents without a repository review","SKILL.md uses a hardcoded '/absolute/path/to/installed/claude-obsidian' placeholder for PRODUCT_ROOT; agents need a deterministic way to resolve the installed product root from the skill's own location or environment.","High-risk permission hints: Shell or command execution, Secrets or environment access","Dependency or permission surface needs review","Permission surface may require sandboxing","The skill relies on external repository scripts, but SKILL.md does not include installation, dependency, or version-pinning guidance beyond checking that the script files exist.","The provided excerpt ends mid-sentence in the integrity rules ('then appl...'); ensure the full SKILL.md text is present and complete."],"agent_contract":{"task_input":"Use wiki-retrieve in an agent workflow","recommended_action":"Test manually in an isolated workspace and compare against safer alternatives.","install_policy":"review","minimum_review_before_use":["Trust: 72/100 Strong shortlist","Audit: 83/100 Needs review","Safety: 39/100 Avoid automatic install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"agricidaniel-wiki-retrieve (wiki-retrieve)","install_command":"npx skills add AgriciDaniel/claude-obsidian --skill wiki-retrieve","risk_summary":"Needs review; Experimental; Review before production","verification_result":"Report the smallest successful task, files touched, warnings, and any missing setup."}},"outcome_feedback":{"endpoint":"https://www.openagentskill.com/api/agent/outcome","method":"POST","requires_resolve_event_id":true,"event_id_source":"Use install_receipt.outcome_feedback.event_id or feedback.event_id returned by /api/agent/resolve for the current task.","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"payload_template":{"event_id":"<install_receipt.outcome_feedback.event_id or feedback.event_id from /api/agent/resolve>","skill_slug":"agricidaniel-wiki-retrieve","task":"Use wiki-retrieve in an agent workflow","agent":"codex","outcome":"success","install_used":true,"risk_blocked":false,"setup_required":false,"task_success":true,"output_quality":4,"error_type":null,"human_review_required":false,"workspace":"sandbox","time_to_useful_ms":120000,"notes":"Report the smallest successful task, setup friction, files touched, and risk notes."}},"endpoints":{"web":"https://www.openagentskill.com/skills/agricidaniel-wiki-retrieve","api":"https://www.openagentskill.com/api/agent/skills/agricidaniel-wiki-retrieve","audit":"https://www.openagentskill.com/skills/agricidaniel-wiki-retrieve/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=agricidaniel-wiki-retrieve&task=Use%20wiki-retrieve%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20wiki-retrieve%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20wiki-retrieve%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/agricidaniel-wiki-retrieve/install","manifest":"https://www.openagentskill.com/api/registry/manifest/agricidaniel-wiki-retrieve"}},"machine_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"agricidaniel-wiki-retrieve","name":"wiki-retrieve","description":"Build and query a vault-local contextual BM25 retrieval index with optional multilingual Nomic cosine reranking; use for retrieve, hybrid retrieval, BM25, rerank, contextual retrieval, chunk search, vault search, semantic search, find relevant passages, or retrieval diagnostics. Derived caches stay under .vault-meta, remote egress requires explicit consent, and unavailable reranking falls back deterministically.","category":"research","url":"https://www.openagentskill.com/skills/agricidaniel-wiki-retrieve","repository":"https://github.com/AgriciDaniel/claude-obsidian/tree/main/skills/wiki-retrieve","github_repo":"AgriciDaniel/claude-obsidian"},"suited_tasks":["RAG and knowledge workflows","Claude Code teams","teams that value GitHub adoption signals","Chunk documents","Create embeddings","Retrieve and cite relevant passages","Navigate pages","Click and type safely"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add AgriciDaniel/claude-obsidian --skill wiki-retrieve","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.3.0/openagentskill-0.3.0.tgz add agricidaniel-wiki-retrieve"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"wiki-retrieve\" agent skill from https://github.com/AgriciDaniel/claude-obsidian/tree/main/skills/wiki-retrieve. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Build and query a vault-local contextual BM25 retrieval index with optional multilingual Nomic cosine reranking; use for retrieve, hybrid retrieval, BM25, rerank, contextual retrieval, chunk search, vault search, semantic search, find relevant passages, or retrieval diagnostics. Derived caches stay under .vault-meta, remote egress requires explicit consent, and unavailable reranking falls back deterministically. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"agricidaniel-wiki-retrieve\",\"task\":\"Install wiki-retrieve\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"wiki-retrieve\" as a Claude Code skill from https://github.com/AgriciDaniel/claude-obsidian/tree/main/skills/wiki-retrieve. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: Build and query a vault-local contextual BM25 retrieval index with optional multilingual Nomic cosine reranking; use for retrieve, hybrid retrieval, BM25, rerank, contextual retrieval, chunk search, vault search, semantic search, find relevant passages, or retrieval diagnostics. Derived caches stay under .vault-meta, remote egress requires explicit consent, and unavailable reranking falls back deterministically. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"agricidaniel-wiki-retrieve\",\"task\":\"Install wiki-retrieve\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"wiki-retrieve\" from https://github.com/AgriciDaniel/claude-obsidian/tree/main/skills/wiki-retrieve into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: Build and query a vault-local contextual BM25 retrieval index with optional multilingual Nomic cosine reranking; use for retrieve, hybrid retrieval, BM25, rerank, contextual retrieval, chunk search, vault search, semantic search, find relevant passages, or retrieval diagnostics. Derived caches stay under .vault-meta, remote egress requires explicit consent, and unavailable reranking falls back deterministically. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"agricidaniel-wiki-retrieve\",\"task\":\"Install wiki-retrieve\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."}],"handoff_url":"https://www.openagentskill.com/api/skills/agricidaniel-wiki-retrieve/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/agricidaniel-wiki-retrieve"},"trust":{"score":72,"label":"Strong shortlist","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"15K GitHub stars","repoActivity":"15K stars, 1.5K forks","lastPushed":"12d since push","license":"MIT","repository":"https://github.com/AgriciDaniel/claude-obsidian/tree/main/skills/wiki-retrieve","install":"npx skills add AgriciDaniel/claude-obsidian --skill wiki-retrieve","installSafety":"standard package or runtime install path","permissionSurface":"secrets or environment access, shell or command execution","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet"},"outcome_evidence":{"total":0,"successes":0,"failures":0,"not_relevant":0,"success_rate":null,"recent_success_rate":null,"recent_failure_rate":null,"install_attempts":0,"install_success_rate":null,"risk_blocked":0,"setup_required":0,"avg_output_quality":null,"production_outcomes":0,"last_outcome_at":null,"label":"No agent outcome data yet"},"auto_install":{"allowed":false,"sandbox_required":true,"reason":"Human review or sandbox validation is required before automatic installation."},"best_for":["research","agent-skill"],"known_risks":["SKILL.md uses a hardcoded '/absolute/path/to/installed/claude-obsidian' placeholder for PRODUCT_ROOT; agents need a deterministic way to resolve the installed product root from the skill's own location or environment.","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","Dependency/runtime risk: command execution surface, credential or environment access","Permission surface: secrets or environment access, shell or command execution"]},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"audit":{"score":83,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Dependency or permission surface needs review","Permission surface may require sandboxing","SKILL.md uses a hardcoded '/absolute/path/to/installed/claude-obsidian' placeholder for PRODUCT_ROOT; agents need a deterministic way to resolve the installed product root from the skill's own location or environment.","The skill relies on external repository scripts, but SKILL.md does not include installation, dependency, or version-pinning guidance beyond checking that the script files exist.","The provided excerpt ends mid-sentence in the integrity rules ('then appl...'); ensure the full SKILL.md text is present and complete.","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","Dependency/runtime risk: command execution surface, credential or environment access"]},"safety_gate":{"tier":"experimental","label":"Experimental","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Test manually in an isolated workspace and compare against safer alternatives."},"quality":{"score":89,"label":"Excellent"},"supply":{"track":"Research and knowledge work","scenario":"RAG and knowledge","maintenance":"12d since push","risk":"Needs review"},"alternative_skills":[],"do_not_use_when":["teams that need a vendor-supported SLA","production agents without a repository review","SKILL.md uses a hardcoded '/absolute/path/to/installed/claude-obsidian' placeholder for PRODUCT_ROOT; agents need a deterministic way to resolve the installed product root from the skill's own location or environment.","High-risk permission hints: Shell or command execution, Secrets or environment access","Dependency or permission surface needs review","Permission surface may require sandboxing","The skill relies on external repository scripts, but SKILL.md does not include installation, dependency, or version-pinning guidance beyond checking that the script files exist.","The provided excerpt ends mid-sentence in the integrity rules ('then appl...'); ensure the full SKILL.md text is present and complete."],"agent_contract":{"task_input":"Use wiki-retrieve in an agent workflow","recommended_action":"Test manually in an isolated workspace and compare against safer alternatives.","install_policy":"review","minimum_review_before_use":["Trust: 72/100 Strong shortlist","Audit: 83/100 Needs review","Safety: 39/100 Avoid automatic install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"agricidaniel-wiki-retrieve (wiki-retrieve)","install_command":"npx skills add AgriciDaniel/claude-obsidian --skill wiki-retrieve","risk_summary":"Needs review; Experimental; Review before production","verification_result":"Report the smallest successful task, files touched, warnings, and any missing setup."}},"outcome_feedback":{"endpoint":"https://www.openagentskill.com/api/agent/outcome","method":"POST","requires_resolve_event_id":true,"event_id_source":"Use install_receipt.outcome_feedback.event_id or feedback.event_id returned by /api/agent/resolve for the current task.","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"payload_template":{"event_id":"<install_receipt.outcome_feedback.event_id or feedback.event_id from /api/agent/resolve>","skill_slug":"agricidaniel-wiki-retrieve","task":"Use wiki-retrieve in an agent workflow","agent":"codex","outcome":"success","install_used":true,"risk_blocked":false,"setup_required":false,"task_success":true,"output_quality":4,"error_type":null,"human_review_required":false,"workspace":"sandbox","time_to_useful_ms":120000,"notes":"Report the smallest successful task, setup friction, files touched, and risk notes."}},"endpoints":{"web":"https://www.openagentskill.com/skills/agricidaniel-wiki-retrieve","api":"https://www.openagentskill.com/api/agent/skills/agricidaniel-wiki-retrieve","audit":"https://www.openagentskill.com/skills/agricidaniel-wiki-retrieve/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=agricidaniel-wiki-retrieve&task=Use%20wiki-retrieve%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20wiki-retrieve%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20wiki-retrieve%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/agricidaniel-wiki-retrieve/install","manifest":"https://www.openagentskill.com/api/registry/manifest/agricidaniel-wiki-retrieve"}},"supply_profile":{"track":{"slug":"research","label":"Research and knowledge work","shortLabel":"Research","description":"Deep research, source comparison, literature review, RAG, knowledge search, and reports."},"scenario":{"label":"RAG and knowledge","description":"I need my agent to build a RAG workflow over documents and retrieve reliable context.","useCases":[{"slug":"rag-knowledge","title":"RAG and knowledge"},{"slug":"browser-automation","title":"Browser automation"},{"slug":"research-agents","title":"Research agents"}]},"applicableAgents":["Claude Code","CLI","Codex","Cursor"],"install":{"ready":true,"command":"npx skills add AgriciDaniel/claude-obsidian --skill wiki-retrieve","primaryTarget":"CLI","targetCount":4},"githubQuality":{"stars":14529,"starsLabel":"15K","forks":1457,"license":"MIT","qualityScore":89,"trustScore":72,"auditScore":83},"maintenance":{"status":"fresh","label":"12d since push","daysSincePush":12,"lastPushedAt":"2026-08-26T11:43:21+00:00"},"risk":{"level":"needs_review","label":"Needs review","requiresReview":true,"notes":["Dependency or permission surface needs review","Permission surface may require sandboxing","SKILL.md uses a hardcoded '/absolute/path/to/installed/claude-obsidian' placeholder for PRODUCT_ROOT; agents need a deterministic way to resolve the installed product root from the skill's own location or environment.","The skill relies on external repository scripts, but SKILL.md does not include installation, dependency, or version-pinning guidance beyond checking that the script files exist.","The provided excerpt ends mid-sentence in the integrity rules ('then appl...'); ensure the full SKILL.md text is present and complete."]},"coverageTags":["Research","RAG and knowledge","agent-skill"]},"audit":{"audit_score":83,"risk_level":"needs_review","risk_label":"Needs review","quality_score":89,"trust_score":72,"maintenance_score":100,"security_score":73,"install_score":92,"warnings":["Dependency or permission surface needs review","Permission surface may require sandboxing","SKILL.md uses a hardcoded '/absolute/path/to/installed/claude-obsidian' placeholder for PRODUCT_ROOT; agents need a deterministic way to resolve the installed product root from the skill's own location or environment.","The skill relies on external repository scripts, but SKILL.md does not include installation, dependency, or version-pinning guidance beyond checking that the script files exist.","The provided excerpt ends mid-sentence in the integrity rules ('then appl...'); ensure the full SKILL.md text is present and complete.","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","Dependency/runtime risk: command execution surface, credential or environment access","Permission surface: secrets or environment access, shell or command execution"]},"quality_signals":{"model":"v2","star_score":29.14,"usage_score":0,"review_score":5.25,"metadata_score":3,"freshness_score":15},"platforms":["Claude Code"],"use_cases":[{"slug":"rag-knowledge","title":"RAG and knowledge","url":"https://www.openagentskill.com/use-cases/rag-knowledge"},{"slug":"browser-automation","title":"Browser automation","url":"https://www.openagentskill.com/use-cases/browser-automation"},{"slug":"research-agents","title":"Research agents","url":"https://www.openagentskill.com/use-cases/research-agents"},{"slug":"local-desktop","title":"Local desktop","url":"https://www.openagentskill.com/use-cases/local-desktop"}],"stacks":[{"slug":"rag-knowledge-base","title":"RAG knowledge base","url":"https://www.openagentskill.com/collections/rag-knowledge-base"},{"slug":"browser-qa-agent","title":"Browser QA agent","url":"https://www.openagentskill.com/collections/browser-qa-agent"},{"slug":"research-report-agent","title":"Research report agent","url":"https://www.openagentskill.com/collections/research-report-agent"}],"install":"npx skills add AgriciDaniel/claude-obsidian --skill wiki-retrieve","install_targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.3.0/openagentskill-0.3.0.tgz add agricidaniel-wiki-retrieve","description":"Resolve policy, run the source installer safely, and report a verified install receipt.","copyLabel":"Copy command"},{"id":"codex","label":"Codex","title":"Codex install prompt","kind":"agent-prompt","value":"Install the \"wiki-retrieve\" agent skill from https://github.com/AgriciDaniel/claude-obsidian/tree/main/skills/wiki-retrieve. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Build and query a vault-local contextual BM25 retrieval index with optional multilingual Nomic cosine reranking; use for retrieve, hybrid retrieval, BM25, rerank, contextual retrieval, chunk search, vault search, semantic search, find relevant passages, or retrieval diagnostics. Derived caches stay under .vault-meta, remote egress requires explicit consent, and unavailable reranking falls back deterministically. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"agricidaniel-wiki-retrieve\",\"task\":\"Install wiki-retrieve\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Give Codex a repo-aware install prompt when the skill is not available through a local CLI.","copyLabel":"Copy prompt"},{"id":"claude-code","label":"Claude Code","title":"Claude Code skill prompt","kind":"agent-prompt","value":"Add \"wiki-retrieve\" as a Claude Code skill from https://github.com/AgriciDaniel/claude-obsidian/tree/main/skills/wiki-retrieve. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: Build and query a vault-local contextual BM25 retrieval index with optional multilingual Nomic cosine reranking; use for retrieve, hybrid retrieval, BM25, rerank, contextual retrieval, chunk search, vault search, semantic search, find relevant passages, or retrieval diagnostics. Derived caches stay under .vault-meta, remote egress requires explicit consent, and unavailable reranking falls back deterministically. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"agricidaniel-wiki-retrieve\",\"task\":\"Install wiki-retrieve\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Use this prompt to ask Claude Code to add the skill and explain the local activation steps.","copyLabel":"Copy prompt"},{"id":"cursor","label":"Cursor","title":"Cursor rule prompt","kind":"agent-prompt","value":"Turn \"wiki-retrieve\" from https://github.com/AgriciDaniel/claude-obsidian/tree/main/skills/wiki-retrieve into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: Build and query a vault-local contextual BM25 retrieval index with optional multilingual Nomic cosine reranking; use for retrieve, hybrid retrieval, BM25, rerank, contextual retrieval, chunk search, vault search, semantic search, find relevant passages, or retrieval diagnostics. Derived caches stay under .vault-meta, remote egress requires explicit consent, and unavailable reranking falls back deterministically. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"agricidaniel-wiki-retrieve\",\"task\":\"Install wiki-retrieve\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}],"repository":"https://github.com/AgriciDaniel/claude-obsidian/tree/main/skills/wiki-retrieve","github_repo":"AgriciDaniel/claude-obsidian","version":"1.0.0","license":"MIT","urls":{"web":"https://www.openagentskill.com/skills/agricidaniel-wiki-retrieve","repository":"https://github.com/AgriciDaniel/claude-obsidian/tree/main/skills/wiki-retrieve","api":"/api/agent/skills/agricidaniel-wiki-retrieve","install_api":"/api/skills/agricidaniel-wiki-retrieve/install"},"meta":{"created_at":"2026-09-02T04:31:27.268303+00:00","updated_at":"2026-09-02T04:31:27.372282+00:00","agent_friendly":true}}